Date: 2021-07-26 11:10:44 CEST, cola version: 1.9.4
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First the variable is renamed to res_rh.
res_rh = rh
The partition hierarchy and all available functions which can be applied to res_rh object.
res_rh
#> A 'HierarchicalPartition' object with 'ATC:skmeans' method.
#> On a matrix with 13816 rows and 1809 columns.
#> Performed in total 11400 partitions.
#> There are 48 groups under the following parameters:
#> - min_samples: 18
#> - mean_silhouette_cutoff: 0.9
#> - min_n_signatures: 390 (signatures are selected based on:)
#> - fdr_cutoff: 0.05
#> - group_diff (scaled values): 0.5
#>
#> Hierarchy of the partition:
#> 0, 1809 cols
#> |-- 01, 818 cols, 2677 signatures
#> | |-- 011, 296 cols, 1745 signatures
#> | | |-- 0111, 167 cols, 2761 signatures
#> | | | |-- 01111, 29 cols (b)
#> | | | |-- 01112, 62 cols (a)
#> | | | |-- 01113, 41 cols (a)
#> | | | `-- 01114, 35 cols (b)
#> | | `-- 0112, 129 cols, 3793 signatures
#> | | |-- 01121, 89 cols, 1011 signatures
#> | | | |-- 011211, 51 cols, 234 signatures (c)
#> | | | `-- 011212, 38 cols, 234 signatures (c)
#> | | `-- 01122, 40 cols, 1808 signatures
#> | | |-- 011221, 30 cols (b)
#> | | `-- 011222, 10 cols (b)
#> | |-- 012, 337 cols, 1890 signatures
#> | | |-- 0121, 108 cols, 1001 signatures
#> | | | |-- 01211, 60 cols (a)
#> | | | `-- 01212, 48 cols, 128 signatures (c)
#> | | |-- 0122, 123 cols, 668 signatures
#> | | | |-- 01221, 64 cols, 22 signatures (c)
#> | | | `-- 01222, 59 cols, 218 signatures (c)
#> | | `-- 0123, 106 cols, 1491 signatures
#> | | |-- 01231, 34 cols (b)
#> | | |-- 01232, 36 cols, 132 signatures (c)
#> | | |-- 01233, 19 cols (b)
#> | | `-- 01234, 17 cols (b)
#> | `-- 013, 185 cols, 1471 signatures
#> | |-- 0131, 105 cols, 1642 signatures
#> | | |-- 01311, 36 cols, 21 signatures (c)
#> | | |-- 01312, 27 cols (b)
#> | | |-- 01313, 18 cols (b)
#> | | `-- 01314, 24 cols (b)
#> | `-- 0132, 80 cols, 756 signatures
#> | |-- 01321, 49 cols, 373 signatures (c)
#> | `-- 01322, 31 cols (b)
#> |-- 02, 349 cols, 5770 signatures
#> | |-- 021, 159 cols, 4830 signatures
#> | | |-- 0211, 53 cols, 786 signatures
#> | | | |-- 02111, 23 cols (b)
#> | | | `-- 02112, 30 cols (b)
#> | | |-- 0212, 43 cols, 288 signatures (c)
#> | | |-- 0213, 34 cols (b)
#> | | `-- 0214, 29 cols (b)
#> | |-- 022, 135 cols, 1015 signatures
#> | | |-- 0221, 77 cols (a)
#> | | `-- 0222, 58 cols, 323 signatures (c)
#> | `-- 023, 55 cols, 2718 signatures
#> | |-- 0231, 22 cols (b)
#> | `-- 0232, 33 cols (b)
#> `-- 03, 642 cols, 2757 signatures
#> |-- 031, 207 cols, 755 signatures
#> | |-- 0311, 103 cols, 213 signatures (c)
#> | `-- 0312, 104 cols, 906 signatures
#> | |-- 03121, 57 cols, 687 signatures
#> | | |-- 031211, 24 cols (b)
#> | | |-- 031212, 14 cols (b)
#> | | `-- 031213, 19 cols (b)
#> | `-- 03122, 47 cols, 208 signatures (c)
#> |-- 032, 187 cols, 3985 signatures
#> | |-- 0321, 53 cols, 815 signatures
#> | | |-- 03211, 17 cols (b)
#> | | |-- 03212, 18 cols (b)
#> | | `-- 03213, 18 cols (b)
#> | |-- 0322, 41 cols, 125 signatures (c)
#> | |-- 0323, 59 cols, 262 signatures (c)
#> | `-- 0324, 34 cols (b)
#> `-- 033, 248 cols, 2535 signatures
#> |-- 0331, 113 cols, 1236 signatures
#> | |-- 03311, 47 cols, 63 signatures (c)
#> | |-- 03312, 26 cols (b)
#> | `-- 03313, 40 cols, 54 signatures (c)
#> |-- 0332, 87 cols, 397 signatures
#> | |-- 03321, 47 cols, 111 signatures (c)
#> | `-- 03322, 40 cols (a)
#> `-- 0333, 48 cols, 254 signatures (c)
#> Stop reason:
#> a) Mean silhouette score was too small
#> b) Subgroup had too few columns.
#> c) There were too few signatures.
#>
#> Following methods can be applied to this 'HierarchicalPartition' object:
#> [1] "all_leaves" "all_nodes" "cola_report" "collect_classes"
#> [5] "colnames" "compare_signatures" "dimension_reduction" "functional_enrichment"
#> [9] "get_anno_col" "get_anno" "get_children_nodes" "get_classes"
#> [13] "get_matrix" "get_signatures" "is_leaf_node" "max_depth"
#> [17] "merge_node" "ncol" "node_info" "node_level"
#> [21] "nrow" "rownames" "show" "split_node"
#> [25] "suggest_best_k" "test_to_known_factors" "top_rows_heatmap" "top_rows_overlap"
#>
#> You can get result for a single node by e.g. object["01"]
The call of hierarchical_partition() was:
#> hierarchical_partition(data = lt$mat, anno = lt$anno, subset = 500, cores = 4)
Dimension of the input matrix:
mat = get_matrix(res_rh)
dim(mat)
#> [1] 13816 1809
All the methods that were tried:
res_rh@param$combination_method
#> [[1]]
#> [1] "ATC" "skmeans"
The density distribution for each sample is visualized as one column in the following heatmap. The clustering is based on the distance which is the Kolmogorov-Smirnov statistic between two distributions.
library(ComplexHeatmap)
densityHeatmap(mat, top_annotation = HeatmapAnnotation(df = get_anno(res_rh),
col = get_anno_col(res_rh)), ylab = "value", cluster_columns = TRUE, show_column_names = FALSE,
mc.cores = 1)
Some values about the hierarchy:
all_nodes(res_rh)
#> [1] "0" "01" "011" "0111" "01111" "01112" "01113" "01114" "0112" "01121"
#> [11] "011211" "011212" "01122" "011221" "011222" "012" "0121" "01211" "01212" "0122"
#> [21] "01221" "01222" "0123" "01231" "01232" "01233" "01234" "013" "0131" "01311"
#> [31] "01312" "01313" "01314" "0132" "01321" "01322" "02" "021" "0211" "02111"
#> [41] "02112" "0212" "0213" "0214" "022" "0221" "0222" "023" "0231" "0232"
#> [51] "03" "031" "0311" "0312" "03121" "031211" "031212" "031213" "03122" "032"
#> [61] "0321" "03211" "03212" "03213" "0322" "0323" "0324" "033" "0331" "03311"
#> [71] "03312" "03313" "0332" "03321" "03322" "0333"
all_leaves(res_rh)
#> [1] "01111" "01112" "01113" "01114" "011211" "011212" "011221" "011222" "01211" "01212"
#> [11] "01221" "01222" "01231" "01232" "01233" "01234" "01311" "01312" "01313" "01314"
#> [21] "01321" "01322" "02111" "02112" "0212" "0213" "0214" "0221" "0222" "0231"
#> [31] "0232" "0311" "031211" "031212" "031213" "03122" "03211" "03212" "03213" "0322"
#> [41] "0323" "0324" "03311" "03312" "03313" "03321" "03322" "0333"
node_info(res_rh)
#> id best_method depth best_k n_columns n_signatures p_signatures is_leaf
#> 1 0 ATC:skmeans 1 3 1809 7801 0.56464 FALSE
#> 2 01 ATC:skmeans 2 3 818 2677 0.19376 FALSE
#> 3 011 ATC:skmeans 3 2 296 1745 0.12630 FALSE
#> 4 0111 ATC:skmeans 4 4 167 2761 0.19984 FALSE
#> 5 01111 not applied 5 NA 29 NA NA TRUE
#> 6 01112 ATC:skmeans 5 3 62 NA NA TRUE
#> 7 01113 ATC:skmeans 5 3 41 NA NA TRUE
#> 8 01114 not applied 5 NA 35 NA NA TRUE
#> 9 0112 ATC:skmeans 4 2 129 3793 0.27454 FALSE
#> 10 01121 ATC:skmeans 5 2 89 1011 0.07318 FALSE
#> 11 011211 ATC:skmeans 6 2 51 234 0.01694 TRUE
#> 12 011212 ATC:skmeans 6 2 38 234 0.01694 TRUE
#> 13 01122 ATC:skmeans 5 2 40 1808 0.13086 FALSE
#> 14 011221 not applied 6 NA 30 NA NA TRUE
#> 15 011222 not applied 6 NA 10 NA NA TRUE
#> 16 012 ATC:skmeans 3 3 337 1890 0.13680 FALSE
#> 17 0121 ATC:skmeans 4 2 108 1001 0.07245 FALSE
#> 18 01211 ATC:skmeans 5 4 60 NA NA TRUE
#> 19 01212 ATC:skmeans 5 2 48 128 0.00926 TRUE
#> 20 0122 ATC:skmeans 4 2 123 668 0.04835 FALSE
#> 21 01221 ATC:skmeans 5 2 64 22 0.00159 TRUE
#> 22 01222 ATC:skmeans 5 2 59 218 0.01578 TRUE
#> 23 0123 ATC:skmeans 4 4 106 1491 0.10792 FALSE
#> 24 01231 not applied 5 NA 34 NA NA TRUE
#> 25 01232 ATC:skmeans 5 3 36 132 0.00955 TRUE
#> 26 01233 not applied 5 NA 19 NA NA TRUE
#> 27 01234 not applied 5 NA 17 NA NA TRUE
#> 28 013 ATC:skmeans 3 2 185 1471 0.10647 FALSE
#> 29 0131 ATC:skmeans 4 4 105 1642 0.11885 FALSE
#> 30 01311 ATC:skmeans 5 2 36 21 0.00152 TRUE
#> 31 01312 not applied 5 NA 27 NA NA TRUE
#> 32 01313 not applied 5 NA 18 NA NA TRUE
#> 33 01314 not applied 5 NA 24 NA NA TRUE
#> 34 0132 ATC:skmeans 4 2 80 756 0.05472 FALSE
#> 35 01321 ATC:skmeans 5 3 49 373 0.02700 TRUE
#> 36 01322 not applied 5 NA 31 NA NA TRUE
#> 37 02 ATC:skmeans 2 3 349 5770 0.41763 FALSE
#> 38 021 ATC:skmeans 3 4 159 4830 0.34959 FALSE
#> 39 0211 ATC:skmeans 4 2 53 786 0.05689 FALSE
#> 40 02111 not applied 5 NA 23 NA NA TRUE
#> 41 02112 not applied 5 NA 30 NA NA TRUE
#> 42 0212 ATC:skmeans 4 2 43 288 0.02085 TRUE
#> 43 0213 not applied 4 NA 34 NA NA TRUE
#> 44 0214 not applied 4 NA 29 NA NA TRUE
#> 45 022 ATC:skmeans 3 2 135 1015 0.07347 FALSE
#> 46 0221 ATC:skmeans 4 3 77 NA NA TRUE
#> 47 0222 ATC:skmeans 4 3 58 323 0.02338 TRUE
#> 48 023 ATC:skmeans 3 2 55 2718 0.19673 FALSE
#> 49 0231 not applied 4 NA 22 NA NA TRUE
#> 50 0232 not applied 4 NA 33 NA NA TRUE
#> 51 03 ATC:skmeans 2 3 642 2757 0.19955 FALSE
#> 52 031 ATC:skmeans 3 2 207 755 0.05465 FALSE
#> 53 0311 ATC:skmeans 4 2 103 213 0.01542 TRUE
#> 54 0312 ATC:skmeans 4 2 104 906 0.06558 FALSE
#> 55 03121 ATC:skmeans 5 3 57 687 0.04972 FALSE
#> 56 031211 not applied 6 NA 24 NA NA TRUE
#> 57 031212 not applied 6 NA 14 NA NA TRUE
#> 58 031213 not applied 6 NA 19 NA NA TRUE
#> 59 03122 ATC:skmeans 5 2 47 208 0.01506 TRUE
#> 60 032 ATC:skmeans 3 4 187 3985 0.28843 FALSE
#> 61 0321 ATC:skmeans 4 3 53 815 0.05899 FALSE
#> 62 03211 not applied 5 NA 17 NA NA TRUE
#> 63 03212 not applied 5 NA 18 NA NA TRUE
#> 64 03213 not applied 5 NA 18 NA NA TRUE
#> 65 0322 ATC:skmeans 4 2 41 125 0.00905 TRUE
#> 66 0323 ATC:skmeans 4 2 59 262 0.01896 TRUE
#> 67 0324 not applied 4 NA 34 NA NA TRUE
#> 68 033 ATC:skmeans 3 3 248 2535 0.18348 FALSE
#> 69 0331 ATC:skmeans 4 3 113 1236 0.08946 FALSE
#> 70 03311 ATC:skmeans 5 2 47 63 0.00456 TRUE
#> 71 03312 not applied 5 NA 26 NA NA TRUE
#> 72 03313 ATC:skmeans 5 2 40 54 0.00391 TRUE
#> 73 0332 ATC:skmeans 4 2 87 397 0.02873 FALSE
#> 74 03321 ATC:skmeans 5 2 47 111 0.00803 TRUE
#> 75 03322 ATC:skmeans 5 2 40 NA NA TRUE
#> 76 0333 ATC:skmeans 4 2 48 254 0.01838 TRUE
In the output from node_info(), there are the following columns:
id: The node id.best_method: The best method selected.depth: Depth of the node in the hierarchy.best_k: Best number of groups of the partition on that node.n_columns: Number of columns in the submatrix.n_signatures: Number of signatures with the best_k.p_signatures: Proportion of hte signatures in total number of rows in the matrix.is_leaf: Whether the node is a leaf.Labels of nodes are encoded in a special way. The number of digits correspond to the depth of the node in the hierarchy and the value of the digits correspond to the index of the subgroup in the current node, E.g. a label of “012” means the node is the second subgroup of the partition which is the first subgroup of the root node.
Following table shows the best k (number of partitions) for each node in the
partition hierarchy. Clicking on the node name in the table goes to the
corresponding section for the partitioning on that node.
The cola vignette explains the definition of the metrics used for determining the best number of partitions.
suggest_best_k(res_rh)
| Node | Best method | Is leaf | Best k | 1-PAC | Mean silhouette | Concordance | #samples | |
|---|---|---|---|---|---|---|---|---|
| Node0 | ATC:skmeans | 3 | 1.00 | 0.98 | 0.99 | 1809 | ** | |
| Node01 | ATC:skmeans | 4 | 0.96 | 0.94 | 0.98 | 818 | ** | |
| Node011 | ATC:skmeans | 3 | 0.97 | 0.95 | 0.97 | 296 | ** | |
| Node0111 | ATC:skmeans | 4 | 1.00 | 0.97 | 0.99 | 167 | ** | |
| Node01111-leaf | not applied | ✓ (b) | 29 | |||||
| Node01112-leaf | ATC:skmeans | ✓ (a) | 3 | 0.82 | 0.87 | 0.94 | 62 | |
| Node01113-leaf | ATC:skmeans | ✓ (a) | 3 | 0.78 | 0.86 | 0.94 | 41 | |
| Node01114-leaf | not applied | ✓ (b) | 35 | |||||
| Node0112 | ATC:skmeans | 2 | 1.00 | 0.99 | 1.00 | 129 | ** | |
| Node01121 | ATC:skmeans | 4 | 0.93 | 0.92 | 0.96 | 89 | * | |
| Node011211-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.98 | 0.99 | 51 | ** |
| Node011212-leaf | ATC:skmeans | ✓ (c) | 3 | 0.91 | 0.90 | 0.96 | 38 | * |
| Node01122 | ATC:skmeans | 3 | 0.94 | 0.94 | 0.97 | 40 | * | |
| Node011221-leaf | not applied | ✓ (b) | 30 | |||||
| Node011222-leaf | not applied | ✓ (b) | 10 | |||||
| Node012 | ATC:skmeans | 4 | 0.97 | 0.94 | 0.98 | 337 | ** | |
| Node0121 | ATC:skmeans | 4 | 0.96 | 0.94 | 0.97 | 108 | ** | |
| Node01211-leaf | ATC:skmeans | ✓ (a) | 4 | 0.84 | 0.85 | 0.93 | 60 | |
| Node01212-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.97 | 0.99 | 48 | ** |
| Node0122 | ATC:skmeans | 3 | 0.93 | 0.94 | 0.97 | 123 | * | |
| Node01221-leaf | ATC:skmeans | ✓ (c) | 2 | 0.97 | 0.94 | 0.98 | 64 | ** |
| Node01222-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.95 | 0.98 | 59 | ** |
| Node0123 | ATC:skmeans | 4 | 1.00 | 0.98 | 0.99 | 106 | ** | |
| Node01231-leaf | not applied | ✓ (b) | 34 | |||||
| Node01232-leaf | ATC:skmeans | ✓ (c) | 3 | 1.00 | 1.00 | 1.00 | 36 | ** |
| Node01233-leaf | not applied | ✓ (b) | 19 | |||||
| Node01234-leaf | not applied | ✓ (b) | 17 | |||||
| Node013 | ATC:skmeans | 2 | 1.00 | 0.98 | 0.99 | 185 | ** | |
| Node0131 | ATC:skmeans | 4 | 1.00 | 0.95 | 0.98 | 105 | ** | |
| Node01311-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.99 | 1.00 | 36 | ** |
| Node01312-leaf | not applied | ✓ (b) | 27 | |||||
| Node01313-leaf | not applied | ✓ (b) | 18 | |||||
| Node01314-leaf | not applied | ✓ (b) | 24 | |||||
| Node0132 | ATC:skmeans | 4 | 0.97 | 0.93 | 0.97 | 80 | ** | |
| Node01321-leaf | ATC:skmeans | ✓ (c) | 3 | 1.00 | 0.99 | 0.99 | 49 | ** |
| Node01322-leaf | not applied | ✓ (b) | 31 | |||||
| Node02 | ATC:skmeans | 4 | 0.90 | 0.94 | 0.95 | 349 | * | |
| Node021 | ATC:skmeans | 4 | 1.00 | 0.99 | 0.99 | 159 | ** | |
| Node0211 | ATC:skmeans | 2 | 1.00 | 1.00 | 1.00 | 53 | ** | |
| Node02111-leaf | not applied | ✓ (b) | 23 | |||||
| Node02112-leaf | not applied | ✓ (b) | 30 | |||||
| Node0212-leaf | ATC:skmeans | ✓ (c) | 3 | 0.91 | 0.90 | 0.96 | 43 | * |
| Node0213-leaf | not applied | ✓ (b) | 34 | |||||
| Node0214-leaf | not applied | ✓ (b) | 29 | |||||
| Node022 | ATC:skmeans | 2 | 1.00 | 0.96 | 0.99 | 135 | ** | |
| Node0221-leaf | ATC:skmeans | ✓ (a) | 3 | 0.62 | 0.78 | 0.89 | 77 | |
| Node0222-leaf | ATC:skmeans | ✓ (c) | 3 | 0.91 | 0.94 | 0.97 | 58 | * |
| Node023 | ATC:skmeans | 3 | 1.00 | 0.95 | 0.98 | 55 | ** | |
| Node0231-leaf | not applied | ✓ (b) | 22 | |||||
| Node0232-leaf | not applied | ✓ (b) | 33 | |||||
| Node03 | ATC:skmeans | 4 | 0.99 | 0.94 | 0.97 | 642 | ** | |
| Node031 | ATC:skmeans | 3 | 0.94 | 0.94 | 0.97 | 207 | * | |
| Node0311-leaf | ATC:skmeans | ✓ (c) | 2 | 0.94 | 0.96 | 0.98 | 103 | * |
| Node0312 | ATC:skmeans | 4 | 0.93 | 0.91 | 0.96 | 104 | * | |
| Node03121 | ATC:skmeans | 3 | 1.00 | 0.96 | 0.98 | 57 | ** | |
| Node031211-leaf | not applied | ✓ (b) | 24 | |||||
| Node031212-leaf | not applied | ✓ (b) | 14 | |||||
| Node031213-leaf | not applied | ✓ (b) | 19 | |||||
| Node03122-leaf | ATC:skmeans | ✓ (c) | 3 | 0.95 | 0.93 | 0.96 | 47 | ** |
| Node032 | ATC:skmeans | 4 | 1.00 | 0.97 | 0.98 | 187 | ** | |
| Node0321 | ATC:skmeans | 4 | 0.93 | 0.92 | 0.95 | 53 | * | |
| Node03211-leaf | not applied | ✓ (b) | 17 | |||||
| Node03212-leaf | not applied | ✓ (b) | 18 | |||||
| Node03213-leaf | not applied | ✓ (b) | 18 | |||||
| Node0322-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.98 | 0.99 | 41 | ** |
| Node0323-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.97 | 0.99 | 59 | ** |
| Node0324-leaf | not applied | ✓ (b) | 34 | |||||
| Node033 | ATC:skmeans | 3 | 1.00 | 0.97 | 0.99 | 248 | ** | |
| Node0331 | ATC:skmeans | 4 | 0.94 | 0.95 | 0.98 | 113 | * | |
| Node03311-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.97 | 0.99 | 47 | ** |
| Node03312-leaf | not applied | ✓ (b) | 26 | |||||
| Node03313-leaf | ATC:skmeans | ✓ (c) | 2 | 0.95 | 0.95 | 0.98 | 40 | * |
| Node0332 | ATC:skmeans | 3 | 1.00 | 0.93 | 0.97 | 87 | ** | |
| Node03321-leaf | ATC:skmeans | ✓ (c) | 3 | 0.92 | 0.94 | 0.97 | 47 | * |
| Node03322-leaf | ATC:skmeans | ✓ (a) | 2 | 0.66 | 0.86 | 0.94 | 40 | |
| Node0333-leaf | ATC:skmeans | ✓ (c) | 3 | 0.91 | 0.93 | 0.96 | 48 | * |
Stop reason: a) Mean silhouette score was too small b) Subgroup had too few columns. c) There were too few signatures.
**: 1-PAC > 0.95, *: 1-PAC > 0.9
The nodes of the hierarchy can be merged by setting the merge_node parameters. Here we
control the hierarchy with the min_n_signatures parameter. The value of min_n_signatures is
from node_info().
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 397))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 668))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 687))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 755))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 756))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 786))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 815))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 906))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1001))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1011))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1015))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1236))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1471))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1491))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1642))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1745))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1808))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1890))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2535))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2677))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2718))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2757))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2761))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3793))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3985))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 4830))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 5770))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 7801))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
Following shows the table of the partitions (You need to click the show/hide code output link to see it).
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 397))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01212" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01321" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03122" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "03322" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01221" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "01222"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01221" "01221"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "03322"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "03322" "03322"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01221" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "01321"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "03322" "03322"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01221" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01221" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "03322" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01222" "03322"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "03322"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "03322" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "03322" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "03122"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "03122"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "0311" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "0311" "03212"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03212" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "01212"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "01321"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "03212"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03122" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03212" "03122"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03212" "01212"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "03122"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03122" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03212" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01321" "03212"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03212" "03212"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03122" "03212"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "0311"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01322" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "01321"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01222" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03211" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "03322" "01322"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "0311"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "01321"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01222" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "01221"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "01221"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "01222"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01322" "01221"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01222" "01321"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01221" "01212"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01222" "01221"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01222" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01221" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01222" "01221"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01221" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01222" "01221"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "01221"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01222" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "01321"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "01221"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01212" "01221"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01212" "01221"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01221" "01221"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "01221"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01222" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01221" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "01221"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01222" "01222"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01221" "01221"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01221" "01222"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01211" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01212" "01221"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01211"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01211" "01212"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01211" "01212"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01212" "01212"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "01221"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01212" "01211"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01221" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01211" "01211"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01211" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01211" "01211"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01211" "01221"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01222" "01221"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01211" "01211"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01211" "01211"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01211" "01221"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01211" "01222"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01211" "01211"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "01211"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01222" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "02112"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "02111" "02111"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01211"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "0311" "02112"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "02111"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "02111" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "03322" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "03321" "03122"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03213" "03213"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "03322" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03122" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "03321" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "03322"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "03322"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01211"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031213" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "0311" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "01211"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01211" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031213" "03321"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "0311" "03122"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "01222"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03122" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "03122"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "03321"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "03321" "03321"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "03321" "03321"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "03321" "03321"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "03321" "03321"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "03321"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03212" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "03321" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "03321"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "03321" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "03321" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "03321"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "03322"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "03322"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "03321" "03321"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "03321" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "03322" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "03322" "03321"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "03321" "03321"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03212" "03321"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "03321"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "03321" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "03321" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "03321" "03321"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "03321" "03321"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "03321" "03321"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "03321" "03322"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "03321" "03212"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "03322"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "03322"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "03322"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01321" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "03322"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01321" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "03321"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "02112"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "02112"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "02112" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "03322"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "02112" "02112"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "02112" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "0311"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "0311" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "0311" "031211"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031211" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "02112"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "03321" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03211" "03322"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "03213"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03211" "03213"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "03211"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01322" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "03211"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "01321"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01321" "03211"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "03213"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03211" "03211"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "02112" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03211" "03211"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03211" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "03321" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "02112" "03211"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03211" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03211" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01222" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "01222"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01222" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01212" "01221"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01221" "01221"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01221" "01221"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01222" "01221"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "01222"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01221" "01321"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "01222"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01212" "01221"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01221" "01221"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01221" "01222"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01222" "01322"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01322" "01222"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01322" "01212"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01212"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01321" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "01222"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "03322"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01321" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "01321"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01321" "01322"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01322" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01211"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01322" "01211"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01211" "01211"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01212"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "02111" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "02111" "02112"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01321"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "01211"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "01211"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "01211"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "03322"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03122" "031211"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031213" "0311"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031211" "0311"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031213" "031211"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03122" "031211"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031213" "03122"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031211"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031213" "031213"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031213" "031211"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03122" "03122"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03122" "031211"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031213" "03122"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031213"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031213" "03122"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03122" "03122"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031213" "031211"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031213" "031213"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "0311" "03122"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "03122"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031211" "031213"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031211" "0311"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "0311" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "0311"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "0311" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "0311" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "03322"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031213" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "0311" "031213"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031213" "03122"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031213" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "03122"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03122" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031212"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "0311" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "0311"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031212" "031212"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031211" "031211"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031212" "031212"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031211" "0311"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "0311" "031212"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "0311" "031212"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031212" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "0311" "031212"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031211" "0311"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031211" "0311"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "0311" "031211"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031211" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "0311" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "0311" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031212"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "01212"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01212" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "01321"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01321" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "01322"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01212" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "01222"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01212" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01212" "01322"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "01322"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "01322"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "01322"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01322" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01212" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01221" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "01321"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "01222"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01222" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "02111" "02111"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "02111" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "02111"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "02111"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "02111" "02111"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01222" "01222"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01212" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01212" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01222" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "01221"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "01221"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "01222"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01322" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01322"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01322" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01221" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "01221"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01222" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01222" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01222" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "01221"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "01222"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01321" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01222" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01221" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01322" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01221" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01322" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01222" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01322" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01212" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01322" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01222" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01222" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01322" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01221" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01221" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01222" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01322" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01222" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01221" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01221" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01222" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01212" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01212" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01222" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01222" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01212" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01321" "02111"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "02111" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01211" "01322"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01211" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01211" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "01212"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01211" "01211"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "03321" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "03212"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "03213"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "03213"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "03213"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "03211"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03213" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "03213"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03213" "03213"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03212" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "03321"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "0311" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03211" "0311"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03122" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "03122"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "0311"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "03212"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03213" "03212"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03211" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03213" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03212" "03213"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "0311"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03213" "03122"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "0311"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03122" "03122"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "0311" "0311"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "0311" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "03321"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "03322"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "03322"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "03322" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "03322"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "03321" "03322"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "03322" "03321"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "03321" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "03321"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "03321" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "03322"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "03322"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "03322"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "03322" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "01222"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01321" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01321" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "01321"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 668))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01212" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01321" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03122" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01221" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "01222"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01221" "01221"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01221" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "01321"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01221" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01221" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01222" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "03122"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "03122"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "0311" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "0311" "03212"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03212" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "01212"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "01321"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "03212"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03122" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03212" "03122"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03212" "01212"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "03122"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03122" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03212" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01321" "03212"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03212" "03212"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03122" "03212"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "0311"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01322" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "01321"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01222" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03211" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "01322"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "0311"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "01321"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01222" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "01221"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "01221"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "01222"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01322" "01221"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01222" "01321"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01221" "01212"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01222" "01221"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01222" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01221" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01222" "01221"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01221" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01222" "01221"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "01221"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01222" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "01321"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "01221"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01212" "01221"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01212" "01221"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01221" "01221"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "01221"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01222" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01221" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "01221"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01222" "01222"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01221" "01221"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01221" "01222"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01211" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01212" "01221"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01211"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01211" "01212"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01211" "01212"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01212" "01212"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "01221"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01212" "01211"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01221" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01211" "01211"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01211" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01211" "01211"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01211" "01221"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01222" "01221"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01211" "01211"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01211" "01211"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01211" "01221"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01211" "01222"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01211" "01211"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "01211"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01222" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "02112"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "02111" "02111"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01211"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "0311" "02112"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "02111"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "02111" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "03122"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03213" "03213"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03122" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01211"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031213" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "0311" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "01211"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01211" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031213" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "0311" "03122"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "01222"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03122" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "03122"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03212" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03212" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "03212"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01321" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01321" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "02112"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "02112"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "02112" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "02112" "02112"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "02112" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "0311"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "0311" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "0311" "031211"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031211" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "02112"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03211" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "03213"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03211" "03213"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "03211"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01322" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "03211"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "01321"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01321" "03211"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "03213"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03211" "03211"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "02112" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03211" "03211"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03211" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "02112" "03211"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03211" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03211" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01222" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "01222"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01222" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01212" "01221"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01221" "01221"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01221" "01221"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01222" "01221"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "01222"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01221" "01321"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "01222"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01212" "01221"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01221" "01221"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01221" "01222"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01222" "01322"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01322" "01222"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01322" "01212"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01212"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01321" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "01222"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01321" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "01321"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01321" "01322"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01322" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01211"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01322" "01211"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01211" "01211"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01212"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "02111" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "02111" "02112"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01321"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "01211"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "01211"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "01211"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03122" "031211"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031213" "0311"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031211" "0311"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031213" "031211"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03122" "031211"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031213" "03122"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031211"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031213" "031213"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031213" "031211"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03122" "03122"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03122" "031211"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031213" "03122"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031213"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031213" "03122"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03122" "03122"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031213" "031211"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031213" "031213"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "0311" "03122"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "03122"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031211" "031213"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031211" "0311"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "0311" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "0311"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "0311" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "0311" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031213" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "0311" "031213"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031213" "03122"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031213" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "03122"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03122" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031212"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "0311" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "0311"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031212" "031212"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031211" "031211"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031212" "031212"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031211" "0311"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "0311" "031212"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "0311" "031212"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031212" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "0311" "031212"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031211" "0311"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031211" "0311"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "0311" "031211"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031211" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "0311" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "0311" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031212"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "01212"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01212" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "01321"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01321" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "01322"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01212" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "01222"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01212" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01212" "01322"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "01322"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "01322"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "01322"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01322" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01212" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01221" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "01321"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "01222"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01222" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "02111" "02111"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "02111" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "02111"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "02111"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "02111" "02111"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01222" "01222"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01212" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01212" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01222" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "01221"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "01221"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "01222"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01322" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01322"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01322" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01221" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "01221"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01222" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01222" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01222" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "01221"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "01222"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01321" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01222" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01221" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01322" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01221" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01322" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01222" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01322" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01212" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01322" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01222" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01222" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01322" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01221" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01221" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01222" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01322" "01222"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01222" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01221" "01221"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01221" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01222" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01212" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01212" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01222" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01222" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01212" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01321" "02111"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "02111" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01211" "01322"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01211" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01211" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "01212"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01211" "01211"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "03212"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "03213"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "03213"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "03213"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "03211"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03213" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "03213"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03213" "03213"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03212" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "0311" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03211" "0311"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03122" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "03122"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "0311"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "03212"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03213" "03212"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03211" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03213" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03212" "03213"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "0311"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03213" "03122"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "0311"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03122" "03122"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "0311" "0311"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "0311" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "01222"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01321" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01321" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "01321"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 687))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01212" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01321" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03122" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "01321"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "03122"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "03122"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "0311" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "0311" "03212"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03212" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "01212"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "01321"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "03212"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03122" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03212" "03122"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03212" "01212"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "03122"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03122" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03212" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01321" "03212"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03212" "03212"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03122" "03212"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "0311"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01322" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "01321"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03211" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "01322"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "0311"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "01321"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01322" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "01321"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "01212"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "01321"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01212" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01212" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01211" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01212" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01211"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01211" "01212"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01211" "01212"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01212" "01212"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01212" "01211"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01211" "01211"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01211" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01211" "01211"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01211" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01211" "01211"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01211" "01211"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01211" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01211" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01211" "01211"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "01211"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "02112"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "02111" "02111"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01211"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "0311" "02112"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "02111"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "02111" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "03122"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03213" "03213"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03122" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01211"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031213" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "0311" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "01211"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01211" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031213" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "0311" "03122"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03122" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "03122"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03212" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03212" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "03212"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01321" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01321" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "02112"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "02112"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "02112" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "02112" "02112"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "02112" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "0311"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "0311" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "0311" "031211"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031211" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "02112"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03211" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "03213"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03211" "03213"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "03211"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01322" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "03211"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "01321"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01321" "03211"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "03213"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03211" "03211"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "02112" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03211" "03211"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03211" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "02112" "03211"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03211" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03211" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "01321"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "01322"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01322" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01322" "01212"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01212"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01321" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01321" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "01321"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01321" "01322"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01322" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01211"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01322" "01211"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01211" "01211"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01212"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "02111" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "02111" "02112"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01321"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "01211"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "01211"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "01211"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03122" "031211"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031213" "0311"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031211" "0311"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031213" "031211"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03122" "031211"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031213" "03122"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031211"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031213" "031213"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031213" "031211"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03122" "03122"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03122" "031211"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031213" "03122"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031213"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031213" "03122"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03122" "03122"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031213" "031211"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031213" "031213"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "0311" "03122"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "03122"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031211" "03122"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031211" "031213"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031211" "0311"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "0311" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "0311"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "0311" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "0311" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031213" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "0311" "031213"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031213" "03122"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031213" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "03122"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03122" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031212"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "0311" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "0311"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031212" "031212"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031211" "031211"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031212" "031212"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031211" "0311"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "0311" "031212"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "0311" "031212"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031212" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "0311" "031212"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031211" "0311"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031212" "0311"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031211" "0311"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "0311" "031211"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031211" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "0311" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "0311" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031212"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "01212"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01212" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "01321"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01321" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "01322"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01212" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01212" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01212" "01322"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "01322"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "01322"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "01322"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01322" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01212" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "01321"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "02111" "02111"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "02111" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "02111"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "02111"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "02111" "02111"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01212" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01212" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01322" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01322"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01322" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01321" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01322" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01322" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01212" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01212" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01212" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01321" "02111"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "02111" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01211" "01322"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01211" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01211" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "01212"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01211" "01211"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "03212"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "03213"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "03213"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "03213"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "03211"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03213" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "03213"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03213" "03213"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03212" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "0311" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03211" "0311"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03122" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "03122"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "0311"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "03212"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03213" "03212"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03211" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03213" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03212" "03213"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "0311"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03213" "03122"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "0311"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03122" "03122"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "0311" "0311"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "0311" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01321" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01321" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "01321"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 755))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01212" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01321" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03122" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "01321"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "03122"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "03122"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "0311" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "0311" "03212"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03212" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "01212"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "01321"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "03212"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03122" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03212" "03122"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03212" "01212"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "03122"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03122" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03212" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01321" "03212"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03212" "03212"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03122" "03212"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "0311"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01322" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "01321"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03211" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "01322"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "0311"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "01321"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01322" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "01321"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "01212"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "01321"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01212" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01212" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01211" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01212" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01211"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01211" "01212"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01211" "01212"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01212" "01212"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01212" "01211"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01211" "01211"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01211" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01211" "01211"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01211" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01211" "01211"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01211" "01211"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01211" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01211" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01211" "01211"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "01211"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "02112"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "02111" "02111"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01211"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "0311" "02112"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "02111"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "02111" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "03122"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03213" "03213"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03122" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01211"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "03121" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "0311" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "01211"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01211" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "03121" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "0311" "03122"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03122" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "03122"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03212" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03212" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "03212"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01321" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01321" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "02112"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "02112"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "02112" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "02112" "02112"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "02112" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "0311"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "0311" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "0311" "03121"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "03121" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03122" "0311"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03122" "03122"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "02112"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03211" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "03213"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03211" "03213"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "03211"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01322" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "03211"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "01321"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01321" "03211"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "03213"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03211" "03211"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "02112" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03211" "03211"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03211" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "02112" "03211"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03211" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03211" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "01321"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "01322"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01322" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01322" "01212"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01212"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01321" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01321" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "01321"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01321" "01322"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01322" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01211"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01322" "01211"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01211" "01211"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01212"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "02111" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "02111" "02112"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01321"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "01211"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "01211"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "01211"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03122" "03121"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "03121" "0311"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "03121" "0311"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "03121" "03121"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "03121" "03122"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03122" "03121"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "03121" "03122"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "03121"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "03121" "03121"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "03121" "03122"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "03121" "03121"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03122" "03122"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03122" "03121"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "03121" "03122"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "03121" "03122"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "03121"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "03121" "03122"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "03121" "03122"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03122" "03122"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "03121" "03121"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "03121" "03121"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "0311" "03122"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "03122"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "03121" "03122"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "03121" "03121"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "03121" "0311"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "0311" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "0311"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "0311" "0311"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "0311" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "0311" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "03121" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "0311" "03121"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "0311"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "03121" "03122"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "03121" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "03122"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03122" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "03121"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "0311" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "0311"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "03121" "03121"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "03121" "0311"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "03121" "03121"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "03121" "03121"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "03121" "0311"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "03121" "0311"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "03121" "0311"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "0311" "03121"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "0311" "03121"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "03121" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "0311" "03121"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "03121" "0311"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "03121" "0311"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "03121" "0311"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "0311" "03121"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "03121" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "0311" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "0311" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "0311" "0311"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "0311"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "03121"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "01212"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01212" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "01321"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01321" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "01322"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01212" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01212" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01212" "01322"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "01322"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "01322"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "01322"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01322" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01212" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "01321"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "02111" "02111"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "02111" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "02111"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "02111"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "02111" "02111"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01212" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01212" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01322" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01322"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01322" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01321" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01322" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01322" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01212" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01212" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01212" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01321" "02111"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "02111" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01211" "01322"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01211" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01211" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "01212"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01211" "01211"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "03212"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "03213"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "03213"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "03213"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "03211"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03213" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "03213"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03213" "03213"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03212" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "0311" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03211" "0311"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03122" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "03122"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "0311"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "03212"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03213" "03212"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03211" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03213" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03212" "03213"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "0311"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03213" "03122"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "0311"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03122" "03122"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "0311" "0311"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "0311" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01321" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01321" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "01321"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 756))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01212" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01321" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "01321"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "03212"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03212" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "01212"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "01321"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "03212"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03212" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03212" "01212"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03212" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01321" "03212"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03212" "03212"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "03212"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01322" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "01321"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03211" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "01322"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "01321"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01322" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "01321"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "01212"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "01321"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01212" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01212" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01211" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01212" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01211"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01211" "01212"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01211" "01212"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01212" "01212"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01212" "01211"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01211" "01211"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01211" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01211" "01211"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01211" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01211" "01211"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01211" "01211"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01211" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01211" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01211" "01211"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "01211"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "02112"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "02111" "02111"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01211"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "02112"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "02111"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "02111" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03213" "03213"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01211"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "01211"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01211" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03212" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03212" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "03212"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01321" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01321" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "02112"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "02112"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "02112" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "02112" "02112"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "02112" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "02112"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03211" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "03213"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03211" "03213"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "03211"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01322" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "03211"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "01321"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01321" "03211"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "03213"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03211" "03211"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "02112" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03211" "03211"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03211" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "02112" "03211"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03211" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03211" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "01321"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "01322"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01322" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01322" "01212"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01212"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01321" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "01321"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01322" "01321"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01321" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01321" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "01321"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01321" "01321"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "01321"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01321" "01322"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01322" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01211"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01322" "01211"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01211" "01211"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01212"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "02111" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "02111" "02112"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01321"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "01211"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "01211"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "01211"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "01212"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01212" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "01321"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01321" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "01322"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01212" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01212" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01212" "01322"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "01322"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "01322"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "01322"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01322" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01212" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "01321"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "02111" "02111"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "02111" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "02111"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "02111"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "02111" "02111"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01212" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01212" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01322" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01322"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01322" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01321" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01322" "01322"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01322" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01322" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01212" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01212" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01212" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01321" "02111"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "02111" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01211" "01322"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01211" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01211" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "01212"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01211" "01211"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "03212"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "03213"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "03213"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "03213"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "03211"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03213" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "03213"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03213" "03213"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03212" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03211" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "03212"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03213" "03212"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03211" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03213" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03212" "03213"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03213" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01321" "01321"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01321" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01321" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "01321"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 786))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01212" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "0132" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "0132"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "03212"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03212" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "01212"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "0132"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "03212"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03212" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03212" "01212"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03212" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "0132" "03212"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03212" "03212"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "03212"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "0132" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "0132"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03211" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "0132"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "02112" "02112"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "0132"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "0132" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "0132"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "01212"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "0132"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01212" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01212" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01211" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01212" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01211"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01211" "01212"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01211" "01212"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01212" "01212"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01212" "01211"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01211" "01211"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01211" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01211" "01211"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01211" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01211" "01211"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01211" "01211"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01211" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01211" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01211" "01211"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "01211"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "02112"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "02111" "02111"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01211"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "02112"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "02111"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "02111" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03213" "03213"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01211"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "01211"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01211" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03212" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03212" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "03212"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "0132" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "0132" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "02112"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "02112"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "02112" "02112"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "02112" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "02112" "02112"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "02112" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "02112"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03211" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "03213"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03211" "03213"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "03211"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "0132" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "03211"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "0132"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "0132" "03211"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "03213"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03211" "03211"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "02112" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03211" "03211"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03211" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "02112" "03211"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03211" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03211" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "0132" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "0132" "01212"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01212"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "0132" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "0132"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01211"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "0132" "01211"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01211" "01211"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01212"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "02111" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "02111" "02112"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "0132"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "01211"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "01211"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "01211"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "01212"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01212" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "0132"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "0132" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "0132"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01212" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01212" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01212" "0132"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "0132"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "0132"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "0132" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01212" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "02111" "02111"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "02111" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "02111" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "02111"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "02111"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "02111" "02111"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01212" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01212" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "0132" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "0132"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "0132" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "0132" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "0132" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01212" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01212" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01212" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "02111" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "02111" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "0132" "02111"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "02111" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01211" "0132"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01211" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01211" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "01212"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01211" "01211"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "03212"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "03213"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "03213"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "03213"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "03211"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03213" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "03213"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03213" "03213"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03212" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03211" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "03212"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03213" "03212"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03211" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03213" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03212" "03213"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03213" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "0132" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "0132" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "0132"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 815))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01212" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "0132" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "0132"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "03212"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03212" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "01212"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "0132"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "03212"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03212" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03212" "01212"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03213" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03212" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "0132" "03212"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03212" "03212"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "03212"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "0132" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "0132"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03211" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "0132"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "0132"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "0132" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "0132"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "01212"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "0132"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01212" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01212" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01211" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01212" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01211"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01211" "01212"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01211" "01212"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01212" "01212"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01212" "01211"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01211" "01211"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01211" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01211" "01211"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01211" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01211" "01211"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01211" "01211"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01211" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01211" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01211" "01211"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "01211"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01211"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03213" "03213"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01211"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "01211"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01211" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03212" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03212" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "03212"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "0132" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "0132" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03211" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "03213"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03211" "03213"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "03211"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "0132" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "03211"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "0132"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "0132" "03211"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "03213"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03211" "03211"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03211" "03211"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03211" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "03211"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03211" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03211" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "0132" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "0132" "01212"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01212"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "0132" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "0132"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01211"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "0132" "01211"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01211" "01211"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01212"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "0132"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "01211"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "01211"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "01211"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "01212"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01212" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "0132"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "0132" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "0132"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01212" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01212" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01212" "0132"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "0132"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "0132"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "0132" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01212" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01212" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01212" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "0132" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "0132"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "0132" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "0132" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "0132" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01212" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01212" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01212" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "0132" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01211" "0132"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01211" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01211" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "01212"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01211" "01211"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "03212"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "03213"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "03213"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "03213"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "03211"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03213" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "03213"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03213" "03213"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03212" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03211" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "03212"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03213" "03212"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03211" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03213" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03212" "03213"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03213" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "0132" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "0132" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "0132"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 906))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01212" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "0132" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "0132"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "01212"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "0132"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "01212"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "0132" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "0132" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "0132"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "0132"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "0132"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "0132" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "0132"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "01212"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "0132"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01212" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01212" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01211" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01212" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01211"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01211" "01212"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01211" "01212"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01212" "01212"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01212" "01211"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01211" "01211"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01211" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01211" "01211"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01211" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01211" "01211"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01211" "01211"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01211" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01211" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01211" "01211"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "01211"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01211"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01211"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "01211"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01211" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "0132" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "0132" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "0132" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "0132"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "0132" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "0132" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "0132" "01212"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01212"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "0132" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "0132"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01211"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "0132" "01211"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01211" "01211"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01212"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "0132"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "01211"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "01211"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "01211"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "01212"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01212" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "0132"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "0132" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "0132"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01212" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01212" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01212" "0132"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "0132"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "0132"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "0132" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01212" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01212" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01212" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "0132" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "0132"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "0132" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "0132" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "0132" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01212" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01212" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01212" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "0132" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01211" "0132"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01211" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01211" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "01212"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01211" "01211"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "0132" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "0132" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "0132"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1001))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01212" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "0132" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "0132"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "01212"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "0132"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "01212"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "0132" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "0132" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "0132"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "0132"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "0132"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "0132" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "0132"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "01212"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "0132"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01212" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01212" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01211" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01212" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01211"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01211" "01212"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01211" "01212"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01212" "01212"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01212" "01211"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01211" "01211"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01211" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01211" "01211"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01211" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01211" "01211"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01211" "01211"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01211" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01211" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01211" "01211"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "01211"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01211"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01211"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "01211"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01211" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "0132" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "0132" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "0132" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "0132"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "0132" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01212" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "0132" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "0132" "01212"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01212"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "0132" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "0132"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01211"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "0132" "01211"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01211" "01211"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01212"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "0132"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "01211"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "01211"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "01211"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "01212"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01212" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "0132"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "0132" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "0132"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01212" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01212" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01212" "0132"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "0132"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "0132"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "0132" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01212" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01212" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01212" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "0132" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "0132"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "0132" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "0132" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "0132" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01212" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01212" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01212" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01212"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01212" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "0132" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01211" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01211" "0132"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01211" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01212" "01211"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01211" "01211"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01211" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "01211"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01211" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "01212"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01211" "01211"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "0132" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "0132" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "0132"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1011))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "0121" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011211"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011211" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "0132" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "0132"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "0121"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "0132"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "0121"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "0132" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "0132" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "0132"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "0132"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "0132"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011211" "011211"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011211" "011211"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011211" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "0132" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "0132"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "0121"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011211"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "011211"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011211" "0132"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "0121" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "0121" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "0121" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "0121" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "0121"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "0121" "0121"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "0121" "0121"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "0121" "0121"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "0121" "0121"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011212"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "0121" "0121"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "0121" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "0121" "0121"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "0121" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "0121" "0121"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "0121" "0121"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "0121" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "0121" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "0121" "0121"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "0121"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "0121"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "0121"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "0121"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "0121" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "0132" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "0132" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "0132" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "0132"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "0132" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "011212"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011211"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011211" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "0132" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "0132" "0121"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "0121"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011211" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011211" "011211"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011212" "011212"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "0132" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "0132"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011212" "011212"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011212" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "0121"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "0132" "0121"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "0121" "0121"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "0121"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "0132"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "0121"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011212" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "0121"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "0121"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011212"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011212" "0121"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "0121" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011212" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "0132"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "0132" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "0132"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "0121" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "011212"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "011212"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "0121" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "0121" "0132"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "0132"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "0132"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "0132" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "0121" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011212" "011212"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "011211"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "0121" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "0121" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011211"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011211" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "011211"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011211" "011211"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011211" "011211"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011211" "011211"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011211" "011211"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011211" "011211"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011211" "011211"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011212"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011212"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "0132" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "011212"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "0132"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "0132" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011212" "011212"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011212" "011211"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011211" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011211" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011211" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011211" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011211" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "0132" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "0132" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "0121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "0121" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "0121" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011212" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011212" "011212"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011212" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011211" "011211"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "0121" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "0132" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "0121" "0132"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "0121" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "0121" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011211" "0121"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "0121" "0121"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "0132" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "0132" "011212"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "0132"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1015))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "0221"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "0121" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "01121"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01121" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "0132" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "0221"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "0221" "0221"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "0221" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "0222"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "0222" "0222"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "0221" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "0222" "0221"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "0222"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "0221" "0132"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "0221" "0222"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "0222" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "0222"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "0221"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "0222" "0222"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "0221" "0221"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "0222"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "0221" "0221"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "0222" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "0222"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "0121"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "0132"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "0222" "0222"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "0121"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "0222" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "0132" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "0132" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "0132"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "0221" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "0132"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "0132"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01121" "01121"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01121" "01121"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01121" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "0132" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "0132"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "0121"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "01121"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "01121"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01121" "0132"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "0121" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "0121" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "0121" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "0121" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "0121"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "0121" "0121"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "0121" "0121"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "0121" "0121"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "0222"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "0121" "0121"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "01121"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "0121" "0121"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "0121" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "0121" "0121"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "0121" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "0121" "0121"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "0121" "0121"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "0121" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "0121" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "0121" "0121"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "0121"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "0221" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "0121"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "0221"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "0221" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "0221" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "0222" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "0221" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "0221"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "0222"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "0121"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "0221" "0221"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "0222" "0121"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "0121" "0221"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "0222" "0222"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "0222" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "0221" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "0222"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "0221" "0222"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "0221" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "0222" "0222"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "0221" "0221"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "0221" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "0221"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "0221" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "0221" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "0222"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "0221"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "0132" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "0132" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "0222" "0222"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "0221"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "0132" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "0132"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "0132" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "01121"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "0221"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "01121"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "0132" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "0132" "0121"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "0121"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01121" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "0132" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "0132"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01121" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "0121"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "0132" "0121"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "0121" "0121"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "0121"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "0132"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "0121"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01121" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "0121"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "0121"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "0222" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "0222" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "0222" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "0222"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "01121"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01121" "0121"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "0121" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01121" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "0132"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "0132" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "0132"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "0121" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "01121"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "01121"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "0121" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "0121" "0132"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "0132"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "0132"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "0132" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "0121" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01121" "01121"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "01121"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "0121" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "0121" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "01121"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01121" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "01121"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01121" "01121"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01121" "01121"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01121" "01121"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01121" "01121"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01121" "01121"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01121" "01121"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01121"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "01121"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "0132" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "01121"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "0132"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "0132" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01121" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01121" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01121" "0222"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01121" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "0132" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "0132" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "0121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "0121" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "0121" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01121" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01121" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "0121" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "0132" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "0121" "0132"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "0121" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "0121" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01121" "0121"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "0121" "0121"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "0222" "0221"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "0222"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "0222"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "0222" "0222"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "0221" "0221"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "0221" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "0221" "0221"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "0221" "0222"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "0221" "0222"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "0222" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "0222" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "0221" "0222"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "0221" "0221"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "0221" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "0222" "0221"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "0221" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "0222"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "0222" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "0221" "0222"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "0221" "0222"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "0221" "0222"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "0222"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "0221" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "0221" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "0221"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "0221" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "0222" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "0221" "0221"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "0221" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "0221" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "0222" "0221"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "0221" "0221"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "0222" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "0221"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "0222" "0221"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "0221" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "0132" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "0132" "01121"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "0132"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1236))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "0121" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "01121"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01121" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "0132" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "0132"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03311" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03311" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03311" "0121"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03312" "0132"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "03311"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "0121"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03311" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "03312"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "03311"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "0132" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03311" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "0132" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03311" "03312"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "0132"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "03311"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "03311"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "03311"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03311" "03311"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "0132"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03312" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "0132"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01121" "01121"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01121" "01121"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01121" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "0132" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "0132"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "0121"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "01121"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "01121"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01121" "0132"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "0121" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "0121" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "0121" "03313"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "0121" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "0121"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "0121" "0121"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "0121" "0121"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "0121" "0121"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "0121" "0121"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "01121"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "0121" "0121"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "0121" "03313"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "0121" "0121"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "0121" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "0121" "0121"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "0121" "0121"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "0121" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "0121" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "0121" "0121"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "0121"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "0121"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03313" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03313" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "0121"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "0121"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "0121" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "03313"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "03311"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "03311"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "03313"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "03311"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "0132" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "0132" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03313" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03312" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03312" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03312" "03312"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03312" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03312" "03312"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "0132" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03312" "0132"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "0132" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "03313"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03312" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03312" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03312" "03312"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03312" "01121"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "01121"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "0132" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "0132" "0121"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "0121"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01121" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "0132" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "0132"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01121" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "0121"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "0132" "0121"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "0121" "0121"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "0121"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "0132"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "0121"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01121" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "0121"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "0121"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03312" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "01121"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01121" "0121"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "0121" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01121" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "0132"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "0132" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "0132"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "0121" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "01121"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "01121"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "0121" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "0121" "0132"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "0132"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "0132"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "0132" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "0121" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03311" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01121" "01121"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "01121"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "0121" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "0121" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "01121"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01121" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "01121"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01121" "01121"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01121" "01121"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01121" "01121"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01121" "01121"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01121" "01121"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01121" "01121"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01121"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "01121"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "0132" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "01121"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "0132"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "0132" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01121" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01121" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01121" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01121" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "0132" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "0132" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "0121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "0121" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "0121" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01121" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01121" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "0121" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "0132" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "0121" "0132"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "0121" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "0121" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01121" "0121"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "0121" "0121"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03313" "03313"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "03312"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03313" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03313" "03313"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03313" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03313" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03313" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "03313"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03312" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03313" "03312"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03311" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "03311"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03312" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03313" "03313"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03311" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03313" "03311"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03311" "03313"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03313" "03313"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03313" "03311"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03313" "03313"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03313" "03313"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "03313"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03313" "03313"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03313" "03311"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03311" "03311"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03311" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03311" "03311"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03313" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "03311"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03311" "03311"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03311" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "03312"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "03312"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03311" "03313"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03313" "03311"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03311" "03312"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03313" "03312"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03311" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03311" "03313"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03313" "03311"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03313" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03311" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "0132" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "0132" "01121"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "0132"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1471))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "0121" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "01121"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01121" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "0132" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01314"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "0132"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "0331" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "0331" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "0331" "0121"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01312"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "0331" "0132"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "0331"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "0121"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "0331" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "0331"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "0331"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "0132" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "0331" "01312"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "0132" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "0132"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "0331"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01312" "01312"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "0331"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "0132"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "0331" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "0132"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01121" "01121"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01121" "01121"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01121" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01314" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "0132" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "0132"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "0121"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "01314"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "01121"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "01121"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01121" "0132"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "0121" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "0121" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01314" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "01314"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "0121" "0331"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "0121" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "0121"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "0121" "0121"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "0121" "0121"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "0121" "0121"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "0121" "0121"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "01121"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "0121" "0121"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "0121" "0331"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "0121" "0121"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "0121" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "0121" "0121"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "0121" "0121"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "0121" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "0121" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "0121" "0121"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "0121"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "0121"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "0331" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "0331" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "0121"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "0121"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "0121" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "0331"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "0331"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "01313"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "0331"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "0331"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01313"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "0331"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01313"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01313" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "0132" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01313" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01313" "01313"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "0132" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "01313"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01313" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01314" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01314" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01314"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "0331" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "0331" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "0331" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "0331" "0331"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "0331" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "0331" "0331"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "0132" "01312"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "0331" "0132"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "0132" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "01314"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "0331"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "01314"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "0331" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01312" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "01312"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "0331" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "0331" "0331"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "0331" "01121"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "01121"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01314" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "0132"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "0132" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "0132" "0121"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "0121"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01121" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "0132" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01313" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "0132"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "0132" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01313" "0132"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "0132"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "0132" "0132"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "0132" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "01313"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01121" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "0121"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01314" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "0132" "0121"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "0121" "0121"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "0121"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "0132"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "0121"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01121" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "0121"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "0121"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "0331" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01311"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "01121"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01121" "0121"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "0121" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01312" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "01311"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01314" "01312"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01311" "01312"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01314" "01311"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01121" "01314"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01314" "0132"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "0132" "01311"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "0132"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "01311"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01311" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01312" "01311"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01312" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01311" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "0121" "01312"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01311" "01121"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "01121"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01311" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "0121" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "0121" "0132"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "01311"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01312" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "0132"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01311" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01312" "0132"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "0132" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01311" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "0121" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "0331" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01311" "01311"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01312" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "01312"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "01311"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "01312"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01312" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "0132"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "01312"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01314" "01314"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01121" "01121"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "01121"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "0121" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "0121" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "01121"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01121" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "01121"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01121" "01121"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01121" "01121"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01121" "01121"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01121" "01121"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01121" "01121"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01121" "01121"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01121"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "01121"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "0132" "01312"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "01121"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "0132"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "0132" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01312" "01312"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01121" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "01312"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "01314"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01121" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01121" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01121" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01314" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "0132" "0132"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "0132" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "0121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "01312"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "0132" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "0121" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "0121" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01121" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01121" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "0121" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "0132" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "0121" "0132"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "0121" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "0121" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01121" "0121"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "0121" "0121"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "0331" "0331"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "0331"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "0331" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "0331" "0331"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "0331" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "0331" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "0331" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "0331"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "0331" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "0331" "0331"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "0331" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "0331"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "0331" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "0331" "0331"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "0331" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "0331" "0331"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "0331" "0331"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "0331" "0331"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "0331" "0331"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "0331" "0331"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "0331" "0331"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "0331"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "0331" "0331"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "0331" "0331"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "0331" "0331"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "0331" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "0331" "0331"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "0331" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "0331"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "0331" "0331"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "0331" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "0331"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "0331"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "0331" "0331"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "0331" "0331"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "0331" "0331"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "0331" "0331"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "0331" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "0331" "0331"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "0331" "0331"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "0331" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "0331" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "01311"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01311" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01311" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01311" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "01311"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "0132" "0132"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "0132" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "0132" "01121"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "0132"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "01311"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1491))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "0121" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "01121"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01121" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "013" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "013"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01232" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "013"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01232" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "0331" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "0331" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "0331" "0121"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "013"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "0331" "013"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "0331"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "0121"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "0331" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "0331"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "0331"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "013" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "0331" "013"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "013" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "013"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "0331"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01232"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "013" "013"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01231" "0331"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "013"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "0331" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01234" "013"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01234" "01234"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01234" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01121" "01121"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01121" "01121"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01121" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "013" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "013" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "013"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "0121"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "013"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "01121"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "01121"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01121" "013"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "0121" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "0121" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "013" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "013"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "0121" "0331"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "0121" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "0121"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "0121" "0121"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "0121" "0121"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "0121" "0121"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "0121" "0121"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "01121"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "0121" "0121"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "0121" "0331"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "0121" "0121"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "0121" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "0121" "0121"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "0121" "0121"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "0121" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "0121" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "0121" "0121"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "0121"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "0121"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "0331" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "0331" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "0121"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "0121"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "0121" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "0331"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "0331"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "013"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "013" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "0331"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "0331"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "013"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "0331"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "013"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "013" "013"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "013" "013"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "013" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "013" "01234"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01231" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "013" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "013" "013"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "01234"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "013" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "013"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "013" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "013" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "013" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "013"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01232" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "0331" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "0331" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "0331" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "0331" "0331"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "0331" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "0331" "0331"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "013" "013"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01232" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "0331" "013"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "013" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "013"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "0331"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01232" "013"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "0331" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "013" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "013"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "0331" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "0331" "0331"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "0331" "01121"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "01121"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "013" "0121"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "0121"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01121" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "013" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "013" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "013"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "013" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "013"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "013" "013"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "013" "013"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "013" "013"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "013" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "013" "013"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "013" "013"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "013" "01231"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "013" "013"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "013" "013"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01231" "013"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "01231"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "013" "013"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "013" "01231"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01231" "013"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01231" "01231"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01121" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "0121"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "013" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "013" "0121"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "0121" "0121"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "0121"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "013"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01232" "0121"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01232" "01234"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01121" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "0121"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01231" "0121"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "01232"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "0331" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "013"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "01121"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01121" "0121"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "0121" "01232"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "013" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "013"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "013" "013"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "013" "013"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "013" "013"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "013" "013"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "013"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01121" "013"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "013"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "013"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "013" "013"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "013"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "013" "013"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "013"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "013"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01232" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "013" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "013" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "013" "013"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "013" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "013" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "0121" "013"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "013" "01121"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "01121"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "013" "01233"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01233" "013"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01233" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01233" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "0121" "01233"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "0121" "013"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01233" "013"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "013" "01233"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01232" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "013"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01231" "013"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "013" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "013" "013"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "013" "013"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "013" "013"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "013" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "01232"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "013" "01232"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01232" "013"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01233" "01233"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01233" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "0121" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "0331" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "013"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "013" "013"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "013" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "013"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01232" "01232"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "01232"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01232" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01232" "013"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "013"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "013" "01232"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01231" "013"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "013"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01232" "01233"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "013" "013"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01233" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01121" "01121"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "01121"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01232" "01232"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "0121" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "0121" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "01121"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01121" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "01121"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01121" "01121"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01121" "01121"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01121" "01121"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01121" "01121"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01121" "01121"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01121" "01121"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01121"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "01121"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "013" "013"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "01121"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "013"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "013" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "013" "013"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "01232"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01121" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01121" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01121" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01232"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01121" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "013" "013"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "013" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "0121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "0121" "01232"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "0121" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01121" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01121" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "0121" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "013" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01231"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "0121" "01231"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "0121" "013"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "0121" "01234"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01231" "0121"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "0121" "01232"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01121" "0121"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "0121" "0121"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "0331" "0331"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "0331"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "0331" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "0331" "0331"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "0331" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "0331" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "0331" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01232"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "0331"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "0331" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "0331" "0331"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "0331" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "0331"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "0331" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "0331" "0331"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "0331" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "0331" "0331"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "0331" "0331"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "0331" "0331"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "0331" "0331"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "0331" "0331"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "0331" "0331"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "0331"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "0331" "0331"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "0331" "0331"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "0331" "0331"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "0331" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "0331" "0331"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "0331" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "0331"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "0331" "0331"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "0331" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "0331"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "0331"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "0331" "0331"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "0331" "0331"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "0331" "0331"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "0331" "0331"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "0331" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "0331" "0331"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "0331" "0331"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "0331" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "0331" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01233" "013"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "013" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "013"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "013"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "013"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "013"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01231" "013"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01233" "01233"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "013" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "013" "01121"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01231" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "013"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01234" "01232"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01232" "01232"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "013"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1642))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "0121" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "01121"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01121" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "013" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "013"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "0123" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "013"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "0123" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "0331" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "0331" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "0331" "0121"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "013"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "0331" "013"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "0331"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "0121"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "0331" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "0331"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "0331"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "013" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "0331" "013"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "013" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "013"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "0331"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "0123"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "013" "013"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "0123" "0331"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "013"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "0331" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "0123" "013"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "0123" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01121" "01121"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01121" "01121"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01121" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "013" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "013" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "013"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "0121"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "013"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "01121"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "01121"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01121" "013"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "0121" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "0121" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "013" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "013"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "0121" "0331"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "0121" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "0121"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "0121" "0121"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "0121" "0121"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "0121" "0121"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "0121" "0121"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "01121"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "0121" "0121"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "0121" "0331"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "0121" "0121"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "0121" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "0121" "0121"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "0121" "0121"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "0121" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "0121" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "0121" "0121"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "0121"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "0121"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "0331" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "0331" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "0121"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "0121"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "0121" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "0331"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "0331"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "013"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "013" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "0331"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "0331"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "013"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "0331"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "013"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "013" "013"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "013" "013"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "013" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "013" "0123"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "0123" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "013" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "013" "013"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "0123"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "013" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "013"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "013" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "013" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "013" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "013"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "0123" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "0331" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "0331" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "0331" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "0331" "0331"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "0331" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "0331" "0331"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "013" "013"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "0123" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "0331" "013"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "013" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "013"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "0331"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "0123" "013"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "0331" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "013" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "013"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "0331" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "0331" "0331"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "0331" "01121"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "01121"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "013" "0121"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "0121"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01121" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "013" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "0123"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "013" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "013"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "013" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "013"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "013" "013"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "013" "013"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "013" "013"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "013" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "013" "013"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "013" "013"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "013" "0123"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "013" "013"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "013" "013"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "0123" "013"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "0123"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "013" "013"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "013" "0123"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "0123" "013"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01121" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "0121"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "013" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "013" "0121"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "0121" "0121"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "0121"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "013"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "0123" "0121"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "0123" "0123"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01121" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "0121"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "0123" "0121"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "0123"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "0331" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "013"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "01121"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01121" "0121"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "0121" "0123"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "013" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "013"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "013" "013"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "013" "013"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "013" "013"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "013" "013"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "013"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01121" "013"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "013"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "013"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "013" "013"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "013"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "013" "013"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "013"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "013"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "0123" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "013" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "013" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "013" "013"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "013" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "013" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "0121" "013"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "013" "01121"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "0123" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "0123"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "01121"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "013" "0123"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "0123" "013"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "0123" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "0123" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "0121" "0123"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "0121" "013"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "0123" "013"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "013" "0123"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "0123" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "013"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "0123" "013"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "013" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "013" "013"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "013" "013"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "013" "013"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "013" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "0123"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "013" "0123"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "0123" "013"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "0123" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "0121" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "0123" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "0331" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "013"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "013" "013"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "013" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "013"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "0123"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "0123" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "0123" "013"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "013"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "013" "0123"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "0123" "013"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "013"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "013" "013"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "0123" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01121" "01121"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "01121"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "0123" "0123"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "0121" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "0121" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "01121"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01121" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "01121"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01121" "01121"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01121" "01121"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01121" "01121"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01121" "01121"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01121" "01121"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01121" "01121"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01121"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "01121"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "013" "013"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "01121"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "013"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "013" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "013" "013"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "0123"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01121" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01121" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01121" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "0123"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01121" "0123"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "013" "013"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "013" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "0121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "0121" "0123"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "0121" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01121" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01121" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "0121" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "013" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "0123"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "0121" "013"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01121" "0121"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "0121" "0121"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "0331" "0331"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "0331"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "0331" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "0331" "0331"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "0331" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "0331" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "0331" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "0123"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "0331"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "0331" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "0331" "0331"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "0331" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "0331"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "0331" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "0331" "0331"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "0331" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "0331" "0331"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "0331" "0331"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "0331" "0331"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "0331" "0331"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "0331" "0331"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "0331" "0331"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "0331"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "0331" "0331"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "0331" "0331"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "0331" "0331"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "0331" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "0331" "0331"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "0331" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "0331"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "0331" "0331"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "0331" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "0331"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "0331"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "0331" "0331"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "0331" "0331"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "0331" "0331"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "0331" "0331"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "0331" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "0331" "0331"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "0331" "0331"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "0331" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "0331" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "0123" "013"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "013" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "013"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "013"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "013"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "013"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "0123" "013"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "0123" "0123"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "013" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "013" "01121"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "0123" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "013"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "0123" "0123"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "0123" "0123"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "013"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1745))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "0121" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "01121"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01121" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "013" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "013"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "0123" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "013"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "0123" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "0331" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "0331" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "0331" "0121"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "013"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "0331" "013"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "0331"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "0121"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "0331" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "0331"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "0331"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "013" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "0331" "013"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "013" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01114" "013"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "0331"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "0123"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "013" "013"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "0123" "0331"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "013"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "0331" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "0123" "013"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "0123" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01121" "01121"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01121" "01121"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01114" "01112"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01121" "01112"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "01112"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01112" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01112" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "013" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "013" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "013"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "0121"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01112" "01112"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "01112"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "013"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "01112"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01112" "01112"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01112" "01112"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01112" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "01121"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01112" "01121"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01121" "013"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01112" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "0121" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "0121" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "013" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "013"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "01112"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "0121" "0331"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "0121" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "0121"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "0121" "0121"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "0121" "0121"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "0121" "0121"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "0121" "0121"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "01121"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "0121" "0121"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "0121" "0331"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "0121" "0121"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "0121" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "0121" "0121"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "0121" "0121"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "0121" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "0121" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "0121" "0121"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "0121"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "0121"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01112"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "0331" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "0331" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "0121"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "0121"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "0121" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "0331"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "0331"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "013"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "013" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "0331"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "0331"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "013"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01113" "0331"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "013"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "013" "013"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "013" "013"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "013" "01113"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "013" "0123"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "0123" "01113"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "013" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "013" "013"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "0123"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "013" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "013"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01113" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "013" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "013" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "013" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "013"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "0123" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "0331" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "0331" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "0331" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "0331" "0331"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "0331" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "0331" "0331"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "013" "013"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "0123" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01114" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "0331" "013"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "013" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "013"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01114" "0331"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "0123" "013"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "0331" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "013" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "013"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "0331" "01114"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01114"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "0331" "0331"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "0331" "01121"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01111"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "01121"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01121" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "013" "0121"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "0121"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01121" "01112"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01121" "01121"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "013" "01112"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01112" "01112"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01112"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01113" "0123"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "013" "01113"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01113" "013"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01113" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "013" "01113"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01113" "01113"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01113" "013"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "013" "013"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "013" "013"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "013" "013"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "013" "01113"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "013" "013"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "013" "013"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "013" "0123"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "013" "013"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "013" "013"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "0123" "013"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01113" "0123"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "013" "013"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "013" "0123"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "0123" "013"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01121" "01121"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01121" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "0121"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "013" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "013" "0121"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "0121" "0121"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "0121"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "013"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "0123" "0121"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "0123" "0123"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01121" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01113"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01113" "0121"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "0123" "0121"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01113" "0123"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "0331" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "013"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "01121"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01121" "0121"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "0121" "0123"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "013" "01111"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "013"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "013" "013"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "013" "013"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "013" "013"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01112" "01111"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01113" "01114"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01114" "01111"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01114" "01112"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "013" "013"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01111" "013"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01121" "013"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01112" "013"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01111" "013"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "013" "013"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01111" "013"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "013" "013"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01111" "013"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01111" "013"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "0123" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "013" "01112"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "013" "01114"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "013" "013"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "013" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "013" "01112"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "0121" "013"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "013" "01121"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "0123" "01114"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01111" "0123"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01111" "01121"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "013" "0123"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "0123" "013"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01112" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "0123" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "0123" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "0121" "0123"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "0121" "013"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "0123" "013"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "013" "0123"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "0123" "01111"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01114" "013"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "0123" "013"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "013" "01111"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "013" "013"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "013" "013"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "013" "013"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "013" "01111"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01111" "0123"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "013" "0123"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "0123" "013"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "0123" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "0121" "01113"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "0123" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "0331" "01111"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01111" "013"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "013" "013"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "013" "01112"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01112" "013"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "01114"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "0123"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "0123" "01114"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "0123" "013"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01111" "013"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "013" "0123"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "0123" "013"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01114" "01113"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01114" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01114" "013"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "013" "013"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01114" "01114"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "01112"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "0123" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "01112"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01121" "01121"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "01111"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01112" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01112" "01121"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01112" "01112"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01112" "01112"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "0123" "0123"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "0121" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "0121" "01112"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "01121"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01121" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01112" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01114" "01121"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01121" "01121"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01121" "01121"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01112" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01121" "01121"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01121" "01121"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01121" "01121"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01121" "01121"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01121"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "01121"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "013" "013"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01114" "01121"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "013"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "013" "01114"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "013" "013"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01114" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01121" "01121"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "0123"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01121" "01112"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01112" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01121" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01121" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01111"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01112" "01112"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "0123"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01121" "0123"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01112" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "013" "013"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "013" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "0121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "01114"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01112" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "01113"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01113" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01114" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "0121" "0123"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "0121" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01121" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01121" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01112" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01121" "01121"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "01112"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "0121" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "013" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "0123"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "0121" "013"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01121" "0121"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "0121" "0121"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "0331" "0331"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "0331"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "0331" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "0331" "0331"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "0331" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01112" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "0331" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "0331" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "0123"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "0331"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "0331" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "0331" "0331"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "0331" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "0331"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "0331" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "0331" "0331"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "0331" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "0331" "0331"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "0331" "0331"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "0331" "0331"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "0331" "0331"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "0331" "0331"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "0331" "0331"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "0331"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "0331" "0331"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "0331" "0331"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "0331" "0331"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "0331" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "0331" "0331"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "0331" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "0331"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "0331" "0331"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "0331" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "0331"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "0331"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "0331" "0331"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "0331" "0331"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "0331" "0331"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "0331" "0331"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "0331" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "0331" "0331"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "0331" "0331"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "0331" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "0331" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "0123" "013"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "013" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01111" "013"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01113" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01111" "013"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01111" "013"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01113" "013"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "0123" "013"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "0123" "0123"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "013" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "013" "01121"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "0123" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01113" "01111"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01113" "01113"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01113" "013"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "0123" "0123"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "0123" "0123"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "013"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1808))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "0121" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011" "011221"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "013" "011221"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "013"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011221"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "0123" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "013"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "0123" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "0331" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "0331" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "0331" "0121"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "013"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "0331" "013"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "0331"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "0121"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "0331" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "0331"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "0331"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "013" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "0331" "013"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "013" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "011" "013"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "0331"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "0123"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "013" "013"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "0123" "0331"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "013"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "0331" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "0123" "013"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "0123" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011" "011"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011" "011"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "011" "011"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011" "011"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "011"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "011" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "011" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "013" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "013" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "013"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "0121"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "011" "011"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "011"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "013"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "011"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "011" "011"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "011" "011"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "011" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "011" "011"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011" "013"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "011" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "0121" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "0121" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "013" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "013"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "011"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "0121" "0331"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "0121" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "0121"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "0121" "0121"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "0121" "0121"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "0121" "0121"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "0121" "0121"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "0121" "0121"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "0121" "0331"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "0121" "0121"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "0121" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "0121" "0121"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "0121" "0121"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "0121" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "0121" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "0121" "0121"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011221" "011221"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011221" "011221"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011221" "011221"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011221" "0121"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "0121"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "011"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "0331" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "0331" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "0121"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "0121"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "0121" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "0331"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "0331"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "013"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "013" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "0331"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "0331"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "013"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "011" "0331"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "013"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "013" "013"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "013" "013"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "013" "011"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "013" "0123"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "0123" "011"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "013" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "013" "013"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "0123"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "013" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "013"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "011" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "013" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "013" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "013" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "013"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "0123" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "0331" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "0331" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "0331" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "0331" "0331"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "0331" "011222"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "0331" "0331"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "013" "013"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "0123" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "011" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "0331" "013"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "013" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "013"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "011" "0331"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "0123" "013"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "0331" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "013" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "013"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "0331" "011"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "011"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011221"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "0331" "0331"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "0331" "011"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "011"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011" "011"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011" "011"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "013" "0121"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "0121"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011" "011"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011" "011"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011" "011"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011" "011"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "013" "011"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "011" "011"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "011"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011" "011"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011" "011"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "011" "0123"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "011" "011"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "011" "011"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "011" "011"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "013" "011"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "011" "013"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "011" "011"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "011" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "013" "011"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "011" "011"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "011" "013"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "013" "013"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011" "011"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "013" "013"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011" "011"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011" "011"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "013" "013"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "013" "011"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "013" "013"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "013" "013"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "013" "0123"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "013" "013"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "013" "013"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "0123" "013"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "011" "0123"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "013" "013"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "013" "0123"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "0123" "013"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011" "011"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "0121"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "013" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "013" "0121"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "0121" "0121"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "0121"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "013"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "0123" "0121"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "0123" "0123"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011221"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "011"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "011" "0121"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "0123" "0121"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "011" "0123"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "0331" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "013"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011" "0121"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "0121" "0123"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "013" "011"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011221" "013"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "013" "013"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "013" "013"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "013" "013"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "011" "011"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "011" "011"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "011" "011"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "011" "011"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "011" "011"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "011" "011"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "011" "011"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "013" "013"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "011" "013"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011" "013"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "011" "013"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "011" "013"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "013" "013"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "011" "013"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "013" "013"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "011" "013"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "011" "013"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "0123" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "013" "011"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "013" "011"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "013" "013"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "013" "011221"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "013" "011"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "0121" "013"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "013" "011"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "0123" "011"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "011" "0123"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "011" "011"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011221" "011"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "013" "0123"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "0123" "013"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "011" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "0123" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "0123" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "0121" "0123"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "0121" "013"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "0123" "013"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "013" "0123"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "0123" "011"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "011" "013"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "0123" "013"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "013" "011"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "013" "013"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "013" "013"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "013" "013"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "013" "011"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "011" "0123"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "013" "0123"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "0123" "013"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "0123" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "0121" "011"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "0123" "011221"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "0331" "011"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "011" "013"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "013" "013"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "013" "011"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "011" "013"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "011" "011"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011221" "011"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011221" "011"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "0123"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "0123" "011"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "0123" "013"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "011" "013"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "011" "011"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "011" "011"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "013" "0123"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "0123" "013"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "011" "011"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "011" "011222"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "011" "013"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "013" "013"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "011" "011"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "011"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "0123" "011221"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011221" "011221"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011221" "011"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011" "011"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011221" "011"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011221" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "011" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "011" "011"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "011" "011"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "011" "011"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "0123" "0123"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "0121" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "0121" "011"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "011" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "011" "011"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011" "011"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011" "011"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "011" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011" "011"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011" "011"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011" "011"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011" "011"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011221" "011"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "013" "013"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "011" "011"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "013"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "013" "011"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "013" "013"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "011" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011221"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "011" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "0123"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "011" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "011"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "011" "011"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "0123"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011" "0123"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "013" "013"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "013" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "0121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "011"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "011"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "011"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "0121" "0123"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "0121" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011" "011221"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011221" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "011"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "0121" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "013" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "0123"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "0121" "013"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011" "0121"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "0121" "0121"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "0331" "0331"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "0331"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "0331" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "0331" "0331"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "0331" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "011" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "0331" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "0331" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "0123"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "0331"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "0331" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "0331" "0331"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "0331" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "0331"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "0331" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "0331" "0331"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "0331" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "0331" "0331"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "0331" "0331"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "0331" "0331"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "0331" "0331"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "0331" "0331"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "0331" "0331"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "0331"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "0331" "0331"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "0331" "0331"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "0331" "0331"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "0331" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "0331" "0331"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "0331" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "0331"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "0331" "0331"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "0331" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "0331"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "0331"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "0331" "0331"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "0331" "0331"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "0331" "0331"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "0331" "0331"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "0331" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "0331" "0331"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "0331" "0331"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "0331" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "0331" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "0123" "013"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "011" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "0123" "013"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "0123" "0123"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "0123" "011"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "011" "013"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "0123" "0123"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "0123" "0123"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011222" "011222"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011222" "011222"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011222" "013"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011222" "011222"
#> Trib2_CTX_250ng_1
#> "011222"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1890))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "0121" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011" "011"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "013" "011"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "013"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "0122" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "0122"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "0122" "0122"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "0123" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "0122" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "013"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "0122" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "0122" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "0122" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "0123" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "0331" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "0331" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "0331" "0121"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "013"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "0331" "013"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "0331"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "0121"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "0331" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "0331"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "0331"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "013" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "0331" "013"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "013" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "011" "013"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "0122" "0331"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "0123"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "013" "013"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "0123" "0331"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "013"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "0331" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "0123" "013"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "0123" "0123"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "0123" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011" "011"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011" "011"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "011" "011"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011" "011"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "0122" "011"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "011" "0122"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "011" "0122"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "013" "0122"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "013" "0122"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "0122" "013"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "0122" "0121"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "0122" "0122"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "011" "011"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "0122" "011"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "0122" "013"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "0122" "0122"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "0122" "011"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "011" "011"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "011" "011"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "0122" "0122"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "011" "0122"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "0122" "011"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "011" "011"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011" "013"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "011" "0122"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "0121" "0122"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "0121" "0122"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "0122" "0122"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "013" "0122"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "0122" "013"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "0122" "011"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "0122"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "0122" "0122"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "0122" "0122"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "0122" "0122"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "0121" "0331"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "0121" "0122"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "0121"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "0121" "0121"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "0121" "0121"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "0121" "0121"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "0122"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "0121" "0121"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "0122" "011"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "0121" "0121"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "0121" "0331"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "0121" "0121"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "0121" "0122"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "0122" "0122"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "0121" "0121"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "0121" "0121"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "0121" "0122"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "0121" "0122"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "0121" "0121"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011" "011"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011" "011"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011" "011"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011" "0121"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "0122" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "0121"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "011"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "0331" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "0331" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "0121"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "0121"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "0121" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "0122"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "0331"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "0331"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "013"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "013" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "0331"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "0331"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "013"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "011" "0331"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "013"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "013" "013"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "013" "013"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "013" "011"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "013" "0123"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "0123" "011"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "013" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "013" "013"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "0123"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "013" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "013"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "011" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "013" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "013" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "013" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "013"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "0123" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "0331" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "0331" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "0331" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "0331" "0331"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "0331" "011"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "0331" "0331"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "013" "013"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "0123" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "011" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "0331" "013"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "013" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "013"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "011" "0331"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "0123" "013"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "0331" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "013" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "013"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "0331" "011"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "011"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "0331" "0331"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "0331" "011"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "011"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "0122" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011" "011"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011" "011"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011" "0122"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "0122" "011"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011" "0122"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "0121" "0122"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "0122" "0122"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "0122" "013"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "013" "0122"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "013" "0121"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "0121"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011" "011"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011" "011"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011" "011"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011" "011"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "013" "011"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "011" "011"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "011"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "0122"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011" "011"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011" "011"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "011" "0123"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "011" "011"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "011" "011"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "011" "011"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "013" "011"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "011" "013"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "011" "011"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "011" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "013" "011"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "011" "011"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "011" "013"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "013" "013"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011" "011"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "013" "013"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011" "011"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011" "011"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "013" "013"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "013" "011"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "013" "013"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "013" "013"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "013" "0123"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "013" "013"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "013" "013"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "0123" "013"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "011" "0123"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "013" "013"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "013" "0123"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "0123" "013"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "0123" "0123"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011" "011"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "0121"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "013" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "013" "0121"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "0121" "0121"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "0121"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "013"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "0123" "0121"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "0123" "0123"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "011"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "011" "0121"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "0123" "0121"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "011" "0123"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "0331" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "013"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011" "0121"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "0121" "0123"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "013" "011"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011" "013"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "013" "013"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "013" "013"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "013" "013"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "011" "011"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "011" "011"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "011" "011"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "011" "011"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "011" "011"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "011" "011"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "011" "011"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "013" "013"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "011" "013"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011" "013"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "011" "013"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "011" "013"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "013" "013"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "011" "013"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "013" "013"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "011" "013"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "011" "013"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "0123" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "013" "011"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "013" "011"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "013" "013"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "013" "011"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "013" "011"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "0121" "013"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "013" "011"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "0123" "011"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "011" "0123"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "011" "011"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011" "011"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "013" "0123"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "0123" "013"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "011" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "0123" "0122"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "0123" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "0121" "0123"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "0121" "013"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "0123" "013"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "013" "0123"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "0123" "011"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "011" "013"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "0123" "013"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "013" "011"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "013" "013"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "013" "013"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "013" "013"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "013" "011"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "011" "0123"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "013" "0123"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "0123" "013"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "0123" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "0121" "011"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "0123" "011"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "0331" "011"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "011" "013"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "013" "013"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "013" "011"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "011" "013"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "011" "011"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011" "011"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011" "011"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "0122" "0123"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "0123" "011"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011" "011"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "0123" "013"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "011" "013"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "011" "011"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "011" "011"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "013" "0123"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "0123" "013"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "011" "011"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "011" "011"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "011" "013"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "0123" "0123"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "013" "013"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "011" "011"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "0122"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "0122" "011"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "0123" "011"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011" "011"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011" "011"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011" "011"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011" "011"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "011" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "011" "011"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "011" "011"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "011" "011"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "0122" "0122"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "0123" "0123"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "0121" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "0121" "011"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "0122" "011"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011" "0122"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "011" "0122"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "011" "011"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011" "011"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011" "011"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "011" "0122"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011" "011"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011" "011"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011" "011"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011" "011"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011" "011"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "013" "013"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "011" "011"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "013"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "013" "011"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "013" "013"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "011" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "0122" "011"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "011" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "0122" "0123"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "0122" "013"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "011" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011" "0122"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "011"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "011" "011"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "0123"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011" "0123"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "013" "013"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "013" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "0121" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "0122" "013"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "0122" "011"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "011" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "013" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "0122" "011"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "011"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "0122" "0122"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "0122" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "0121" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "0121" "0123"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "0121" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "0121"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "0122" "011"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "0122" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "0121" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "013" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "0123"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "0121" "013"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "0121" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "0121" "0121"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "0123" "0121"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "0121" "0123"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011" "0121"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "0121" "0121"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "0331" "0331"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "0331"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "0331" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "0331" "0331"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "0331" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "011" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "0331" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "0331" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "0123"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "0331"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "0331" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "0331" "0331"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "0331" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "0331"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "0331" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "0331" "0331"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "0331" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "0331" "0331"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "0331" "0331"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "0331" "0331"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "0331" "0331"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "0331" "0331"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "0331" "0331"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "0331"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "0331" "0331"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "0331" "0331"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "0331" "0331"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "0331" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "0331" "0331"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "0331" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "0331"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "0331" "0331"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "0331" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "0331"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "0331"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "0331" "0331"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "0331" "0331"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "0331" "0331"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "0331" "0331"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "0331" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "0331" "0331"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "0331" "0331"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "0331" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "0331" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "0123" "013"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "011" "0122"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "0123" "013"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "0123" "0123"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "0123" "011"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "011" "013"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "0123" "0123"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "0123" "0123"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011" "011"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011" "011"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011" "013"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011" "011"
#> Trib2_CTX_250ng_1
#> "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2535))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "012" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011" "011"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "013" "011"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "013"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "0332" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "0333"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "012" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "012"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "012" "012"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "012" "0332"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "0332" "0332"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "012" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "013"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "0332" "0332"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "012" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "012" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "0332" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "012" "0332"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "0332"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "0332" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "0332" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "012" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "0331" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "0331" "0333"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "0333"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "0331" "012"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "013"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "0331" "013"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "0331"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "012"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "0331" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "0331"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "0331"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "013" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "0331" "013"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "013" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "011" "013"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "012" "0331"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "012"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "013" "013"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "012" "0331"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "0331"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "0331" "0331"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "0332" "013"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "0331" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "012" "012"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "012" "012"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "012" "012"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "012" "013"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "012" "012"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "012" "012"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "012" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011" "011"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011" "011"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "011" "011"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011" "011"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "012" "011"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "011" "012"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "011" "012"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "013" "012"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "013" "012"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "012" "013"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "012" "012"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "012" "012"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "011" "011"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "012" "011"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "012" "013"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "012" "012"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "012" "011"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "011" "011"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "011" "011"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "012" "012"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "011" "012"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "012" "011"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "011" "011"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011" "013"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "011" "012"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "012" "012"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "012" "012"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "012" "012"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "013" "012"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "012" "013"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "012" "011"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "012"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "012" "012"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "012" "012"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "012" "012"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "012" "0331"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "012" "012"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "012"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "012" "012"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "012" "012"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "012" "012"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "0333" "012"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "012" "012"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "012" "011"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "012" "012"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "012" "0331"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "012" "012"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "012" "012"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "012" "012"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "012" "012"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "012" "012"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "012" "012"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "012" "012"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "012" "012"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011" "011"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011" "011"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011" "011"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011" "012"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "012" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "012"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "011"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "0332" "0333"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "0332" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "0333" "0333"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "0332" "0333"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "0331" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "0332" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "0333" "0332"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "0332"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "0333"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "0331" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "012"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "0333"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "012"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "012" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "0332"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "0333"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "0333"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "012"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "0333" "0331"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "0333"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "0331"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "0333" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "0333"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "0333"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "0333"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "0332" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "0332"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "0332"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "0333"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "0333"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "0333" "0332"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "0332"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "0332" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "0333" "0333"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "0332" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "0332"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "0332"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "0332" "0333"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "0332" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "013"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "0332" "0332"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "0332" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "013" "0332"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "0331"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "0331"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "013"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "0332"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "011" "0331"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "013"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "013" "013"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "013" "013"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "0332"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "0333" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "013" "011"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "013" "012"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "012" "011"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "013" "0332"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "013" "013"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "0333" "012"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "013" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "0333" "013"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "011" "0332"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "013" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "013" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "0333"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "0333" "0332"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "0333" "0333"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "013" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "013"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "012" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "0333"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "0331" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "0333"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "0332" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "0332"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "0331" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "0333" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "0331" "0333"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "0331" "0331"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "0331" "011"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "0331" "0331"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "013" "013"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "012" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "011" "0333"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "0331" "013"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "013" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "0333" "013"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "011" "0331"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "0333"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "012" "013"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "0331" "0333"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "013" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "0333" "013"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "0331" "011"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "0333"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "011"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "0332" "011"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "0331" "0331"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "0331" "011"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "011"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "012" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011" "011"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011" "011"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011" "012"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "012" "011"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "012" "012"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "012" "012"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "012" "012"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "012" "012"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011" "012"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "012" "013"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "013" "012"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "012" "012"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "012" "012"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "012" "012"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "012" "013"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "013" "012"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "013" "012"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "012"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011" "011"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011" "011"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011" "011"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011" "011"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "013" "011"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "011" "011"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "011"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "012"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011" "011"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011" "011"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "011" "012"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "011" "011"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "011" "011"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "011" "011"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "013" "011"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "011" "013"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "011" "011"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "011" "0332"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "013" "011"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "011" "011"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "011" "013"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "013" "013"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011" "011"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "013" "013"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011" "011"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011" "011"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "013" "013"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "013" "011"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "013" "013"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "013" "013"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "013" "012"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "013" "013"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "013" "013"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "012" "013"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "011" "012"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "012" "012"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "012" "012"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "013" "013"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "012" "012"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "012" "012"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "012" "012"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "013" "012"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "012" "013"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "012" "012"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "012" "012"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011" "011"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "012"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "013" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "013" "012"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "012" "012"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "012"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "013"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "012" "012"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "012" "012"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "011"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "011" "012"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "012" "012"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "011" "012"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "0331" "0332"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "0332"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "0333" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "013"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011" "012"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "012" "012"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "013" "011"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011" "013"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "013" "013"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "013" "013"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "013" "013"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "011" "011"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "011" "011"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "011" "011"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "011" "011"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "011" "011"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "011" "011"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "011" "011"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "013" "013"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "011" "013"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011" "013"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "011" "013"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "011" "013"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "013" "013"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "011" "013"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "013" "013"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "011" "013"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "011" "013"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "012" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "013" "011"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "013" "011"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "013" "013"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "013" "011"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "013" "011"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "012" "013"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "013" "011"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "012" "011"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "011" "012"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "011" "011"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011" "011"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "013" "012"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "012" "013"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "011" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "012" "012"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "012" "012"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "012" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "012" "012"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "012" "013"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "012" "013"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "013" "012"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "012" "011"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "011" "013"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "012" "013"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "013" "011"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "013" "013"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "013" "013"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "013" "013"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "013" "011"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "011" "012"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "012" "012"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "013" "012"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "012" "013"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "012" "012"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "012" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "012" "011"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "012" "011"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "0331" "011"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "011" "013"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "013" "013"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "013" "011"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "011" "013"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "011" "011"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011" "011"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011" "011"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "012" "012"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "012" "012"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "012" "011"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011" "011"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "012" "013"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "011" "013"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "011" "011"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "011" "011"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "013" "012"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "012" "013"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "011" "011"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "011" "011"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "011" "013"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "012" "012"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "013" "013"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "011" "011"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "012"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "012" "011"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "012" "011"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011" "011"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011" "011"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011" "011"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011" "011"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "011" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "011" "011"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "011" "011"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "011" "011"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "012" "012"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "012" "012"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "012" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "012" "011"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "012" "011"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011" "012"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "011" "012"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "011" "011"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011" "011"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011" "011"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "011" "012"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011" "011"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011" "011"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011" "011"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011" "011"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011" "011"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "013" "013"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "011" "011"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "013"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "013" "011"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "013" "013"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "011" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "012" "011"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "011" "012"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "012" "012"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "012" "013"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "012" "013"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "011" "012"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011" "012"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "011"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "011" "011"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "012"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "012"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "012" "013"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "012" "013"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "013" "013"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "012" "013"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "012" "011"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "012" "011"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "011"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "012" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "012"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "012" "011"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "012" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "012" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "013" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "012"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "012" "012"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "012" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "012" "012"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "012" "012"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "012" "012"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "012" "013"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "012" "012"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "012" "012"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "012" "012"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "012" "012"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "012" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "012" "012"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "012" "012"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "012" "012"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "012" "012"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "012" "012"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "012" "012"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "012" "012"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "012" "012"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "012" "012"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "012" "012"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011" "012"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "012" "012"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "0331" "0331"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "0332" "0331"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "0331" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "0331" "0331"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "0331" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "011" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "0331" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "0331" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "012"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "0331"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "0331" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "0331" "0331"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "0331" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "0331"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "0331" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "0331" "0331"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "0331" "0332"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "0331" "0331"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "0331" "0331"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "0331" "0331"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "0331" "0331"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "0331" "0331"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "0331" "0331"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "0331"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "0331" "0331"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "0331" "0331"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "0331" "0331"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "0331" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "0331" "0331"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "0331" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "0331"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "0331" "0331"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "0331" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "0331"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "0331"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "0331" "0331"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "0331" "0331"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "0331" "0331"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "0331" "0331"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "0331" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "0331" "0331"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "0331" "0331"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "0331" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "0331" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "012" "013"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "0332"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "0333"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "0332"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "0332"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "0332" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "0332"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "0332" "0332"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "0332" "0332"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "0332" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "0332"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "0332" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "0332"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "0332"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "0332"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "0332" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "011" "012"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "012" "013"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "012" "012"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "012" "011"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "011" "013"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "012" "012"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "012" "012"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011" "011"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011" "011"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011" "013"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011" "011"
#> Trib2_CTX_250ng_1
#> "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2677))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "012" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "011"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "011" "011"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "013" "011"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "013"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "011"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "033" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "033"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "012" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "012"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "012" "012"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "012" "033"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "033" "033"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "012" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "013"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "033" "033"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "012" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "012" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "033" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "012" "033"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "033"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "033" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "033" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "012" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "033" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "033" "033"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "033"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "033"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "033" "012"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "033"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "013"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "033" "013"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "033" "033"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "033"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "033" "033"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "012"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "033" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "033"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "033"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "033"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "013" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "033" "013"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "013" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "033" "033"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "011" "013"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "012" "033"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "012"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "013" "013"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "012" "033"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "033"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "033" "033"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "033" "013"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "033" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "012" "012"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "012" "012"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "012" "012"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "012" "013"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "012" "012"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "012" "012"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "012" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "011" "011"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "011" "011"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "011" "011"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "011" "011"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "012" "011"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "011" "012"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "011" "012"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "013" "012"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "013" "012"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "012" "013"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "012" "012"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "012" "012"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "011" "011"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "012" "011"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "012" "013"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "012" "012"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "012" "011"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "011" "011"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "011" "011"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "012" "012"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "011" "012"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "012" "011"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "011" "011"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "011" "013"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "011" "012"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "012" "012"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "012" "012"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "012" "012"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "013" "012"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "012" "013"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "012" "011"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "012"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "012" "012"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "012" "012"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "012" "012"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "012" "033"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "012" "012"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "012"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "012" "012"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "012" "012"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "012" "012"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "033" "012"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "012" "012"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "012" "011"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "012" "012"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "012" "033"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "012" "012"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "012" "012"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "012" "012"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "012" "012"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "012" "012"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "012" "012"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "012" "012"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "012" "012"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "011" "011"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "011" "011"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "011" "011"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "011" "012"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "012" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "012"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "011"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "033" "033"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "033" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "033" "033"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "033" "033"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "033" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "033" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "033" "033"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "033"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "033"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "033" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "012"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "033"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "012"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "012" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "033"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "033"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "033"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "012"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "033" "033"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "033"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "033"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "033" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "033"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "033"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "033" "033"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "033" "033"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "033" "033"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "033" "033"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "033" "033"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "033"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "033"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "033" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "033"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "033" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "033" "033"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "033"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "033"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "033"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "033" "033"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "033"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "033" "033"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "033" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "033" "033"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "033" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "033" "033"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "033" "033"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "033"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "033"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "033" "033"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "033" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "033" "033"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "033" "033"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "013"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "033" "033"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "033" "033"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "033" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "013" "033"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "033"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "033"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "013"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "033"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "011" "033"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "013"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "013" "013"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "013" "013"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "033"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "033" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "013" "011"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "013" "012"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "012" "011"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "013" "033"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "013" "013"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "033" "012"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "013" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "033" "013"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "011" "033"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "013" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "013" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "033"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "033" "033"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "033" "033"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "033" "033"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "013" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "013"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "012" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "033"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "033" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "033"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "033" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "033"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "033" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "033" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "033" "033"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "033" "033"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "033" "011"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "033" "033"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "013" "013"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "012" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "011" "033"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "033" "013"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "013" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "033" "013"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "011" "033"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "033"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "012" "013"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "033" "033"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "013" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "033" "013"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "033" "011"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "033"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "011"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "033" "011"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "033" "033"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "033" "011"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "011"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "012" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "011" "011"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "011" "011"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "011" "012"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "012" "011"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "012" "012"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "012" "012"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "012" "012"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "012" "012"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "011" "012"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "012" "013"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "013" "012"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "012" "012"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "012" "012"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "012" "012"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "012" "013"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "013" "012"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "013" "012"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "012"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "011" "011"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "011" "011"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "011" "011"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "011" "011"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "013" "011"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "011" "011"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "011"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "012"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "011" "011"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "011" "011"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "011" "012"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "011" "011"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "011" "011"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "011" "011"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "013" "011"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "011" "013"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "011" "011"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "011" "033"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "013" "011"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "011" "011"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "011" "013"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "013" "013"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "011" "011"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "013" "013"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "011" "011"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "011" "011"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "013" "013"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "013" "011"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "013" "013"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "013" "013"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "013" "012"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "013" "013"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "013" "013"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "012" "013"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "011" "012"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "012" "012"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "012" "012"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "013" "013"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "012" "012"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "012" "012"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "012" "012"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "013" "012"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "012" "013"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "012" "012"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "012" "012"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "011" "011"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "011" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "012"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "013" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "013" "012"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "012" "012"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "012"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "013"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "012" "012"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "012" "012"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "011" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "011"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "011"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "011" "012"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "012" "012"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "011" "012"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "033" "033"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "033"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "033" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "013"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "011"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "011" "012"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "012" "012"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "013" "011"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "011" "013"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "013" "013"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "013" "013"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "013" "013"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "011" "011"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "011" "011"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "011" "011"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "011" "011"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "011" "011"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "011" "011"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "011" "011"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "013" "013"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "011" "013"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "011" "013"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "011" "013"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "011" "013"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "013" "013"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "011" "013"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "013" "013"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "011" "013"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "011" "013"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "012" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "013" "011"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "013" "011"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "013" "013"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "013" "011"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "013" "011"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "012" "013"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "013" "011"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "012" "011"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "011" "012"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "011" "011"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "011" "011"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "013" "012"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "012" "013"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "011" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "012" "012"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "012" "012"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "012" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "012" "012"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "012" "013"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "012" "013"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "013" "012"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "012" "011"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "011" "013"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "012" "013"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "013" "011"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "013" "013"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "013" "013"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "013" "013"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "013" "011"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "011" "012"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "012" "012"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "013" "012"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "012" "013"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "012" "012"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "012" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "012" "011"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "012" "011"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "033" "011"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "011" "013"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "013" "013"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "013" "011"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "011" "013"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "011" "011"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "011" "011"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "011" "011"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "012" "012"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "012" "012"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "012" "011"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "011" "011"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "012" "013"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "011" "013"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "011" "011"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "011" "011"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "013" "012"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "012" "013"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "011" "011"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "011" "011"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "011" "013"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "012" "012"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "013" "013"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "011" "011"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "012"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "012" "011"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "012" "011"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "011" "011"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "011" "011"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "011" "011"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "011" "011"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "011" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "011" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "011" "011"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "011" "011"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "011" "011"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "012" "012"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "012" "012"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "012" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "012" "011"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "012" "011"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "011" "012"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "011" "012"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "011" "011"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "011" "011"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "011" "011"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "011" "012"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "011" "011"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "011" "011"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "011" "011"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "011" "011"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "011"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "011" "011"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "013" "013"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "011" "011"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "013"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "013" "011"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "013" "013"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "011" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "012" "011"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "011" "012"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "012" "012"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "011" "011"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "012" "013"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "012" "013"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "011" "012"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "011" "012"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "011" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "011"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "011" "011"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "012"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "012"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "012" "013"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "012" "013"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "013" "013"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "012" "013"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "012" "011"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "011" "012"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "013" "012"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "012" "011"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "011"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "012" "012"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "012" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "012"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "011" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "011" "011"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "012" "011"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "012" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "012" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "013" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "012"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "012" "012"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "012" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "012" "012"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "012" "012"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "012" "012"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "012" "013"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "012" "012"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "012" "012"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "012" "012"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "012" "012"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "012" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "012" "012"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "012" "012"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "012" "012"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "012" "012"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "012" "012"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "012" "012"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "012" "012"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "012" "012"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "012" "012"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "012" "012"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "011" "012"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "012" "012"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "033" "033"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "033" "033"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "033" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "033" "033"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "033" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "011" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "033" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "033" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "012"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "033"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "033" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "033" "033"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "033" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "033"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "033" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "033" "033"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "033" "033"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "033" "033"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "033" "033"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "033" "033"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "033" "033"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "033" "033"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "033" "033"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "033"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "033" "033"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "033" "033"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "033" "033"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "033" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "033" "033"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "033" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "033"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "033" "033"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "033" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "033"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "033"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "033" "033"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "033" "033"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "033" "033"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "033" "033"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "033" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "033" "033"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "033" "033"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "033" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "033" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "012" "013"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "033"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "033"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "033"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "033"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "033" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "033"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "033" "033"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "033" "033"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "033" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "033"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "033" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "033"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "033"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "033"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "033" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "011" "012"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "011" "013"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "012" "013"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "013" "013"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "012" "012"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "013" "011"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "012" "011"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "011" "011"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "011" "013"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "012" "012"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "012" "012"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "011" "011"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "011" "011"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "011" "013"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "011" "011"
#> Trib2_CTX_250ng_1
#> "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2718))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "01"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01" "01"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01" "01"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "01"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "033" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "033"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "0231" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "01"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01" "01"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01" "033"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "033" "033"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "01"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "033" "033"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "033" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01" "033"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "033"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "033" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "033" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "033" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "033" "033"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "033"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "033"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "033" "01"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "033"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "033" "01"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "033" "033"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "033"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "033" "033"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "01"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "033" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "033"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "033"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "033"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "033" "01"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "033" "033"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01" "01"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01" "033"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01" "01"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01" "033"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "033"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "033" "033"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "033" "01"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "033" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01" "01"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01" "01"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01" "01"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01" "01"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01" "01"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01" "01"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01" "0232"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01" "01"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01" "01"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01" "01"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01" "01"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01" "01"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01" "01"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01" "01"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01" "01"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01" "01"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01" "01"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01" "01"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01" "01"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01" "01"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01" "01"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01" "01"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01" "01"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01" "01"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01" "01"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01" "01"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01" "01"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01" "01"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01" "01"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01" "01"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01" "01"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01" "01"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01" "01"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01" "01"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01" "01"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01" "01"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01" "01"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01" "01"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "01"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01" "01"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01" "01"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01" "01"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01" "033"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "0231" "0232"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01" "01"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "0232" "01"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01" "01"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01" "01"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01" "01"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "0232" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "033" "01"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01" "01"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01" "01"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "0232" "0232"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01" "01"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01" "033"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01" "01"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01" "01"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01" "01"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01" "01"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01" "01"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01" "01"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01" "01"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01" "01"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "01" "01"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "01" "01"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "01" "01"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "01" "01"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01" "0232"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "0232"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "033" "033"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "033" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "033" "033"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "033" "033"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "033" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "033" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "033" "033"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "033"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "033"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "033" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "033"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "01"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "033"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "033"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "033"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "01"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "033" "033"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "033"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "033"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "033" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "033"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "033"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "033" "033"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "033" "033"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "033" "033"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "033" "033"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "033" "033"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "033"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "033"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "033" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "033"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "033" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "033" "033"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "033"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "033"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "033"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "033" "033"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "033"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "033" "033"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "033" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "033" "033"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "033" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "033" "033"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "033" "033"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "033"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "033"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "033" "033"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "033" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "033" "033"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "033" "033"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "01"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "033" "033"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "033" "033"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "033" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01" "033"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "033"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "033"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "033"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01" "033"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "0231" "01"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01" "01"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01" "01"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "0231" "033"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "033" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01" "01"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01" "01"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01" "01"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01" "033"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01" "01"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "033" "01"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "033" "01"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01" "033"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "033"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "033" "033"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "033" "033"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "033" "033"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "033"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "033" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "033"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "0232" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "033" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "033"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "033" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "033" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "033" "033"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "033" "033"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "033" "01"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "033" "033"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01" "01"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01" "033"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "033" "01"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "033" "01"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01" "033"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "033"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01" "01"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "033" "033"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "033" "01"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "033" "01"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "033"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "033" "01"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "033" "033"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "033" "01"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01" "01"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01" "01"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01" "01"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01" "01"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01" "01"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01" "01"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01" "01"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01" "01"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01" "01"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01" "01"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01" "01"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01" "01"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01" "01"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01" "01"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01" "01"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01" "01"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01" "01"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "0231" "01"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01" "01"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01" "01"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01" "01"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01" "01"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01" "01"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01" "01"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "0232" "01"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "0232" "01"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01" "01"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01" "01"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01" "01"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01" "01"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01" "01"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01" "01"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01" "01"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01" "01"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01" "01"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01" "033"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01" "01"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01" "01"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01" "01"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01" "01"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01" "01"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01" "01"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01" "01"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01" "01"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01" "01"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01" "01"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01" "01"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01" "01"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01" "01"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01" "01"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01" "01"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01" "01"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01" "01"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01" "01"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01" "01"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01" "01"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01" "01"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01" "01"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01" "01"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01" "01"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01" "01"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01" "01"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01" "01"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01" "01"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01" "0232"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "0232" "01"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01" "01"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01" "01"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01" "01"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01" "01"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01" "01"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01" "01"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01" "01"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "033" "033"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "033"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "033" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "01"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01" "01"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01" "01"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01" "01"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "01" "01"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01" "01"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01" "01"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01" "01"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01" "01"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01" "01"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01" "01"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01" "01"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01" "01"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01" "01"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01" "01"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01" "01"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01" "01"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01" "01"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01" "01"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01" "01"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01" "01"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01" "01"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01" "01"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01" "01"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01" "01"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01" "01"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01" "01"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01" "01"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01" "01"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01" "01"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01" "01"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01" "01"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01" "01"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01" "01"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01" "01"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "01" "01"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01" "01"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01" "01"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01" "0231"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01" "01"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01" "01"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01" "0231"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01" "01"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01" "01"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01" "01"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01" "01"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01" "01"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01" "01"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01" "01"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01" "01"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01" "01"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01" "01"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01" "01"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01" "01"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01" "01"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01" "01"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01" "01"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01" "01"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01" "01"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01" "0232"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01" "01"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01" "01"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "033" "01"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01" "01"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01" "01"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01" "01"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01" "01"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01" "01"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "01" "01"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "01" "01"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01" "01"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01" "01"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01" "01"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "01" "01"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01" "01"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01" "01"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01" "01"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01" "01"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01" "01"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01" "01"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01" "01"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01" "01"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01" "01"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01" "01"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01" "01"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01" "01"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "0232" "0232"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "0232" "01"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01" "01"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01" "01"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "01" "01"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "01" "01"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01" "01"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "01" "01"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "01" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01" "01"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01" "01"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01" "01"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01" "01"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01" "01"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "0232" "0231"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01" "0232"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01" "01"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01" "01"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01" "01"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01" "01"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01" "01"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01" "01"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01" "01"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01" "01"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01" "01"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01" "01"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01" "01"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01" "01"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "01" "01"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01" "01"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01" "01"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01" "01"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01" "01"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01" "01"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "01"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "0232" "01"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01" "0231"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "0232" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "0232" "01"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "01" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01" "0232"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01" "01"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01" "0232"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01" "01"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01" "01"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01" "01"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01" "01"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01" "01"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01" "01"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01" "01"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01" "01"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01" "0232"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01" "01"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01" "01"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01" "01"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01" "01"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01" "01"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01" "01"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01" "01"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01" "01"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01" "01"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01" "01"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01" "01"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01" "01"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "033" "033"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "033" "033"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "033" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "033" "033"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "033" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "033" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "033" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "033"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "033" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "033" "033"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "033" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "033"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "033" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "033" "033"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "033" "033"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "033" "033"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "033" "033"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "033" "033"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "033" "033"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "033" "033"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "033" "033"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "033"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "033" "033"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "033" "033"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "033" "033"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "033" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "033" "033"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "033" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "033"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "033" "033"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "033" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "033"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "033"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "033" "033"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "033" "033"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "033" "033"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "033" "033"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "033" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "033" "033"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "033" "033"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "033" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "033" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01" "01"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "033"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "033"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "033"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "033"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "033" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "033"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "033" "033"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "033" "033"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "033" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "033"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "033" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "033"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "033"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "033"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "033" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "0231"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "0231" "0231"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "0231" "0231"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "0231" "0231"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01" "01"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "01" "01"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "01" "01"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "01" "01"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "01" "01"
#> Trib2_CTX_250ng_1
#> "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2757))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "0322" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01" "0322"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "0322" "01"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01" "01"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01" "01"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "031" "01"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "0322" "01"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "0322" "0322"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "033" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "033"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "023" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "01"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01" "01"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01" "033"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "033" "033"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "01"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "033" "033"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "033" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01" "033"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "033"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "033" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "033" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01" "031"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "031"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "033" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "033" "033"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "031" "033"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "031" "0321"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "0321" "033"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "033" "01"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "0321" "033"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "0324" "01"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "033" "01"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "0323" "0321"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "033" "033"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "031" "033"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "0321" "031"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "033" "033"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "0321" "01"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "033" "031"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "033"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "0323" "033"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "0321" "033"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "031" "0324"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "0321" "0324"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01" "0321"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "0321" "0321"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "031" "0321"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "033" "01"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "0322" "0322"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "0322" "031"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01" "0323"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "033" "033"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01" "01"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01" "033"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01" "01"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01" "033"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "0321" "033"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "033" "033"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "033" "01"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "033" "031"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01" "01"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01" "01"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01" "01"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01" "01"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01" "01"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01" "01"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01" "023"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01" "01"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01" "01"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01" "01"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01" "01"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01" "01"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01" "01"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01" "01"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01" "01"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01" "01"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01" "01"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01" "01"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01" "01"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01" "01"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01" "01"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01" "01"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01" "01"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01" "01"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01" "01"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01" "01"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01" "01"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01" "01"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01" "01"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01" "01"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01" "01"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01" "01"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01" "01"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01" "01"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01" "01"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01" "01"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01" "01"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01" "01"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "0323" "01"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01" "01"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01" "01"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01" "01"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01" "033"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "023" "023"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01" "01"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "023" "01"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01" "01"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01" "01"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01" "01"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "023" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "033" "01"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01" "01"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01" "01"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "023" "023"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01" "01"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01" "033"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01" "01"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01" "01"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01" "01"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01" "01"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01" "01"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01" "01"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01" "01"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01" "01"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "01" "01"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "01" "01"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "01" "01"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "01" "01"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01" "023"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "031" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "023"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "033" "033"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "033" "031"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "033" "033"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "0321" "0321"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "033" "033"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "0323" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "031" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "033" "0322"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "033" "0322"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "0322" "0322"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "0322" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "0322" "0322"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "0322" "0322"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "033" "033"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "033"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "033"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "033" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "031" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "031" "033"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "01"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "031" "033"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "031" "031"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "0322"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "0323" "033"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "0322" "033"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "0324" "01"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "033" "033"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "033"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "031" "033"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "033" "031"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "0323" "033"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "0322" "033"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "033" "033"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "033" "033"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "033" "033"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "033" "033"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "033" "033"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "0322" "033"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "0321" "033"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "033" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "033"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "033" "0322"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "033" "033"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "033"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "033"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "033"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "033" "033"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "033"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "033" "033"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "033" "0322"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "033" "033"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "033" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "033" "033"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "033" "033"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "0321" "033"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "033"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "0322" "0322"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "033" "033"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "033" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "033" "033"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "033" "033"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "01"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "033" "033"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "033" "033"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "033" "0321"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01" "033"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "033"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "0322" "033"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "0323" "01"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "0322" "033"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "0324" "0322"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "0322" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01" "033"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "023" "01"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01" "01"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01" "01"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "023" "033"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "033" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01" "01"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01" "01"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01" "01"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01" "033"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01" "01"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "033" "01"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01" "0322"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "033" "01"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01" "033"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "033"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "033" "033"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "033" "033"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "033" "033"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "0324"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "033"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "033" "031"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "031" "0323"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "031" "033"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "031" "031"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "023" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "033" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "0321" "033"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "033" "0324"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "0322" "0321"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "033" "0324"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "0321" "0321"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "0324" "0324"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "0324" "0321"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "033" "033"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "033" "033"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "033" "01"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "033" "033"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01" "01"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01" "0321"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01" "033"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "033" "01"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01" "0321"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "033" "01"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01" "033"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "0322" "033"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01" "01"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "033" "033"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01" "0321"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "033" "01"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "033" "01"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "0321" "0321"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "033"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "0321" "0321"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "0321" "01"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "033" "01"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "033" "033"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "033" "01"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "0321"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "0321" "0322"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "0321" "01"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01" "01"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01" "01"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01" "01"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01" "01"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01" "01"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01" "01"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01" "01"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01" "01"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01" "01"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01" "01"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01" "01"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01" "01"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01" "01"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01" "01"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01" "01"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01" "01"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01" "01"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "023" "01"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01" "01"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01" "01"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01" "01"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01" "01"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01" "01"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01" "01"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "023" "01"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "023" "01"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01" "01"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01" "01"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01" "01"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01" "01"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01" "01"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01" "01"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01" "01"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01" "01"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01" "01"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01" "033"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01" "01"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01" "01"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01" "01"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01" "01"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01" "01"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01" "01"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01" "01"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01" "01"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01" "01"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01" "01"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01" "01"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01" "01"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01" "01"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01" "01"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01" "01"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01" "01"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01" "01"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01" "01"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01" "01"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01" "01"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01" "01"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01" "01"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01" "01"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01" "01"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01" "01"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01" "01"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01" "01"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01" "01"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01" "023"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "023" "01"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01" "01"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01" "01"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01" "01"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01" "01"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01" "01"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01" "01"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01" "01"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "033" "033"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "031" "031"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "031" "031"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "031" "031"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "031" "031"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "031" "031"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "031" "031"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "031" "031"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "031"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "031" "031"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "031" "031"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "031" "031"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "031" "031"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "031" "031"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "031" "031"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "031" "031"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "031"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "031" "031"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "031" "031"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "031" "031"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "031" "031"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "031" "031"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "031" "031"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "031"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "031" "031"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "031" "031"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "031" "031"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "031" "031"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "031" "031"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "031" "031"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "0324" "0323"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "0323" "0323"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "0323"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "031" "0323"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "0323" "031"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "031" "031"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "031" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "0324" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "0323" "033"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "033" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "031" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "031" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "0323" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "0323" "0324"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "0324" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "0323" "031"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "031" "0323"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "031" "01"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "031" "0323"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "031" "031"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "0323" "031"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "0323" "0324"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "0324" "031"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "0324" "01"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01" "01"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01" "01"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01" "01"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "01" "01"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01" "01"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01" "01"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01" "01"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01" "01"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01" "01"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01" "01"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01" "01"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01" "01"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01" "01"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01" "01"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01" "01"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01" "01"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01" "01"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01" "01"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01" "01"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01" "01"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01" "01"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01" "01"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01" "01"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01" "01"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01" "0323"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01" "01"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01" "01"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01" "01"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01" "01"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01" "01"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01" "01"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01" "01"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01" "01"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01" "01"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01" "01"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "01" "01"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01" "01"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01" "01"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01" "023"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01" "01"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01" "01"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01" "023"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01" "01"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01" "01"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01" "01"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01" "01"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01" "01"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01" "01"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01" "01"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01" "01"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01" "01"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01" "01"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01" "01"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01" "01"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01" "01"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01" "01"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01" "01"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01" "01"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01" "01"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01" "023"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01" "01"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01" "01"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "033" "01"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01" "01"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01" "01"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01" "01"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01" "01"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01" "01"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "01" "01"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "01" "01"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01" "01"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01" "01"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01" "01"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "01" "01"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01" "01"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01" "01"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01" "01"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01" "01"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01" "01"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01" "01"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01" "01"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01" "01"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01" "01"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01" "01"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01" "01"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01" "01"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "023" "023"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "023" "01"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01" "01"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01" "01"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "01" "01"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "01" "01"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01" "01"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "01" "01"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "01" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01" "01"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01" "01"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01" "01"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01" "01"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01" "01"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "023" "023"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01" "023"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01" "01"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01" "01"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01" "01"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01" "01"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01" "01"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01" "01"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01" "01"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01" "01"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01" "01"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01" "01"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01" "01"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01" "01"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "01" "01"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01" "01"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01" "01"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01" "01"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01" "01"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01" "01"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "01"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01" "01"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01" "023"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01" "01"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01" "01"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01" "01"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01" "01"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01" "01"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01" "01"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01" "01"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01" "01"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01" "023"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01" "01"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01" "01"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01" "01"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01" "01"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01" "01"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01" "01"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01" "01"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01" "01"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01" "01"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01" "01"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01" "01"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01" "01"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "033" "033"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "033" "033"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "033" "0321"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "0324" "0321"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "033" "033"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "033" "0321"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01" "0321"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "033" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "033" "0321"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "0321" "033"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "033" "0321"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "033" "033"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "033" "0324"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "0321" "0321"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "0321" "033"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "033" "0324"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "033" "033"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "033" "033"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "033" "033"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "033" "033"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "033" "033"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "033" "033"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "033" "033"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "033" "033"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "031" "033"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "0321" "031"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "031" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "033" "033"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "033" "033"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "033" "033"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "033" "031"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "033" "033"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "033" "031"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "0322" "033"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "033" "033"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "033" "0321"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "0321" "0321"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "0321" "033"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "0321" "033"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "0321" "0321"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "033" "033"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "033" "033"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "033" "033"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "033" "033"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "033" "031"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "033" "033"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "033" "033"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "033" "0324"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "0324" "0324"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "0324" "0324"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "0321" "031"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "033" "031"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01" "01"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "031" "031"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "031" "031"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "031" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "033"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "0322"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "033"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "033"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "033"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "033" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "033"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "033" "033"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "033" "033"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "033" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "0322"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "033"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "033" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "033"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "0322"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "033"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "0322"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "033"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "033" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "023"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "023" "023"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "023" "023"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "023" "023"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "023" "023"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "023" "023"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "023" "023"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01" "01"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "01" "01"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "01" "01"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "01" "01"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "01" "01"
#> Trib2_CTX_250ng_1
#> "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2761))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "03" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01" "03"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "03" "01"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01" "01"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01" "01"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03" "01"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "03" "01"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "03" "03"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "03" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "03"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "023" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "01"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01" "01"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01" "03"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "03" "03"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "01"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "03" "03"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "03" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01" "03"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "03"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "03" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "03" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01" "03"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "03"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03" "03"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "03" "03"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "03" "03"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03" "03"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03" "01"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03" "03"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "03" "01"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03" "01"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "03" "03"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03" "03"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03" "03"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03" "03"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03" "03"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03" "01"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03" "03"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "03"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "03" "03"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03" "03"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03" "03"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03" "03"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01" "03"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03" "03"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03" "03"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03" "01"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "03" "03"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "03" "03"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01" "03"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03" "03"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01" "01"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01" "03"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01" "01"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01" "03"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03" "03"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03" "03"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "03" "01"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03" "03"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01" "01"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01" "01"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01" "01"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01" "01"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01" "01"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01" "01"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01" "023"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01" "01"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01" "01"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01" "01"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01" "01"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01" "01"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01" "01"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01" "01"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01" "01"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01" "01"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01" "01"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01" "01"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01" "01"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01" "01"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01" "01"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01" "01"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01" "01"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01" "01"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01" "01"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01" "01"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01" "01"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01" "01"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01" "01"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01" "01"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01" "01"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01" "01"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01" "01"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01" "01"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01" "01"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01" "01"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01" "01"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01" "01"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "03" "01"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01" "01"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01" "01"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01" "01"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01" "03"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "023" "023"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01" "01"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "023" "01"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01" "01"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01" "01"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01" "01"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "023" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "03" "01"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01" "01"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01" "01"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "023" "023"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01" "01"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01" "03"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01" "01"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01" "01"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01" "01"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01" "01"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01" "01"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01" "01"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01" "01"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01" "01"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "01" "01"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "01" "01"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "01" "01"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "01" "01"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01" "023"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "03" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "023"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "03" "03"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "03" "03"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "03" "03"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03" "03"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "03" "03"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "03" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03" "03"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "03" "03"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "03" "03"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "03" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "03" "03"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "03" "03"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "03" "03"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "03"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "03"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "03" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "03" "03"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "01"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "03" "03"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "03" "03"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "03"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "03" "03"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "03" "03"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "03" "01"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "03" "03"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "03"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03" "03"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "03" "03"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "03" "03"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "03" "03"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "03" "03"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "03" "03"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "03" "03"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "03" "03"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "03" "03"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "03" "03"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03" "03"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "03" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "03"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "03" "03"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "03" "03"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "03"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "03"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "03"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "03" "03"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "03"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "03" "03"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "03" "03"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "03" "03"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "03" "03"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "03" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "03" "03"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "03" "03"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03" "03"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "03"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "03" "03"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "03" "03"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "03" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "03" "03"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "03" "03"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "01"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "03" "03"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "03" "03"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "03" "03"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01" "03"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "03"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "03" "03"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "03" "01"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "03" "03"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "03" "03"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "03" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01" "03"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "023" "01"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01" "01"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01" "01"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "023" "03"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "03" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01" "01"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01" "01"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01" "01"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01" "03"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01" "01"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "03" "01"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01" "03"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "03" "01"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01" "03"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "03"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "03" "03"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "03" "03"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "03" "03"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "03"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "03"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "023" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "03" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03" "03"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03" "03"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "03" "03"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "03" "03"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03" "03"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "03" "03"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "03" "03"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03" "03"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03" "03"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03" "01"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03" "03"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01" "01"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01" "03"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01" "03"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03" "01"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01" "03"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "03" "01"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01" "03"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "03" "03"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01" "01"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03" "03"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01" "03"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "03" "01"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03" "01"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03" "03"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "03"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03" "03"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03" "01"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "03" "01"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03" "03"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03" "01"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "03"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03" "03"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03" "01"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01" "01"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01" "01"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01" "01"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01" "01"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01" "01"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01" "01"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01" "01"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01" "01"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01" "01"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01" "01"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01" "01"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01" "01"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01" "01"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01" "01"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01" "01"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01" "01"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01" "01"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "023" "01"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01" "01"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01" "01"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01" "01"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01" "01"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01" "01"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01" "01"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "023" "01"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "023" "01"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01" "01"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01" "01"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01" "01"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01" "01"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01" "01"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01" "01"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01" "01"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01" "01"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01" "01"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01" "03"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01" "01"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01" "01"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01" "01"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01" "01"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01" "01"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01" "01"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01" "01"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01" "01"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01" "01"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01" "01"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01" "01"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01" "01"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01" "01"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01" "01"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01" "01"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01" "01"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01" "01"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01" "01"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01" "01"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01" "01"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01" "01"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01" "01"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01" "01"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01" "01"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01" "01"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01" "01"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01" "01"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01" "01"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01" "023"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "023" "01"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01" "01"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01" "01"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01" "01"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01" "01"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01" "01"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01" "01"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01" "01"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03" "03"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03" "03"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "03" "03"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "03" "03"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "03" "03"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "03" "03"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03" "03"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "03" "03"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "03"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "03" "03"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "03" "03"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "03" "03"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03" "03"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03" "03"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "03" "03"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "03" "03"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "03"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "03" "03"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "03" "03"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03" "03"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "03" "03"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "03" "03"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "03" "03"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "03"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "03" "03"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "03" "03"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "03" "03"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "03" "03"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "03" "03"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "03" "03"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "03" "03"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "03" "03"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "03" "03"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "03" "03"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "03" "03"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "03" "03"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "03" "03"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "03" "03"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "03" "03"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "03" "03"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "03" "03"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "03"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "03" "03"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "03" "03"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "03" "03"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "03" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "03" "01"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "03" "01"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01" "01"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01" "01"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01" "01"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "01" "01"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01" "01"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01" "01"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01" "01"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01" "01"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01" "01"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01" "01"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01" "01"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01" "01"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01" "01"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01" "01"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01" "01"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01" "01"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01" "01"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01" "01"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01" "01"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01" "01"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01" "01"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01" "01"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01" "01"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01" "01"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01" "03"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01" "01"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01" "01"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01" "01"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01" "01"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01" "01"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01" "01"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01" "01"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01" "01"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01" "01"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01" "01"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "01" "01"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01" "01"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01" "01"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01" "023"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01" "01"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01" "01"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01" "023"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01" "01"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01" "01"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01" "01"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01" "01"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01" "01"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01" "01"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01" "01"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01" "01"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01" "01"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01" "01"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01" "01"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01" "01"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01" "01"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01" "01"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01" "01"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01" "01"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01" "01"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01" "023"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01" "01"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01" "01"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03" "01"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01" "01"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01" "01"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01" "01"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01" "01"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01" "01"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "01" "01"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "01" "01"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01" "01"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01" "01"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01" "01"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "01" "01"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01" "01"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01" "01"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01" "01"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01" "01"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01" "01"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01" "01"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01" "01"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01" "01"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01" "01"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01" "01"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01" "01"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01" "01"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "023" "023"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "023" "01"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01" "01"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01" "01"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "01" "01"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "01" "01"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01" "01"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "01" "01"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "01" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01" "01"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01" "01"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01" "01"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01" "01"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01" "01"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "023" "023"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01" "023"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01" "01"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01" "01"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01" "01"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01" "01"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01" "01"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01" "01"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01" "01"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01" "01"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01" "01"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01" "01"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01" "01"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01" "01"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "01" "01"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01" "01"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01" "01"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01" "01"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01" "01"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01" "01"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "01"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01" "01"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01" "023"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01" "01"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01" "01"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01" "01"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01" "01"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01" "01"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01" "01"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01" "01"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01" "01"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01" "023"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01" "01"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01" "01"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01" "01"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01" "01"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01" "01"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01" "01"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01" "01"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01" "01"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01" "01"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01" "01"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01" "01"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01" "01"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03" "03"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "03" "03"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03" "03"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "03" "03"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03" "03"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03" "03"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01" "03"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03" "03"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03" "03"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03" "03"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03" "03"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03" "03"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03" "03"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03" "03"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03" "03"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03" "03"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03" "03"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03" "03"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03" "03"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03" "03"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03" "03"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03" "03"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03" "03"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "03" "03"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03" "03"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03" "03"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03" "03"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03" "03"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03" "03"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03" "03"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03" "03"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "03" "03"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03" "03"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03" "03"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03" "03"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03" "03"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03" "03"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03" "03"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03" "03"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03" "03"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03" "03"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03" "03"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03" "03"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03" "03"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03" "03"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03" "03"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "03" "03"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "03" "03"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03" "03"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03" "03"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01" "01"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03" "03"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "03" "03"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "03" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "03"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "03"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "03"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "03"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "03"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "03" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "03"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "03" "03"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "03" "03"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "03" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "03"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "03"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "03" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "03"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "03"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "03"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "03"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "03"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "03" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "023"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "023" "023"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "023" "023"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "023" "023"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "023" "023"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "023" "023"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "023" "023"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01" "01"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "01" "01"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "01" "01"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "01" "01"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "01" "01"
#> Trib2_CTX_250ng_1
#> "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3793))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "03" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01" "03"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "03" "01"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01" "01"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01" "01"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03" "01"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "03" "01"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "03" "03"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "03" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "03"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "023" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "01"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01" "01"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01" "03"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "03" "03"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "01"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "03" "03"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "03" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01" "03"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "03"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "03" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "03" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01" "03"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "03"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03" "03"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "03" "03"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "03" "03"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03" "03"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03" "01"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03" "03"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "03" "01"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03" "01"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "03" "03"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03" "03"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03" "03"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03" "03"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03" "03"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03" "01"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03" "03"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "03"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "03" "03"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03" "03"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03" "03"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03" "03"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01" "03"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03" "03"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03" "03"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03" "01"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "03" "03"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "03" "03"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01" "03"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03" "03"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01" "01"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01" "03"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01" "01"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01" "03"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03" "03"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03" "03"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "03" "01"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03" "03"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01" "01"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01" "01"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01" "01"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01" "01"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01" "01"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01" "01"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01" "023"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01" "01"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01" "01"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01" "01"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01" "01"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01" "01"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01" "01"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01" "01"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01" "01"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01" "01"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01" "01"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01" "01"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01" "01"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01" "01"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01" "01"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01" "01"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01" "01"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01" "01"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01" "01"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01" "01"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01" "01"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01" "01"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01" "01"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01" "01"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01" "01"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01" "01"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01" "01"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01" "01"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01" "01"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01" "01"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01" "01"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01" "01"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "03" "01"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01" "01"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01" "01"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01" "01"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01" "03"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "023" "023"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01" "01"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "023" "01"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01" "01"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01" "01"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01" "01"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "023" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "03" "01"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01" "01"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01" "01"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "023" "023"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01" "01"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01" "03"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01" "01"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01" "01"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01" "01"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01" "01"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01" "01"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01" "01"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01" "01"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01" "01"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "01" "01"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "01" "01"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "01" "01"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "01" "01"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01" "023"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "03" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "023"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "03" "03"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "03" "03"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "03" "03"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03" "03"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "03" "03"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "03" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03" "03"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "03" "03"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "03" "03"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "03" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "03" "03"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "03" "03"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "03" "03"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "03"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "03"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "03" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "03" "03"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "01"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "03" "03"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "03" "03"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "03"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "03" "03"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "03" "03"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "03" "01"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "03" "03"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "03"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03" "03"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "03" "03"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "03" "03"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "03" "03"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "03" "03"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "03" "03"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "03" "03"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "03" "03"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "03" "03"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "03" "03"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03" "03"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "03" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "03"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "03" "03"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "03" "03"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "03"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "03"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "03"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "03" "03"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "03"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "03" "03"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "03" "03"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "03" "03"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "03" "03"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "03" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "03" "03"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "03" "03"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03" "03"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "03"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "03" "03"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "03" "03"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "03" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "03" "03"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "03" "03"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "01"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "03" "03"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "03" "03"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "03" "03"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01" "03"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "03"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "03" "03"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "03" "01"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "03" "03"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "03" "03"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "03" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01" "03"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "023" "01"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01" "01"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01" "01"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "023" "03"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "03" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01" "01"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01" "01"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01" "01"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01" "03"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01" "01"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "03" "01"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01" "03"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "03" "01"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01" "03"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "03"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "03" "03"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "03" "03"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "03" "03"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "03"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "03"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "023" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "03" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03" "03"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03" "03"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "03" "03"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "03" "03"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03" "03"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "03" "03"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "03" "03"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03" "03"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03" "03"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03" "01"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03" "03"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01" "01"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01" "03"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01" "03"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03" "01"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01" "03"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "03" "01"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01" "03"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "03" "03"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01" "01"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03" "03"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01" "03"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "03" "01"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03" "01"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03" "03"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "03"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03" "03"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03" "01"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "03" "01"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03" "03"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03" "01"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "03"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03" "03"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03" "01"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01" "01"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01" "01"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01" "01"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01" "01"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01" "01"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01" "01"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01" "01"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01" "01"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01" "01"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01" "01"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01" "01"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01" "01"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01" "01"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01" "01"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01" "01"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01" "01"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01" "01"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "023" "01"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01" "01"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01" "01"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01" "01"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01" "01"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01" "01"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01" "01"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "023" "01"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "023" "01"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01" "01"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01" "01"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01" "01"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01" "01"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01" "01"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01" "01"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01" "01"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01" "01"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01" "01"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01" "03"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01" "01"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01" "01"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01" "01"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01" "01"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01" "01"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01" "01"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01" "01"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01" "01"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01" "01"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01" "01"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01" "01"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01" "01"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01" "01"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01" "01"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01" "01"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01" "01"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01" "01"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01" "01"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01" "01"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01" "01"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01" "01"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01" "01"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01" "01"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01" "01"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01" "01"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01" "01"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01" "01"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01" "01"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01" "023"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "023" "01"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01" "01"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01" "01"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01" "01"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01" "01"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01" "01"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01" "01"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01" "01"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03" "03"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03" "03"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "03" "03"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "03" "03"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "03" "03"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "03" "03"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03" "03"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "03" "03"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "03"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "03" "03"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "03" "03"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "03" "03"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03" "03"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03" "03"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "03" "03"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "03" "03"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "03"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "03" "03"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "03" "03"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03" "03"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "03" "03"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "03" "03"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "03" "03"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "03"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "03" "03"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "03" "03"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "03" "03"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "03" "03"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "03" "03"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "03" "03"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "03" "03"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "03" "03"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "03" "03"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "03" "03"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "03" "03"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "03" "03"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "03" "03"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "03" "03"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "03" "03"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "03" "03"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "03" "03"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "03"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "03" "03"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "03" "03"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "03" "03"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "03" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "03" "01"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "03" "01"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01" "01"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01" "01"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01" "01"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "01" "01"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01" "01"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01" "01"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01" "01"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01" "01"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01" "01"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01" "01"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01" "01"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01" "01"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01" "01"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01" "01"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01" "01"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01" "01"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01" "01"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01" "01"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01" "01"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01" "01"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01" "01"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01" "01"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01" "01"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01" "01"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01" "03"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01" "01"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01" "01"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01" "01"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01" "01"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01" "01"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01" "01"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01" "01"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01" "01"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01" "01"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01" "01"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "01" "01"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01" "01"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01" "01"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01" "023"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01" "01"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01" "01"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01" "023"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01" "01"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01" "01"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01" "01"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01" "01"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01" "01"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01" "01"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01" "01"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01" "01"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01" "01"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01" "01"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01" "01"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01" "01"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01" "01"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01" "01"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01" "01"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01" "01"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01" "01"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01" "023"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01" "01"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01" "01"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03" "01"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01" "01"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01" "01"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01" "01"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01" "01"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01" "01"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "01" "01"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "01" "01"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01" "01"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01" "01"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01" "01"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "01" "01"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01" "01"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01" "01"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01" "01"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01" "01"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01" "01"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01" "01"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01" "01"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01" "01"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01" "01"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01" "01"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01" "01"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01" "01"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "023" "023"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "023" "01"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01" "01"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01" "01"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "01" "01"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "01" "01"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01" "01"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "01" "01"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "01" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01" "01"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01" "01"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01" "01"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01" "01"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01" "01"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "023" "023"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01" "023"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01" "01"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01" "01"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01" "01"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01" "01"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01" "01"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01" "01"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01" "01"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01" "01"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01" "01"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01" "01"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01" "01"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01" "01"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "01" "01"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01" "01"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01" "01"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01" "01"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01" "01"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01" "01"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "01"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01" "01"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01" "023"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01" "01"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01" "01"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01" "01"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01" "01"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01" "01"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01" "01"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01" "01"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01" "01"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01" "023"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01" "01"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01" "01"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01" "01"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01" "01"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01" "01"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01" "01"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01" "01"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01" "01"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01" "01"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01" "01"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01" "01"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01" "01"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03" "03"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "03" "03"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03" "03"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "03" "03"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03" "03"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03" "03"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01" "03"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03" "03"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03" "03"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03" "03"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03" "03"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03" "03"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03" "03"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03" "03"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03" "03"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03" "03"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03" "03"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03" "03"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03" "03"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03" "03"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03" "03"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03" "03"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03" "03"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "03" "03"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03" "03"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03" "03"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03" "03"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03" "03"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03" "03"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03" "03"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03" "03"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "03" "03"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03" "03"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03" "03"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03" "03"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03" "03"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03" "03"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03" "03"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03" "03"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03" "03"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03" "03"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03" "03"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03" "03"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03" "03"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03" "03"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03" "03"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "03" "03"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "03" "03"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03" "03"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03" "03"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01" "01"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03" "03"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "03" "03"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "03" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "03"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "03"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "03"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "03"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "03"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "03" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "03"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "03" "03"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "03" "03"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "03" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "03"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "03"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "03" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "03"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "03"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "03"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "03"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "03"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "03" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "023"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "023" "023"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "023" "023"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "023" "023"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "023" "023"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "023" "023"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "023" "023"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01" "01"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "01" "01"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "01" "01"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "01" "01"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "01" "01"
#> Trib2_CTX_250ng_1
#> "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3985))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "03" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01" "03"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "03" "01"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01" "01"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01" "01"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03" "01"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "03" "01"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "03" "03"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "03" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "03"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "023" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "01"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01" "01"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01" "03"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "03" "03"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "01"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "03" "03"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "03" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01" "03"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "03"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "03" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "03" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01" "03"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "03"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03" "03"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "03" "03"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "03" "03"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03" "03"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03" "01"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03" "03"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "03" "01"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03" "01"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "03" "03"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03" "03"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03" "03"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03" "03"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03" "03"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03" "01"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03" "03"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "03"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "03" "03"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03" "03"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03" "03"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03" "03"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01" "03"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03" "03"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03" "03"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03" "01"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "03" "03"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "03" "03"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01" "03"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03" "03"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01" "01"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01" "03"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01" "01"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01" "03"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03" "03"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03" "03"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "03" "01"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03" "03"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01" "01"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01" "01"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01" "01"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01" "01"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01" "01"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01" "01"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01" "023"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01" "01"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01" "01"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01" "01"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01" "01"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01" "01"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01" "01"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01" "01"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01" "01"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01" "01"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01" "01"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01" "01"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01" "01"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01" "01"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01" "01"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01" "01"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01" "01"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01" "01"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01" "01"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01" "01"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01" "01"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01" "01"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01" "01"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01" "01"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01" "01"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01" "01"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01" "01"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01" "01"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01" "01"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01" "01"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01" "01"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01" "01"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "03" "01"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01" "01"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01" "01"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01" "01"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01" "03"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "023" "023"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01" "01"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "023" "01"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01" "01"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01" "01"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01" "01"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "023" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "03" "01"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01" "01"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01" "01"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "023" "023"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01" "01"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01" "03"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01" "01"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01" "01"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01" "01"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01" "01"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01" "01"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01" "01"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01" "01"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01" "01"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "01" "01"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "01" "01"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "01" "01"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "01" "01"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01" "023"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "03" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "023"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "03" "03"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "03" "03"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "03" "03"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03" "03"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "03" "03"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "03" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03" "03"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "03" "03"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "03" "03"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "03" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "03" "03"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "03" "03"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "03" "03"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "03"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "03"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "03" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "03" "03"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "01"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "03" "03"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "03" "03"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "03"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "03" "03"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "03" "03"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "03" "01"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "03" "03"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "03"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03" "03"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "03" "03"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "03" "03"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "03" "03"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "03" "03"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "03" "03"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "03" "03"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "03" "03"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "03" "03"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "03" "03"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03" "03"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "03" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "03"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "03" "03"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "03" "03"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "03"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "03"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "03"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "03" "03"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "03"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "03" "03"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "03" "03"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "03" "03"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "03" "03"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "03" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "03" "03"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "03" "03"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03" "03"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "03"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "03" "03"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "03" "03"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "03" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "03" "03"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "03" "03"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "01"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "03" "03"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "03" "03"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "03" "03"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01" "03"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "03"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "03" "03"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "03" "01"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "03" "03"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "03" "03"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "03" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01" "03"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "023" "01"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01" "01"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01" "01"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "023" "03"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "03" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01" "01"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01" "01"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01" "01"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01" "03"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01" "01"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "03" "01"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01" "03"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "03" "01"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01" "03"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "03"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "03" "03"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "03" "03"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "03" "03"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "03"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "03"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "023" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "03" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03" "03"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03" "03"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "03" "03"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "03" "03"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03" "03"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "03" "03"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "03" "03"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03" "03"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03" "03"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03" "01"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03" "03"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01" "01"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01" "03"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01" "03"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03" "01"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01" "03"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "03" "01"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01" "03"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "03" "03"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01" "01"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03" "03"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01" "03"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "03" "01"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03" "01"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03" "03"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "03"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03" "03"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03" "01"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "03" "01"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03" "03"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03" "01"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "03"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03" "03"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03" "01"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01" "01"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01" "01"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01" "01"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01" "01"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01" "01"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01" "01"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01" "01"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01" "01"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01" "01"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01" "01"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01" "01"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01" "01"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01" "01"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01" "01"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01" "01"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01" "01"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01" "01"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "023" "01"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01" "01"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01" "01"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01" "01"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01" "01"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01" "01"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01" "01"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "023" "01"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "023" "01"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01" "01"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01" "01"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01" "01"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01" "01"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01" "01"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01" "01"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01" "01"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01" "01"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01" "01"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01" "03"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01" "01"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01" "01"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01" "01"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01" "01"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01" "01"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01" "01"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01" "01"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01" "01"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01" "01"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01" "01"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01" "01"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01" "01"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01" "01"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01" "01"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01" "01"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01" "01"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01" "01"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01" "01"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01" "01"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01" "01"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01" "01"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01" "01"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01" "01"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01" "01"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01" "01"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01" "01"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01" "01"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01" "01"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01" "023"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "023" "01"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01" "01"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01" "01"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01" "01"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01" "01"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01" "01"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01" "01"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01" "01"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03" "03"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03" "03"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "03" "03"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "03" "03"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "03" "03"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "03" "03"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03" "03"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "03" "03"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "03"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "03" "03"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "03" "03"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "03" "03"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03" "03"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03" "03"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "03" "03"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "03" "03"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "03"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "03" "03"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "03" "03"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03" "03"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "03" "03"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "03" "03"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "03" "03"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "03"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "03" "03"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "03" "03"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "03" "03"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "03" "03"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "03" "03"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "03" "03"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "03" "03"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "03" "03"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "03" "03"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "03" "03"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "03" "03"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "03" "03"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "03" "03"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "03" "03"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "03" "03"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "03" "03"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "03" "03"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "03"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "03" "03"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "03" "03"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "03" "03"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "03" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "03" "01"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "03" "01"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01" "01"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01" "01"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01" "01"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "01" "01"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01" "01"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01" "01"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01" "01"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01" "01"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01" "01"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01" "01"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01" "01"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01" "01"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01" "01"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01" "01"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01" "01"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01" "01"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01" "01"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01" "01"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01" "01"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01" "01"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01" "01"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01" "01"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01" "01"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01" "01"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01" "03"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01" "01"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01" "01"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01" "01"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01" "01"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01" "01"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01" "01"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01" "01"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01" "01"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01" "01"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01" "01"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "01" "01"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01" "01"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01" "01"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01" "023"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01" "01"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01" "01"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01" "023"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01" "01"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01" "01"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01" "01"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01" "01"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01" "01"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01" "01"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01" "01"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01" "01"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01" "01"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01" "01"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01" "01"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01" "01"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01" "01"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01" "01"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01" "01"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01" "01"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01" "01"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01" "023"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01" "01"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01" "01"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03" "01"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01" "01"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01" "01"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01" "01"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01" "01"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01" "01"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "01" "01"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "01" "01"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01" "01"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01" "01"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01" "01"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "01" "01"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01" "01"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01" "01"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01" "01"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01" "01"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01" "01"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01" "01"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01" "01"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01" "01"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01" "01"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01" "01"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01" "01"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01" "01"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "023" "023"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "023" "01"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01" "01"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01" "01"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "01" "01"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "01" "01"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01" "01"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "01" "01"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "01" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01" "01"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01" "01"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01" "01"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01" "01"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01" "01"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "023" "023"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01" "023"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01" "01"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01" "01"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01" "01"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01" "01"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01" "01"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01" "01"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01" "01"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01" "01"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01" "01"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01" "01"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01" "01"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01" "01"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "01" "01"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01" "01"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01" "01"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01" "01"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01" "01"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01" "01"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "01"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01" "01"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01" "023"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01" "01"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01" "01"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01" "01"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01" "01"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01" "01"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01" "01"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01" "01"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01" "01"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01" "023"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01" "01"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01" "01"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01" "01"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01" "01"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01" "01"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01" "01"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01" "01"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01" "01"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01" "01"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01" "01"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01" "01"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01" "01"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03" "03"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "03" "03"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03" "03"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "03" "03"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03" "03"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03" "03"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01" "03"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03" "03"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03" "03"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03" "03"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03" "03"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03" "03"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03" "03"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03" "03"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03" "03"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03" "03"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03" "03"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03" "03"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03" "03"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03" "03"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03" "03"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03" "03"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03" "03"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "03" "03"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03" "03"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03" "03"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03" "03"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03" "03"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03" "03"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03" "03"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03" "03"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "03" "03"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03" "03"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03" "03"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03" "03"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03" "03"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03" "03"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03" "03"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03" "03"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03" "03"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03" "03"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03" "03"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03" "03"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03" "03"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03" "03"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03" "03"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "03" "03"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "03" "03"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03" "03"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03" "03"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01" "01"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03" "03"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "03" "03"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "03" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "03"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "03"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "03"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "03"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "03"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "03" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "03"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "03" "03"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "03" "03"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "03" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "03"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "03"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "03" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "03"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "03"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "03"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "03"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "03"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "03" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "023"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "023" "023"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "023" "023"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "023" "023"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "023" "023"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "023" "023"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "023" "023"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01" "01"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "01" "01"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "01" "01"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "01" "01"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "01" "01"
#> Trib2_CTX_250ng_1
#> "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 4830))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "03" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01" "03"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "03" "01"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01" "01"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01" "01"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03" "01"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "03" "01"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "03" "03"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "03" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "03"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "023" "0214"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "01"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01" "01"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01" "03"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "03" "03"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "01"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "03" "03"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01" "0212"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01" "0212"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "03" "0212"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01" "03"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "0212" "03"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "0212"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "03" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "0214" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "03" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01" "03"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "03"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03" "03"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "03" "03"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "03" "03"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03" "03"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03" "01"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03" "03"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "03" "01"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03" "01"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "03" "03"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03" "03"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03" "03"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03" "03"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03" "03"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03" "01"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03" "03"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "03"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "03" "03"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03" "03"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03" "03"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03" "03"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01" "03"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03" "03"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03" "03"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03" "01"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "03" "03"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "03" "03"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01" "03"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03" "03"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01" "01"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01" "03"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01" "01"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01" "03"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03" "03"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03" "03"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "03" "01"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03" "03"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "0211" "0211"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01" "01"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01" "01"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01" "01"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01" "01"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01" "01"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01" "01"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01" "023"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01" "01"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01" "01"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01" "01"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01" "01"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01" "01"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01" "01"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01" "01"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01" "01"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01" "01"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01" "01"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01" "01"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01" "01"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01" "01"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01" "01"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01" "01"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01" "01"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01" "01"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01" "01"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01" "01"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01" "01"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01" "01"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01" "01"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01" "01"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01" "01"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01" "01"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01" "01"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01" "01"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01" "01"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01" "01"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01" "01"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01" "01"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "03" "01"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01" "01"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01" "01"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01" "01"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01" "03"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "023" "023"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01" "01"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "023" "01"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01" "01"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01" "01"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01" "01"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "023" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "03" "01"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01" "01"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01" "01"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "023" "023"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01" "01"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01" "03"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01" "01"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01" "01"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01" "01"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01" "01"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01" "01"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01" "01"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01" "01"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01" "01"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "01" "01"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "01" "01"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "01" "01"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "01" "01"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01" "023"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "0212"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "0212" "0211"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "0211" "0211"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "0212" "01"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "03" "0211"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "0212" "0211"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "0212" "01"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "0211" "023"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "03" "03"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "03" "03"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "03" "03"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03" "03"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "03" "03"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "03" "0214"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "0212"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03" "03"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "03" "03"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "03" "03"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "03" "0212"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "03" "03"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "03" "03"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "0212"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "03" "03"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "03"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "03"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "0212" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "0212" "01"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "03" "0213"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "03" "03"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "01"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "03" "03"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "03" "03"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "03"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "03" "03"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "03" "03"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "03" "01"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "03" "03"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "03"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03" "03"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "03" "03"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "03" "03"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "0213" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "03" "03"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "03" "03"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "03" "03"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "03" "03"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "03" "03"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "03" "03"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "03" "03"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03" "03"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "03" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "03"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "03" "03"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "03" "03"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "03"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "03"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "03"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "03" "03"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "03"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "03" "03"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "03" "03"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "03" "03"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "03" "03"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "03" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "03" "03"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "03" "03"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03" "03"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "03"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "03" "03"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "03" "03"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "03" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "03" "03"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "03" "03"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "01"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "03" "03"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "03" "03"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "03" "03"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01" "03"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "03"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "03" "03"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "03" "01"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "03" "03"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "03" "03"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "03" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01" "03"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "023" "01"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01" "01"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01" "01"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "023" "03"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "03" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01" "01"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01" "01"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01" "01"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01" "03"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01" "01"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "03" "01"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01" "03"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "03" "01"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01" "03"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01" "0211"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01" "0211"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "0211" "0211"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "0211" "03"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "03" "03"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "03" "03"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "03" "03"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "0211" "0211"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "0212" "03"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01" "0212"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "0212" "0212"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "0212" "01"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01" "0212"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "0211" "03"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "023" "0211"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "03" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03" "03"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03" "03"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "03" "03"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "03" "03"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03" "03"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "03" "03"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "03" "03"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03" "03"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03" "03"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03" "01"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03" "03"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01" "01"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01" "03"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01" "03"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03" "01"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01" "03"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "03" "01"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01" "03"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "03" "03"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01" "01"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03" "03"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01" "03"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "03" "01"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03" "01"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03" "03"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "0211" "03"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03" "03"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03" "01"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "03" "01"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03" "03"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03" "01"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "0211" "03"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03" "03"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03" "01"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01" "01"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01" "01"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01" "01"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01" "01"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01" "01"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01" "01"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01" "01"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01" "01"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01" "01"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01" "01"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01" "01"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01" "01"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01" "01"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01" "01"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01" "01"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01" "01"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01" "01"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "023" "01"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01" "01"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01" "01"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01" "01"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01" "01"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01" "01"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01" "01"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "023" "01"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "023" "01"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01" "01"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01" "01"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01" "01"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01" "01"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01" "01"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01" "01"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01" "01"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01" "01"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01" "01"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01" "03"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01" "01"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01" "01"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01" "01"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01" "01"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01" "01"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01" "01"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01" "01"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01" "01"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01" "01"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01" "01"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01" "01"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01" "01"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01" "01"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01" "01"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01" "01"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01" "01"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01" "01"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01" "01"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01" "01"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01" "01"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01" "01"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01" "01"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01" "01"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01" "01"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01" "01"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01" "01"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01" "01"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01" "01"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01" "023"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "023" "01"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01" "01"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01" "01"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "0214" "0212"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "0214" "0213"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "0211" "0213"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "0213" "0213"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "0212" "0212"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "0211" "0211"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "0212" "01"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01" "01"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01" "01"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "0214" "0214"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01" "0213"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "0213" "0212"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "0214" "01"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01" "01"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01" "01"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01" "01"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03" "03"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "0212" "0214"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03" "03"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "03" "03"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "03" "03"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "03" "03"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "03" "03"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03" "03"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "03" "03"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "03"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "03" "03"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "03" "03"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "03" "03"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03" "03"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03" "03"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "03" "03"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "03" "03"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "03"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "03" "03"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "03" "03"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03" "03"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "03" "03"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "03" "03"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "03" "03"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "03"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "03" "03"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "03" "03"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "03" "03"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "03" "03"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "03" "03"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "03" "03"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "03" "03"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "03" "03"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "03" "03"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "03" "03"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "03" "03"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "03" "03"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "03" "03"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "03" "03"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "03" "03"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "03" "03"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "03" "03"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "0213" "03"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "03" "03"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "03" "03"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "03" "03"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "03" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "03" "01"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "03" "01"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01" "01"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01" "01"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01" "01"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "01" "01"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01" "01"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01" "01"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01" "01"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01" "01"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01" "01"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01" "01"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01" "01"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01" "01"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01" "01"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01" "01"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01" "01"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01" "01"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01" "01"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01" "01"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01" "01"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01" "01"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01" "01"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01" "01"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01" "01"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01" "01"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01" "03"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01" "01"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01" "01"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01" "01"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01" "01"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01" "01"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01" "01"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01" "01"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01" "01"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01" "01"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01" "01"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "01" "01"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01" "01"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01" "01"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01" "023"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01" "01"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01" "01"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01" "023"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01" "01"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01" "01"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01" "01"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01" "01"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01" "01"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01" "01"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01" "01"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01" "01"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01" "01"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01" "01"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01" "01"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01" "01"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01" "01"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01" "01"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01" "01"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01" "01"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01" "01"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01" "023"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01" "01"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01" "01"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03" "01"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01" "01"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01" "01"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01" "01"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01" "01"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01" "01"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "01" "01"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "01" "01"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01" "01"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01" "01"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01" "01"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "01" "01"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01" "01"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01" "01"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01" "01"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01" "01"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01" "01"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01" "01"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01" "01"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01" "01"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01" "01"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01" "01"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01" "01"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01" "01"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "023" "023"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "023" "01"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01" "01"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01" "01"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "01" "01"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "01" "01"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01" "01"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "01" "01"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "01" "0213"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "0211" "0211"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "0214" "0213"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01" "0214"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "0213" "0214"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "0211" "0213"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "0211" "0214"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "0213" "0211"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "0214" "0211"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "0211" "0211"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01" "01"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01" "01"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01" "01"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01" "01"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01" "01"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "023" "023"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01" "023"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01" "01"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01" "01"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01" "01"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01" "01"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01" "01"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01" "01"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01" "01"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01" "01"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01" "01"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01" "01"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01" "01"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01" "01"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "0212" "01"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "01" "01"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01" "01"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01" "01"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "0212" "01"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01" "01"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01" "01"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01" "0212"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "0212" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01" "01"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "0214" "01"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "0214" "0214"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "0214" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "0213" "0212"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "0212" "01"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "0213" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "0211" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "0211" "0214"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01" "0211"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "0213" "0213"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "0211" "01"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01" "01"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01" "023"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01" "01"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01" "01"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01" "01"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01" "01"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01" "01"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01" "01"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01" "01"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01" "01"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01" "023"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01" "01"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01" "01"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01" "01"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01" "01"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01" "01"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01" "01"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01" "01"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01" "01"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01" "01"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01" "01"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01" "01"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01" "01"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03" "03"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "03" "03"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03" "03"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "03" "03"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03" "03"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03" "03"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01" "03"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03" "0214"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03" "03"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "0213" "01"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03" "03"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03" "03"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03" "03"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03" "03"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03" "03"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03" "03"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03" "03"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03" "03"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03" "03"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03" "03"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03" "03"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03" "03"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03" "03"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03" "03"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03" "03"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "03" "03"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03" "03"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03" "03"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03" "03"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03" "03"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03" "03"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03" "03"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03" "03"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "03" "03"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03" "03"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03" "03"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03" "03"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03" "03"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03" "03"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03" "03"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03" "03"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03" "03"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03" "03"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03" "03"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03" "03"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03" "03"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03" "03"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03" "03"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "03" "03"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "03" "03"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03" "03"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03" "03"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01" "01"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03" "03"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "03" "03"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "03" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "03"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "03"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "03"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "03"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "03"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "03" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "03"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "03" "03"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "03" "03"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "03" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "03"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "03"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "03" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "03"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "03"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "03"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "03"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "03"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "03" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "023"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "023" "023"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "023" "023"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "023" "023"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "023" "023"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "023" "023"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "023" "023"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01" "01"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "01" "01"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "01" "01"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "01" "01"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "01" "01"
#> Trib2_CTX_250ng_1
#> "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 5770))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "03" "022"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01" "03"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "03" "01"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01" "01"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01" "01"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03" "01"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "03" "01"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "03" "03"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "03" "022"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "022" "022"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "022" "03"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01" "022"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "022" "022"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "023" "021"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "022" "01"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01" "01"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01" "03"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "022" "022"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "03" "03"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01" "022"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "022" "01"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "03" "03"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01" "021"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01" "021"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "03" "021"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01" "03"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "021" "03"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "022" "022"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "022" "021"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "03" "022"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "021" "022"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "022" "022"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "022" "022"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "03" "022"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "022" "022"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "022" "022"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01" "03"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "022" "03"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03" "022"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03" "03"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "03" "03"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "03" "03"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03" "03"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03" "01"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03" "03"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "03" "01"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03" "01"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "03" "03"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03" "03"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03" "03"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "022" "022"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03" "03"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03" "03"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03" "01"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03" "03"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "022" "03"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "03" "03"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03" "03"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03" "03"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03" "03"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01" "03"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03" "03"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03" "03"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03" "01"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "03" "03"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "03" "03"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01" "03"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03" "03"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01" "01"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01" "03"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "022" "01"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01" "01"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01" "03"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03" "03"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03" "03"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "03" "01"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03" "03"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "021" "021"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "021" "021"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "021" "021"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "021" "021"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "021" "021"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01" "01"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01" "01"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01" "01"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01" "01"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01" "01"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01" "01"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01" "023"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01" "01"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01" "01"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01" "01"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01" "01"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01" "01"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01" "01"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01" "01"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01" "01"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01" "01"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01" "01"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01" "01"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01" "01"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01" "01"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01" "01"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01" "01"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01" "01"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01" "01"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01" "01"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01" "01"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01" "01"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01" "01"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01" "01"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01" "01"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01" "01"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01" "01"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01" "01"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01" "01"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01" "01"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01" "01"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01" "01"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01" "01"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "03" "01"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01" "01"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01" "01"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01" "01"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01" "03"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "023" "023"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01" "01"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "023" "01"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01" "01"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01" "01"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01" "01"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "023" "022"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "03" "01"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01" "01"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01" "01"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "023" "023"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01" "01"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01" "03"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01" "01"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01" "01"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01" "01"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01" "01"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01" "01"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01" "01"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01" "01"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01" "01"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "01" "01"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "01" "01"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "01" "01"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "01" "01"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01" "023"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "022" "021"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "021" "021"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "021" "021"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "021" "01"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "03" "021"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "021" "021"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "021" "01"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "021" "023"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "03" "03"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "03" "03"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "03" "03"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03" "03"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "03" "03"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "03" "021"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03" "022"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "022" "021"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03" "03"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "03" "03"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "03" "03"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "03" "021"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "03" "03"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "03" "03"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "022" "021"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "03" "03"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "022" "03"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "022" "03"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03" "022"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "021" "022"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "021" "01"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "03" "021"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "022" "022"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "03" "03"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "022" "01"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01" "022"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "022" "022"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "03" "03"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "03" "03"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "022" "03"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "03" "03"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "03" "03"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "03" "01"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "03" "03"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "022" "03"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03" "03"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "03" "03"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "03" "03"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "021" "022"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "022" "022"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "03" "03"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "03" "03"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "03" "03"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "03" "03"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "03" "03"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "03" "03"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "022" "022"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "03" "03"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03" "03"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "03" "022"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "022" "03"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "03" "03"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "03" "03"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "022" "03"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "022" "03"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "022" "03"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "03" "03"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "022" "03"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "03" "03"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "022" "022"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "03" "03"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "03" "03"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "03" "03"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "03" "022"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "03" "03"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "03" "03"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03" "03"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "022" "022"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "022" "022"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "022" "03"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "03" "03"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "03" "03"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "03" "022"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "03" "03"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "03" "03"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "022" "01"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "03" "03"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "03" "03"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "03" "03"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01" "03"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "022" "03"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "03" "03"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "03" "01"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "03" "03"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "03" "03"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "03" "022"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01" "03"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "023" "01"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01" "01"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01" "01"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "023" "03"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "03" "022"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01" "01"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01" "01"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01" "01"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01" "03"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01" "01"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "03" "01"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01" "03"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "03" "01"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01" "03"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01" "021"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01" "021"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "021" "021"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "021" "021"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "021" "021"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "021" "021"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "021" "03"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "03" "03"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "03" "03"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "03" "03"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "021" "021"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "021" "03"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01" "021"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "021" "021"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "021" "01"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01" "021"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "021" "03"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "022" "022"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "023" "021"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "03" "022"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03" "03"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03" "03"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "03" "03"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "03" "03"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03" "03"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "03" "03"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "03" "03"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03" "03"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03" "03"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03" "01"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03" "03"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01" "01"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01" "03"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01" "03"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03" "01"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01" "03"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "03" "01"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01" "03"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "03" "03"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01" "01"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03" "03"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01" "03"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "03" "01"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03" "01"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03" "03"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "021" "03"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03" "03"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03" "01"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "03" "01"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03" "03"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03" "01"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "021" "03"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03" "03"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03" "01"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01" "022"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01" "01"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01" "01"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01" "01"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01" "01"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01" "01"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01" "01"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01" "01"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01" "01"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01" "01"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01" "01"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01" "01"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01" "01"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01" "01"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01" "01"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01" "01"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01" "01"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01" "01"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "023" "01"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01" "01"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01" "01"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01" "01"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01" "01"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01" "01"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01" "01"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "023" "01"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "023" "01"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01" "01"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01" "01"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01" "01"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01" "01"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01" "01"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01" "01"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01" "01"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01" "01"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01" "01"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01" "03"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01" "01"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01" "01"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01" "01"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01" "01"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01" "01"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01" "01"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01" "01"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01" "01"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01" "01"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01" "01"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01" "01"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01" "01"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01" "01"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01" "01"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01" "01"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01" "01"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01" "01"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01" "01"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01" "01"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01" "01"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01" "01"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01" "01"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01" "01"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01" "01"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01" "01"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01" "01"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01" "01"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01" "01"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01" "023"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "023" "01"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "021" "021"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01" "021"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01" "01"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01" "01"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "021" "021"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "021" "021"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "021" "01"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "021" "021"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "021" "021"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "021" "021"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "021" "021"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "021" "021"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "021" "021"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "021" "021"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "021" "01"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "021" "021"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01" "01"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01" "01"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "021" "021"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01" "021"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "021" "01"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "021" "021"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "021" "01"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01" "01"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01" "01"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01" "01"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03" "03"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "021" "021"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03" "03"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "03" "03"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "03" "03"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "03" "03"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "03" "03"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03" "03"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "03" "03"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "022" "03"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "03" "03"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "03" "03"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "03" "03"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03" "03"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03" "03"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "03" "03"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "03" "03"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "022" "03"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "03" "03"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "03" "03"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03" "03"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "03" "03"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "03" "03"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "03" "03"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "022" "03"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "03" "03"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "03" "03"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "03" "03"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "03" "03"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "03" "03"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "03" "03"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "03" "03"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "03" "03"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "03" "03"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "03" "03"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "03" "03"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "03" "03"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "03" "03"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "03" "03"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "03" "03"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "03" "03"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "03" "03"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "021" "03"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "03" "03"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "03" "03"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "03" "03"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "03" "022"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "03" "01"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "03" "01"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01" "01"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01" "01"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01" "01"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "01" "01"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01" "01"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01" "01"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01" "01"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01" "01"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01" "01"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01" "01"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01" "01"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01" "01"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01" "01"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01" "01"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01" "01"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01" "01"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01" "01"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01" "01"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01" "01"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01" "01"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01" "01"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01" "01"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01" "01"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01" "01"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01" "03"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01" "01"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01" "01"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01" "01"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01" "01"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01" "01"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01" "01"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01" "01"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01" "01"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01" "01"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01" "01"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "01" "01"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01" "01"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01" "01"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01" "023"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01" "01"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01" "01"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01" "023"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01" "01"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01" "01"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01" "01"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01" "01"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01" "01"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01" "01"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01" "01"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01" "01"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01" "01"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01" "01"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01" "01"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01" "01"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01" "01"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01" "01"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01" "01"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01" "01"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01" "01"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01" "023"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01" "01"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01" "01"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03" "01"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01" "01"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01" "01"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01" "01"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01" "01"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01" "01"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "01" "01"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "01" "01"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01" "01"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01" "01"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01" "01"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "01" "01"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01" "01"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01" "01"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01" "01"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01" "01"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01" "01"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01" "01"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01" "01"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01" "01"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01" "01"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01" "01"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01" "01"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01" "01"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "023" "023"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "023" "01"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01" "01"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01" "01"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "01" "01"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "01" "01"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01" "01"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "01" "01"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "01" "021"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "021" "021"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "021" "021"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "021" "021"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01" "021"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "021" "021"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "021" "021"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "021" "021"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "021" "021"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "021" "021"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "021" "021"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "021" "021"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01" "01"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01" "01"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01" "01"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01" "01"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01" "01"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "023" "023"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01" "023"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01" "01"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01" "01"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01" "01"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01" "01"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01" "01"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01" "01"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01" "01"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01" "01"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01" "01"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01" "01"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01" "01"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01" "01"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "021" "01"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "01" "01"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01" "01"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01" "01"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "021" "01"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01" "01"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01" "01"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01" "021"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01" "022"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "021" "01"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "021" "021"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "021" "021"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01" "01"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "021" "01"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "021" "021"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "021" "021"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "021" "021"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "021" "021"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "021" "01"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "023" "023"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "023" "01"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01" "023"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01" "021"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01" "021"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "021" "021"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "021" "01"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01" "01"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01" "023"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01" "01"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01" "01"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01" "01"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01" "01"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01" "01"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01" "01"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01" "01"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01" "01"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01" "023"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01" "01"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01" "01"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01" "01"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01" "01"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01" "01"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01" "01"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01" "01"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01" "01"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01" "01"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01" "01"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01" "01"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01" "01"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03" "03"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "03" "03"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03" "03"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "03" "03"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03" "03"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03" "03"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01" "03"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03" "021"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03" "03"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "021" "01"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03" "03"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03" "03"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03" "03"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03" "03"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03" "03"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03" "03"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03" "03"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03" "03"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03" "03"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03" "03"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03" "03"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03" "03"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "022" "022"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03" "03"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03" "03"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03" "03"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "03" "03"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03" "03"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03" "022"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03" "03"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03" "03"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03" "03"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03" "03"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03" "03"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03" "03"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "03" "03"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03" "03"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03" "03"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03" "03"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03" "03"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03" "03"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03" "03"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03" "03"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03" "03"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03" "03"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03" "03"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03" "03"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03" "03"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03" "03"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03" "03"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "03" "03"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "03" "03"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03" "03"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03" "03"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01" "01"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03" "03"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "03" "03"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "03" "022"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "022" "022"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "022" "022"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "022" "03"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "022" "022"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "022" "022"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "022" "022"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "022" "03"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "022" "03"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "022" "022"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "022" "022"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "022" "03"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "022" "022"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "022" "03"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "03" "022"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "022" "03"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "022" "022"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "022" "022"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "022" "022"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "03" "03"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "03" "03"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "03" "022"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "022" "03"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "022" "03"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "03" "022"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "022" "03"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "022" "03"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "022" "022"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "022" "03"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "022" "03"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "022" "022"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "022" "022"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "022" "03"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "03" "022"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "022" "022"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "022" "023"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "023" "023"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "023" "023"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "023" "023"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "023" "023"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "023" "023"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "023" "023"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01" "01"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "01" "01"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "01" "01"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "01" "01"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "01" "01"
#> Trib2_CTX_250ng_1
#> "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 7801))
#> Calb2_tdTpositive_cell_1 Calb2_tdTpositive_cell_2
#> "03" "02"
#> Calb2_tdTpositive_cell_3 Calb2_tdTpositive_cell_4
#> "01" "03"
#> Calb2_tdTpositive_cell_5 Calb2_tdTpositive_cell_6
#> "03" "01"
#> Calb2_tdTpositive_cell_7 Calb2_tdTpositive_cell_8
#> "01" "01"
#> Calb2_tdTpositive_cell_9 Calb2_tdTpositive_cell_10
#> "01" "01"
#> Calb2_tdTpositive_cell_11 Calb2_tdTpositive_cell_12
#> "03" "01"
#> Calb2_tdTpositive_cell_13 Calb2_tdTpositive_cell_14
#> "03" "01"
#> Calb2_tdTpositive_cell_15 Calb2_tdTpositive_cell_16
#> "03" "03"
#> Calb2_tdTpositive_cell_17 Calb2_tdTpositive_cell_18
#> "03" "02"
#> Calb2_tdTpositive_cell_19 Calb2_tdTpositive_cell_20
#> "02" "02"
#> Calb2_tdTpositive_cell_21 Calb2_tdTpositive_cell_22
#> "02" "03"
#> Calb2_tdTpositive_cell_23 Calb2_tdTpositive_cell_24
#> "01" "02"
#> Calb2_tdTpositive_cell_25 Calb2_tdTpositive_cell_26
#> "02" "02"
#> Calb2_tdTpositive_cell_27 Calb2_tdTpositive_cell_28
#> "02" "02"
#> Calb2_tdTpositive_cell_29 Calb2_tdTpositive_cell_30
#> "02" "01"
#> Calb2_tdTpositive_cell_31 Calb2_tdTpositive_cell_32
#> "01" "01"
#> Calb2_tdTpositive_cell_33 Calb2_tdTpositive_cell_34
#> "01" "03"
#> Calb2_tdTpositive_cell_35 Calb2_tdTpositive_cell_36
#> "02" "02"
#> Calb2_tdTpositive_cell_37 Calb2_tdTpositive_cell_38
#> "03" "03"
#> Calb2_tdTpositive_cell_39 Calb2_tdTpositive_cell_40
#> "01" "02"
#> Calb2_tdTpositive_cell_41 Calb2_tdTpositive_cell_42
#> "02" "01"
#> Calb2_tdTpositive_cell_43 Calb2_tdTpositive_cell_44
#> "03" "03"
#> Calb2_tdTpositive_cell_45 Calb2_tdTpositive_cell_46
#> "01" "02"
#> Calb2_tdTpositive_cell_47 Calb2_tdTpositive_cell_48
#> "01" "02"
#> Calb2_tdTpositive_cell_49 Calb2_tdTpositive_cell_50
#> "03" "02"
#> Calb2_tdTpositive_cell_51 Calb2_tdTpositive_cell_52
#> "01" "03"
#> Calb2_tdTpositive_cell_53 Calb2_tdTpositive_cell_54
#> "02" "03"
#> Calb2_tdTpositive_cell_55 Calb2_tdTpositive_cell_56
#> "02" "02"
#> Calb2_tdTpositive_cell_57 Calb2_tdTpositive_cell_58
#> "02" "02"
#> Calb2_tdTpositive_cell_59 Calb2_tdTpositive_cell_60
#> "03" "02"
#> Calb2_tdTpositive_cell_61 Calb2_tdTpositive_cell_62
#> "02" "02"
#> Calb2_tdTpositive_cell_63 Calb2_tdTpositive_cell_64
#> "02" "02"
#> Chat_tdTpositive_cell_1 Chat_tdTpositive_cell_2
#> "02" "02"
#> Chat_tdTpositive_cell_3 Chat_tdTpositive_cell_4
#> "03" "02"
#> Chat_tdTpositive_cell_5 Chat_tdTpositive_cell_6
#> "02" "02"
#> Chrna2_tdTpositive_cell_1 Chrna2_tdTpositive_cell_2
#> "02" "02"
#> Chrna2_tdTpositive_cell_3 Chrna2_tdTpositive_cell_4
#> "01" "03"
#> Chrna2_tdTpositive_cell_5 Chrna2_tdTpositive_cell_6
#> "02" "03"
#> Chrna2_tdTpositive_cell_7 Chrna2_tdTpositive_cell_8
#> "03" "02"
#> Chrna2_tdTpositive_cell_9 Chrna2_tdTpositive_cell_10
#> "03" "03"
#> Chrna2_tdTpositive_cell_11 Chrna2_tdTpositive_cell_12
#> "03" "03"
#> Chrna2_tdTpositive_cell_13 Chrna2_tdTpositive_cell_14
#> "03" "03"
#> Chrna2_tdTpositive_cell_15 Chrna2_tdTpositive_cell_16
#> "03" "03"
#> Chrna2_tdTpositive_cell_17 Chrna2_tdTpositive_cell_18
#> "03" "01"
#> Chrna2_tdTpositive_cell_19 Chrna2_tdTpositive_cell_20
#> "03" "03"
#> Chrna2_tdTpositive_cell_21 Chrna2_tdTpositive_cell_22
#> "03" "01"
#> Chrna2_tdTpositive_cell_23 Chrna2_tdTpositive_cell_24
#> "03" "01"
#> Chrna2_tdTpositive_cell_25 Chrna2_tdTpositive_cell_26
#> "03" "03"
#> Chrna2_tdTpositive_cell_27 Chrna2_tdTpositive_cell_28
#> "03" "03"
#> Chrna2_tdTpositive_cell_29 Chrna2_tdTpositive_cell_30
#> "03" "03"
#> Chrna2_tdTpositive_cell_31 Chrna2_tdTpositive_cell_32
#> "02" "02"
#> Chrna2_tdTpositive_cell_33 Chrna2_tdTpositive_cell_34
#> "03" "03"
#> Chrna2_tdTpositive_cell_35 Chrna2_tdTpositive_cell_36
#> "03" "03"
#> Chrna2_tdTpositive_cell_37 Chrna2_tdTpositive_cell_38
#> "03" "01"
#> Chrna2_tdTpositive_cell_39 Chrna2_tdTpositive_cell_40
#> "03" "03"
#> Chrna2_tdTpositive_cell_41 Chrna2_tdTpositive_cell_42
#> "02" "03"
#> Chrna2_tdTpositive_cell_43 Chrna2_tdTpositive_cell_44
#> "03" "03"
#> Chrna2_tdTpositive_cell_45 Chrna2_tdTpositive_cell_46
#> "03" "03"
#> Chrna2_tdTpositive_cell_47 Chrna2_tdTpositive_cell_48
#> "03" "03"
#> Chrna2_tdTpositive_cell_49 Chrna2_tdTpositive_cell_50
#> "03" "03"
#> Chrna2_tdTpositive_cell_51 Chrna2_tdTpositive_cell_52
#> "01" "03"
#> Chrna2_tdTpositive_cell_53 Chrna2_tdTpositive_cell_54
#> "03" "03"
#> Chrna2_tdTpositive_cell_55 Chrna2_tdTpositive_cell_56
#> "03" "03"
#> Chrna2_tdTpositive_cell_57 Chrna2_tdTpositive_cell_58
#> "03" "01"
#> Chrna2_tdTpositive_cell_59 Chrna2_tdTpositive_cell_60
#> "03" "03"
#> Chrna2_tdTpositive_cell_61 Chrna2_tdTpositive_cell_62
#> "03" "03"
#> Chrna2_tdTpositive_cell_63 Chrna2_tdTpositive_cell_64
#> "01" "03"
#> Chrna2_tdTpositive_cell_65 Chrna2_tdTpositive_cell_66
#> "03" "03"
#> Chrna2_tdTpositive_cell_67 Chrna2_tdTpositive_cell_68
#> "01" "01"
#> Chrna2_tdTpositive_cell_69 Chrna2_tdTpositive_cell_70
#> "01" "03"
#> Chrna2_tdTpositive_cell_71 Chrna2_tdTpositive_cell_72
#> "02" "01"
#> Chrna2_tdTpositive_cell_73 Chrna2_tdTpositive_cell_74
#> "01" "01"
#> Chrna2_tdTpositive_cell_75 Chrna2_tdTpositive_cell_76
#> "01" "03"
#> Chrna2_tdTpositive_cell_77 Chrna2_tdTpositive_cell_78
#> "03" "03"
#> Chrna2_tdTpositive_cell_79 Chrna2_tdTpositive_cell_80
#> "03" "03"
#> Chrna2_tdTpositive_cell_81 Chrna2_tdTpositive_cell_82
#> "03" "01"
#> Chrna2_tdTpositive_cell_83 Chrna2_tdTpositive_cell_84
#> "03" "03"
#> Ctgf_tdTpositive_cell_1 Ctgf_tdTpositive_cell_2
#> "02" "02"
#> Ctgf_tdTpositive_cell_3 Ctgf_tdTpositive_cell_4
#> "02" "02"
#> Ctgf_tdTpositive_cell_5 Ctgf_tdTpositive_cell_6
#> "02" "02"
#> Ctgf_tdTpositive_cell_7 Ctgf_tdTpositive_cell_8
#> "02" "02"
#> Ctgf_tdTpositive_cell_9 Ctgf_tdTpositive_cell_10
#> "02" "02"
#> Ctgf_tdTpositive_cell_11 Ctgf_tdTpositive_cell_12
#> "01" "01"
#> Ctgf_tdTpositive_cell_13 Ctgf_tdTpositive_cell_14
#> "01" "01"
#> Ctgf_tdTpositive_cell_15 Ctgf_tdTpositive_cell_16
#> "01" "01"
#> Ctgf_tdTpositive_cell_17 Ctgf_tdTpositive_cell_18
#> "01" "01"
#> Ctgf_tdTpositive_cell_19 Ctgf_tdTpositive_cell_20
#> "01" "01"
#> Ctgf_tdTpositive_cell_21 Ctgf_tdTpositive_cell_22
#> "01" "01"
#> Ctgf_tdTpositive_cell_23 Ctgf_tdTpositive_cell_24
#> "01" "02"
#> Cux2_tdTpositive_cell_1 Cux2_tdTpositive_cell_2
#> "01" "01"
#> Cux2_tdTpositive_cell_3 Cux2_tdTpositive_cell_4
#> "01" "01"
#> Cux2_tdTpositive_cell_5 Cux2_tdTpositive_cell_6
#> "01" "01"
#> Cux2_tdTpositive_cell_7 Cux2_tdTpositive_cell_8
#> "01" "01"
#> Cux2_tdTpositive_cell_9 Cux2_tdTpositive_cell_10
#> "01" "01"
#> Cux2_tdTpositive_cell_11 Cux2_tdTpositive_cell_12
#> "01" "01"
#> Cux2_tdTpositive_cell_13 Cux2_tdTpositive_cell_14
#> "01" "01"
#> Cux2_tdTpositive_cell_15 Cux2_tdTpositive_cell_16
#> "01" "01"
#> Cux2_tdTpositive_cell_17 Cux2_tdTpositive_cell_18
#> "01" "01"
#> Cux2_tdTpositive_cell_19 Cux2_tdTpositive_cell_20
#> "01" "01"
#> Cux2_tdTpositive_cell_21 Cux2_tdTpositive_cell_22
#> "01" "01"
#> Cux2_tdTpositive_cell_23 Cux2_tdTpositive_cell_24
#> "01" "01"
#> Cux2_tdTpositive_cell_25 Cux2_tdTpositive_cell_26
#> "01" "01"
#> Cux2_tdTpositive_cell_27 Cux2_tdTpositive_cell_28
#> "01" "01"
#> Cux2_tdTpositive_cell_29 Cux2_tdTpositive_cell_30
#> "01" "01"
#> Cux2_tdTpositive_cell_31 Cux2_tdTpositive_cell_32
#> "01" "01"
#> Cux2_tdTpositive_cell_33 Cux2_tdTpositive_cell_34
#> "01" "01"
#> Cux2_tdTpositive_cell_35 Cux2_tdTpositive_cell_36
#> "01" "01"
#> Cux2_tdTpositive_cell_37 Cux2_tdTpositive_cell_38
#> "01" "01"
#> Cux2_tdTpositive_cell_39 Cux2_tdTpositive_cell_40
#> "01" "01"
#> Cux2_tdTpositive_cell_41 Cux2_tdTpositive_cell_42
#> "01" "01"
#> Cux2_tdTpositive_cell_43 Cux2_tdTpositive_cell_44
#> "01" "01"
#> Cux2_tdTpositive_cell_45 Cux2_tdTpositive_cell_46
#> "01" "01"
#> Cux2_tdTpositive_cell_47 Cux2_tdTpositive_cell_48
#> "01" "01"
#> Cux2_tdTpositive_cell_49 Cux2_tdTpositive_cell_50
#> "01" "01"
#> Cux2_tdTpositive_cell_51 Cux2_tdTpositive_cell_52
#> "01" "01"
#> Cux2_tdTpositive_cell_53 Cux2_tdTpositive_cell_54
#> "01" "01"
#> Cux2_tdTpositive_cell_55 Cux2_tdTpositive_cell_56
#> "01" "01"
#> Cux2_tdTpositive_cell_57 Cux2_tdTpositive_cell_58
#> "01" "01"
#> Cux2_tdTpositive_cell_59 Cux2_tdTpositive_cell_60
#> "01" "01"
#> Cux2_tdTpositive_cell_61 Cux2_tdTpositive_cell_62
#> "01" "01"
#> Cux2_tdTpositive_cell_63 Cux2_tdTpositive_cell_64
#> "03" "01"
#> Cux2_tdTpositive_cell_65 Cux2_tdTpositive_cell_66
#> "01" "01"
#> Cux2_tdTpositive_cell_67 Cux2_tdTpositive_cell_68
#> "01" "01"
#> Cux2_tdTpositive_cell_69 Cux2_tdTpositive_cell_70
#> "01" "01"
#> Cux2_tdTpositive_cell_71 Cux2_tdTpositive_cell_72
#> "01" "03"
#> Cux2_tdTpositive_cell_73 Cux2_tdTpositive_cell_74
#> "02" "02"
#> Cux2_tdTpositive_cell_75 Cux2_tdTpositive_cell_76
#> "01" "01"
#> Cux2_tdTpositive_cell_77 Cux2_tdTpositive_cell_78
#> "02" "01"
#> Cux2_tdTpositive_cell_79 Cux2_tdTpositive_cell_80
#> "01" "01"
#> Cux2_tdTpositive_cell_81 Cux2_tdTpositive_cell_82
#> "01" "01"
#> Cux2_tdTpositive_cell_83 Cux2_tdTpositive_cell_84
#> "01" "01"
#> Cux2_tdTpositive_cell_85 Cux2_tdTpositive_cell_86
#> "02" "02"
#> Cux2_tdTpositive_cell_87 Cux2_tdTpositive_cell_88
#> "03" "01"
#> Cux2_tdTpositive_cell_89 Cux2_tdTpositive_cell_90
#> "01" "01"
#> Cux2_tdTpositive_cell_91 Cux2_tdTpositive_cell_92
#> "01" "01"
#> Cux2_tdTpositive_cell_93 Cux2_tdTpositive_cell_94
#> "02" "02"
#> Cux2_tdTpositive_cell_95 Cux2_tdTpositive_cell_96
#> "01" "01"
#> Cux2_tdTpositive_cell_97 Cux2_tdTpositive_cell_98
#> "01" "03"
#> Cux2_tdTpositive_cell_99 Cux2_tdTpositive_cell_100
#> "01" "01"
#> Cux2_tdTpositive_cell_101 Cux2_tdTpositive_cell_102
#> "01" "01"
#> Cux2_tdTpositive_cell_103 Cux2_tdTpositive_cell_104
#> "01" "01"
#> Cux2_tdTpositive_cell_105 Cux2_tdTpositive_cell_106
#> "01" "01"
#> Cux2_tdTpositive_cell_107 Cux2_tdTpositive_cell_108
#> "01" "01"
#> Cux2_tdTpositive_cell_109 Cux2_tdTpositive_cell_110
#> "01" "01"
#> Cux2_tdTpositive_cell_111 Cux2_tdTpositive_cell_112
#> "01" "01"
#> Cux2_tdTpositive_cell_113 Cux2_tdTpositive_cell_114
#> "01" "01"
#> Cux2_tdTpositive_cell_115 Cux2_tdTpositive_cell_116
#> "01" "01"
#> Cux2_tdTpositive_cell_117 Cux2_tdTpositive_cell_118
#> "01" "01"
#> Cux2_tdTpositive_cell_119 Cux2_tdTpositive_cell_120
#> "01" "01"
#> Cux2_tdTpositive_cell_121 Cux2_tdTpositive_cell_122
#> "01" "01"
#> Cux2_tdTpositive_cell_123 Cux2_tdTpositive_cell_124
#> "01" "02"
#> Cux2_tdTnegative_cell_1 Cux2_tdTnegative_cell_2
#> "02" "02"
#> Cux2_tdTnegative_cell_3 Cux2_tdTnegative_cell_4
#> "02" "02"
#> Cux2_tdTnegative_cell_5 Cux2_tdTnegative_cell_6
#> "02" "02"
#> Cux2_tdTnegative_cell_7 Cux2_tdTnegative_cell_8
#> "02" "01"
#> Cux2_tdTnegative_cell_9 Cux2_tdTnegative_cell_10
#> "03" "02"
#> Cux2_tdTnegative_cell_11 Cux2_tdTnegative_cell_12
#> "02" "02"
#> Cux2_tdTnegative_cell_13 Cux2_tdTnegative_cell_14
#> "02" "01"
#> Cux2_tdTnegative_cell_15 Cux2_tdTnegative_cell_16
#> "02" "02"
#> Gad2_tdTpositive_cell_1 Gad2_tdTpositive_cell_2
#> "03" "03"
#> Gad2_tdTpositive_cell_3 Gad2_tdTpositive_cell_4
#> "03" "03"
#> Gad2_tdTpositive_cell_5 Gad2_tdTpositive_cell_6
#> "03" "03"
#> Gad2_tdTpositive_cell_7 Gad2_tdTpositive_cell_8
#> "03" "03"
#> Gad2_tdTpositive_cell_9 Gad2_tdTpositive_cell_10
#> "03" "03"
#> Gad2_tdTpositive_cell_11 Gad2_tdTpositive_cell_12
#> "03" "02"
#> Gad2_tdTpositive_cell_13 Gad2_tdTpositive_cell_14
#> "03" "02"
#> Gad2_tdTpositive_cell_15 Gad2_tdTpositive_cell_16
#> "02" "02"
#> Gad2_tdTpositive_cell_17 Gad2_tdTpositive_cell_18
#> "03" "03"
#> Gad2_tdTpositive_cell_19 Gad2_tdTpositive_cell_20
#> "03" "03"
#> Gad2_tdTpositive_cell_21 Gad2_tdTpositive_cell_22
#> "03" "03"
#> Gad2_tdTpositive_cell_23 Gad2_tdTpositive_cell_24
#> "03" "02"
#> Gad2_tdTpositive_cell_25 Gad2_tdTpositive_cell_26
#> "03" "03"
#> Gad2_tdTpositive_cell_27 Gad2_tdTpositive_cell_28
#> "03" "03"
#> Gad2_tdTpositive_cell_29 Gad2_tdTpositive_cell_30
#> "02" "02"
#> Gad2_tdTpositive_cell_31 Gad2_tdTpositive_cell_32
#> "03" "03"
#> Gad2_tdTpositive_cell_33 Gad2_tdTpositive_cell_34
#> "02" "03"
#> Gad2_tdTpositive_cell_35 Gad2_tdTpositive_cell_36
#> "02" "03"
#> Gad2_tdTpositive_cell_37 Gad2_tdTpositive_cell_38
#> "03" "02"
#> Gad2_tdTpositive_cell_39 Gad2_tdTpositive_cell_40
#> "02" "02"
#> Gad2_tdTpositive_cell_41 Gad2_tdTpositive_cell_42
#> "02" "01"
#> Gad2_tdTpositive_cell_43 Gad2_tdTpositive_cell_44
#> "03" "02"
#> Gad2_tdTpositive_cell_45 Gad2_tdTpositive_cell_46
#> "02" "02"
#> Gad2_tdTpositive_cell_47 Gad2_tdTpositive_cell_48
#> "03" "03"
#> Gad2_tdTpositive_cell_49 Gad2_tdTpositive_cell_50
#> "02" "01"
#> Gad2_tdTpositive_cell_51 Gad2_tdTpositive_cell_52
#> "01" "02"
#> Gad2_tdTpositive_cell_53 Gad2_tdTpositive_cell_54
#> "02" "02"
#> Gad2_tdTpositive_cell_55 Gad2_tdTpositive_cell_56
#> "03" "03"
#> Gad2_tdTpositive_cell_57 Gad2_tdTpositive_cell_58
#> "03" "03"
#> Gad2_tdTpositive_cell_59 Gad2_tdTpositive_cell_60
#> "02" "03"
#> Gad2_tdTpositive_cell_61 Gad2_tdTpositive_cell_62
#> "03" "03"
#> Gad2_tdTpositive_cell_63 Gad2_tdTpositive_cell_64
#> "03" "03"
#> Gad2_tdTpositive_cell_65 Gad2_tdTpositive_cell_66
#> "03" "01"
#> Gad2_tdTpositive_cell_67 Gad2_tdTpositive_cell_68
#> "03" "03"
#> Gad2_tdTpositive_cell_69 Gad2_tdTpositive_cell_70
#> "02" "03"
#> Gad2_tdTpositive_cell_71 Gad2_tdTpositive_cell_72
#> "03" "03"
#> Gad2_tdTpositive_cell_73 Gad2_tdTpositive_cell_74
#> "03" "03"
#> Gad2_tdTpositive_cell_75 Gad2_tdTpositive_cell_76
#> "03" "03"
#> Gad2_tdTpositive_cell_77 Gad2_tdTpositive_cell_78
#> "02" "02"
#> Gad2_tdTpositive_cell_79 Gad2_tdTpositive_cell_80
#> "02" "02"
#> Htr3a_tdTpositive_cell_1 Htr3a_tdTpositive_cell_2
#> "03" "03"
#> Htr3a_tdTpositive_cell_3 Htr3a_tdTpositive_cell_4
#> "03" "03"
#> Htr3a_tdTpositive_cell_5 Htr3a_tdTpositive_cell_6
#> "03" "03"
#> Htr3a_tdTpositive_cell_7 Htr3a_tdTpositive_cell_8
#> "03" "03"
#> Htr3a_tdTpositive_cell_9 Htr3a_tdTpositive_cell_10
#> "03" "03"
#> Htr3a_tdTpositive_cell_11 Htr3a_tdTpositive_cell_12
#> "03" "03"
#> Htr3a_tdTpositive_cell_13 Htr3a_tdTpositive_cell_14
#> "02" "02"
#> Htr3a_tdTpositive_cell_15 Htr3a_tdTpositive_cell_16
#> "03" "03"
#> Htr3a_tdTpositive_cell_17 Htr3a_tdTpositive_cell_18
#> "03" "03"
#> Htr3a_tdTpositive_cell_19 Htr3a_tdTpositive_cell_20
#> "03" "02"
#> Htr3a_tdTpositive_cell_21 Htr3a_tdTpositive_cell_22
#> "02" "03"
#> Htr3a_tdTpositive_cell_23 Htr3a_tdTpositive_cell_24
#> "03" "03"
#> Htr3a_tdTpositive_cell_25 Htr3a_tdTpositive_cell_26
#> "03" "03"
#> Htr3a_tdTpositive_cell_27 Htr3a_tdTpositive_cell_28
#> "02" "03"
#> Htr3a_tdTpositive_cell_29 Htr3a_tdTpositive_cell_30
#> "02" "03"
#> Htr3a_tdTpositive_cell_31 Htr3a_tdTpositive_cell_32
#> "02" "03"
#> Htr3a_tdTpositive_cell_33 Htr3a_tdTpositive_cell_34
#> "03" "03"
#> Htr3a_tdTpositive_cell_35 Htr3a_tdTpositive_cell_36
#> "02" "03"
#> Htr3a_tdTpositive_cell_37 Htr3a_tdTpositive_cell_38
#> "03" "03"
#> Htr3a_tdTpositive_cell_39 Htr3a_tdTpositive_cell_40
#> "02" "02"
#> Htr3a_tdTpositive_cell_41 Htr3a_tdTpositive_cell_42
#> "03" "03"
#> Htr3a_tdTpositive_cell_43 Htr3a_tdTpositive_cell_44
#> "03" "03"
#> Htr3a_tdTpositive_cell_45 Htr3a_tdTpositive_cell_46
#> "03" "03"
#> Htr3a_tdTpositive_cell_47 Htr3a_tdTpositive_cell_48
#> "03" "02"
#> Htr3a_tdTpositive_cell_49 Htr3a_tdTpositive_cell_50
#> "03" "03"
#> Htr3a_tdTpositive_cell_51 Htr3a_tdTpositive_cell_52
#> "03" "03"
#> Htr3a_tdTpositive_cell_53 Htr3a_tdTpositive_cell_54
#> "03" "03"
#> Htr3a_tdTpositive_cell_55 Htr3a_tdTpositive_cell_56
#> "02" "02"
#> Htr3a_tdTpositive_cell_57 Htr3a_tdTpositive_cell_58
#> "02" "02"
#> Htr3a_tdTpositive_cell_59 Htr3a_tdTpositive_cell_60
#> "02" "03"
#> Htr3a_tdTpositive_cell_61 Htr3a_tdTpositive_cell_62
#> "03" "03"
#> Htr3a_tdTpositive_cell_63 Htr3a_tdTpositive_cell_64
#> "03" "03"
#> Htr3a_tdTpositive_cell_65 Htr3a_tdTpositive_cell_66
#> "03" "02"
#> Htr3a_tdTpositive_cell_67 Htr3a_tdTpositive_cell_68
#> "03" "03"
#> Htr3a_tdTpositive_cell_69 Htr3a_tdTpositive_cell_70
#> "03" "03"
#> Htr3a_tdTpositive_cell_71 Htr3a_tdTpositive_cell_72
#> "02" "01"
#> Htr3a_tdTpositive_cell_73 Htr3a_tdTpositive_cell_74
#> "03" "03"
#> Htr3a_tdTpositive_cell_75 Htr3a_tdTpositive_cell_76
#> "03" "03"
#> Htr3a_tdTpositive_cell_77 Htr3a_tdTpositive_cell_78
#> "03" "03"
#> Htr3a_tdTpositive_cell_79 Htr3a_tdTpositive_cell_80
#> "01" "03"
#> Htr3a_tdTpositive_cell_81 Htr3a_tdTpositive_cell_82
#> "02" "03"
#> Htr3a_tdTpositive_cell_83 Htr3a_tdTpositive_cell_84
#> "03" "03"
#> Htr3a_tdTpositive_cell_85 Htr3a_tdTpositive_cell_86
#> "03" "01"
#> Htr3a_tdTpositive_cell_87 Htr3a_tdTpositive_cell_88
#> "03" "03"
#> Htr3a_tdTpositive_cell_89 Htr3a_tdTpositive_cell_90
#> "03" "03"
#> Htr3a_tdTpositive_cell_91 Htr3a_tdTpositive_cell_92
#> "03" "02"
#> Htr3a_tdTpositive_cell_93 Htr3a_tdTpositive_cell_94
#> "01" "03"
#> Htr3a_tdTpositive_cell_95 Htr3a_tdTpositive_cell_96
#> "02" "01"
#> Htr3a_tdTpositive_cell_97 Htr3a_tdTpositive_cell_98
#> "01" "01"
#> Htr3a_tdTpositive_cell_99 Htr3a_tdTpositive_cell_100
#> "01" "01"
#> Htr3a_tdTpositive_cell_101 Htr3a_tdTpositive_cell_102
#> "02" "03"
#> Htr3a_tdTpositive_cell_103 Htr3a_tdTpositive_cell_104
#> "03" "02"
#> Htr3a_tdTpositive_cell_105 Htr3a_tdTpositive_cell_106
#> "01" "01"
#> Htr3a_tdTpositive_cell_107 Htr3a_tdTpositive_cell_108
#> "01" "01"
#> Htr3a_tdTpositive_cell_109 Htr3a_tdTpositive_cell_110
#> "01" "01"
#> Htr3a_tdTpositive_cell_111 Htr3a_tdTpositive_cell_112
#> "01" "03"
#> Htr3a_tdTpositive_cell_113 Htr3a_tdTpositive_cell_114
#> "01" "01"
#> Htr3a_tdTpositive_cell_115 Htr3a_tdTpositive_cell_116
#> "03" "01"
#> Htr3a_tdTpositive_cell_117 Htr3a_tdTpositive_cell_118
#> "01" "03"
#> Htr3a_tdTpositive_cell_119 Htr3a_tdTpositive_cell_120
#> "03" "01"
#> Htr3a_tdTpositive_cell_121 Htr3a_tdTpositive_cell_122
#> "01" "03"
#> Htr3a_tdTpositive_cell_123 Ndnf_tdTpositive_cell_1
#> "01" "02"
#> Ndnf_tdTpositive_cell_2 Ndnf_tdTpositive_cell_3
#> "01" "02"
#> Ndnf_tdTpositive_cell_4 Ndnf_tdTpositive_cell_5
#> "02" "02"
#> Ndnf_tdTpositive_cell_6 Ndnf_tdTpositive_cell_7
#> "02" "02"
#> Ndnf_tdTpositive_cell_8 Ndnf_tdTpositive_cell_9
#> "02" "02"
#> Ndnf_tdTpositive_cell_10 Ndnf_tdTpositive_cell_11
#> "02" "02"
#> Ndnf_tdTpositive_cell_12 Ndnf_tdTpositive_cell_13
#> "02" "03"
#> Ndnf_tdTpositive_cell_14 Ndnf_tdTpositive_cell_15
#> "03" "03"
#> Ndnf_tdTpositive_cell_16 Ndnf_tdTpositive_cell_17
#> "03" "03"
#> Ndnf_tdTpositive_cell_18 Ndnf_tdTpositive_cell_19
#> "03" "03"
#> Ndnf_tdTpositive_cell_20 Ndnf_tdTpositive_cell_21
#> "02" "02"
#> Ndnf_tdTnegative_cell_1 Ndnf_tdTnegative_cell_2
#> "02" "03"
#> Ndnf_tdTnegative_cell_3 Ndnf_tdTnegative_cell_4
#> "01" "02"
#> Ndnf_tdTnegative_cell_5 Ndnf_tdTnegative_cell_6
#> "02" "02"
#> Ndnf_tdTnegative_cell_7 Ndnf_tdTnegative_cell_8
#> "02" "01"
#> Ndnf_tdTnegative_cell_9 Ndnf_tdTnegative_cell_10
#> "01" "02"
#> Ndnf_tdTnegative_cell_11 Ndnf_tdTnegative_cell_12
#> "02" "03"
#> Nkx2-1_tdTpositive_cell_1 Nkx2-1_tdTpositive_cell_2
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_3 Nkx2-1_tdTpositive_cell_4
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_5 Nkx2-1_tdTpositive_cell_6
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_7 Nkx2-1_tdTpositive_cell_8
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_9 Nkx2-1_tdTpositive_cell_10
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_11 Nkx2-1_tdTpositive_cell_12
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_13 Nkx2-1_tdTpositive_cell_14
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_15 Nkx2-1_tdTpositive_cell_16
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_17 Nkx2-1_tdTpositive_cell_18
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_19 Nkx2-1_tdTpositive_cell_20
#> "03" "03"
#> Nkx2-1_tdTpositive_cell_21 Nkx2-1_tdTpositive_cell_22
#> "02" "02"
#> Nkx2-1_tdTpositive_cell_23 Nos1_tdTpositive_cell_1
#> "02" "02"
#> Nos1_tdTpositive_cell_2 Nos1_tdTpositive_cell_3
#> "03" "02"
#> Nos1_tdTpositive_cell_4 Nos1_tdTpositive_cell_5
#> "03" "03"
#> Nos1_tdTpositive_cell_6 Nos1_tdTpositive_cell_7
#> "03" "03"
#> Nos1_tdTpositive_cell_8 Nos1_tdTpositive_cell_9
#> "03" "03"
#> Nos1_tdTpositive_cell_10 Nos1_tdTpositive_cell_11
#> "03" "03"
#> Nos1_tdTpositive_cell_12 Nos1_tdTpositive_cell_13
#> "03" "03"
#> Nos1_tdTpositive_cell_14 Nos1_tdTpositive_cell_15
#> "03" "03"
#> Nos1_tdTpositive_cell_16 Nos1_tdTpositive_cell_17
#> "03" "03"
#> Nos1_tdTpositive_cell_18 Nos1_tdTpositive_cell_19
#> "03" "03"
#> Nos1_tdTpositive_cell_20 Nos1_tdTpositive_cell_21
#> "03" "03"
#> Nos1_tdTpositive_cell_22 Nos1_tdTpositive_cell_23
#> "03" "01"
#> Nos1_tdTpositive_cell_24 Nos1_tdTpositive_cell_25
#> "03" "03"
#> Nos1_tdTpositive_cell_26 Nos1_tdTpositive_cell_27
#> "01" "01"
#> Nos1_tdTpositive_cell_28 Nos1_tdTpositive_cell_29
#> "01" "03"
#> Nos1_tdTpositive_cell_30 Nos1_tdTpositive_cell_31
#> "01" "03"
#> Nos1_tdTpositive_cell_32 Nos1_tdTpositive_cell_33
#> "03" "01"
#> Nos1_tdTpositive_cell_34 Nos1_tdTpositive_cell_35
#> "01" "03"
#> Nos1_tdTpositive_cell_36 Nos1_tdTpositive_cell_37
#> "03" "01"
#> Nos1_tdTpositive_cell_38 Nos1_tdTpositive_cell_39
#> "01" "03"
#> Nos1_tdTpositive_cell_40 Nos1_tdTpositive_cell_41
#> "03" "03"
#> Nos1_tdTpositive_cell_42 Nos1_tdTpositive_cell_43
#> "01" "01"
#> Nos1_tdTpositive_cell_44 Nos1_tdTpositive_cell_45
#> "03" "03"
#> Nos1_tdTpositive_cell_46 Nos1_tdTpositive_cell_47
#> "01" "03"
#> Nos1_tdTpositive_cell_48 Nos1_tdTpositive_cell_49
#> "03" "01"
#> Nos1_tdTpositive_cell_50 Nos1_tdTpositive_cell_51
#> "03" "01"
#> Nos1_tdTpositive_cell_52 Nos1_tdTpositive_cell_53
#> "03" "03"
#> Nos1_tdTpositive_cell_54 Nos1_tdTpositive_cell_55
#> "02" "03"
#> Nos1_tdTpositive_cell_56 Nos1_tdTpositive_cell_57
#> "03" "03"
#> Nos1_tdTpositive_cell_58 Nos1_tdTpositive_cell_59
#> "03" "01"
#> Nos1_tdTpositive_cell_60 Nos1_tdTpositive_cell_61
#> "03" "01"
#> Nos1_tdTpositive_cell_62 Nos1_tdTpositive_cell_63
#> "03" "03"
#> Nos1_tdTpositive_cell_64 Nos1_tdTpositive_cell_65
#> "03" "01"
#> Nos1_tdTpositive_cell_66 Nos1_tdTpositive_cell_67
#> "02" "03"
#> Nos1_tdTpositive_cell_68 Nos1_tdTpositive_cell_69
#> "03" "03"
#> Nos1_tdTpositive_cell_70 Nos1_tdTpositive_cell_71
#> "03" "01"
#> Nos1_tdTpositive_cell_72 Nos1_tdTpositive_cell_73
#> "01" "02"
#> Nr5a1_tdTpositive_cell_1 Nr5a1_tdTpositive_cell_2
#> "01" "01"
#> Nr5a1_tdTpositive_cell_3 Nr5a1_tdTpositive_cell_4
#> "01" "01"
#> Nr5a1_tdTpositive_cell_5 Nr5a1_tdTpositive_cell_6
#> "01" "01"
#> Nr5a1_tdTpositive_cell_7 Nr5a1_tdTpositive_cell_8
#> "01" "01"
#> Nr5a1_tdTpositive_cell_9 Nr5a1_tdTpositive_cell_10
#> "01" "01"
#> Nr5a1_tdTpositive_cell_11 Nr5a1_tdTpositive_cell_12
#> "01" "01"
#> Nr5a1_tdTpositive_cell_13 Nr5a1_tdTpositive_cell_14
#> "01" "01"
#> Nr5a1_tdTpositive_cell_15 Nr5a1_tdTpositive_cell_16
#> "01" "01"
#> Nr5a1_tdTpositive_cell_17 Nr5a1_tdTpositive_cell_18
#> "01" "01"
#> Nr5a1_tdTpositive_cell_19 Nr5a1_tdTpositive_cell_20
#> "01" "01"
#> Nr5a1_tdTpositive_cell_21 Nr5a1_tdTpositive_cell_22
#> "01" "01"
#> Nr5a1_tdTpositive_cell_23 Nr5a1_tdTpositive_cell_24
#> "01" "01"
#> Nr5a1_tdTpositive_cell_25 Nr5a1_tdTpositive_cell_26
#> "01" "01"
#> Nr5a1_tdTpositive_cell_27 Nr5a1_tdTpositive_cell_28
#> "01" "01"
#> Nr5a1_tdTpositive_cell_29 Nr5a1_tdTpositive_cell_30
#> "01" "01"
#> Nr5a1_tdTpositive_cell_31 Nr5a1_tdTpositive_cell_32
#> "01" "01"
#> Nr5a1_tdTpositive_cell_33 Nr5a1_tdTpositive_cell_34
#> "01" "01"
#> Nr5a1_tdTpositive_cell_35 Nr5a1_tdTpositive_cell_36
#> "02" "01"
#> Nr5a1_tdTpositive_cell_37 Nr5a1_tdTpositive_cell_38
#> "01" "01"
#> Nr5a1_tdTpositive_cell_39 Nr5a1_tdTpositive_cell_40
#> "01" "01"
#> Nr5a1_tdTpositive_cell_41 Nr5a1_tdTpositive_cell_42
#> "01" "01"
#> Nr5a1_tdTpositive_cell_43 Nr5a1_tdTpositive_cell_44
#> "01" "01"
#> Nr5a1_tdTpositive_cell_45 Nr5a1_tdTpositive_cell_46
#> "01" "01"
#> Nr5a1_tdTpositive_cell_47 Nr5a1_tdTpositive_cell_48
#> "01" "01"
#> Nr5a1_tdTpositive_cell_49 Nr5a1_tdTpositive_cell_50
#> "02" "01"
#> Nr5a1_tdTpositive_cell_51 Nr5a1_tdTpositive_cell_52
#> "02" "01"
#> Ntsr1_tdTpositive_cell_1 Ntsr1_tdTpositive_cell_2
#> "01" "01"
#> Ntsr1_tdTpositive_cell_3 Ntsr1_tdTpositive_cell_4
#> "01" "01"
#> Ntsr1_tdTpositive_cell_5 Ntsr1_tdTpositive_cell_6
#> "01" "01"
#> Ntsr1_tdTpositive_cell_7 Ntsr1_tdTpositive_cell_8
#> "01" "01"
#> Ntsr1_tdTpositive_cell_9 Ntsr1_tdTpositive_cell_10
#> "01" "01"
#> Ntsr1_tdTpositive_cell_11 Ntsr1_tdTpositive_cell_12
#> "01" "01"
#> Ntsr1_tdTpositive_cell_13 Ntsr1_tdTpositive_cell_14
#> "01" "01"
#> Ntsr1_tdTpositive_cell_15 Ntsr1_tdTpositive_cell_16
#> "01" "01"
#> Ntsr1_tdTpositive_cell_17 Ntsr1_tdTpositive_cell_18
#> "01" "01"
#> Ntsr1_tdTpositive_cell_19 Ntsr1_tdTpositive_cell_20
#> "01" "03"
#> Ntsr1_tdTpositive_cell_21 Ntsr1_tdTpositive_cell_22
#> "01" "01"
#> Ntsr1_tdTpositive_cell_23 Ntsr1_tdTpositive_cell_24
#> "01" "01"
#> Ntsr1_tdTpositive_cell_25 Ntsr1_tdTpositive_cell_26
#> "01" "01"
#> Ntsr1_tdTpositive_cell_27 Ntsr1_tdTpositive_cell_28
#> "01" "01"
#> Ntsr1_tdTpositive_cell_29 Ntsr1_tdTpositive_cell_30
#> "01" "01"
#> Ntsr1_tdTpositive_cell_31 Ntsr1_tdTpositive_cell_32
#> "01" "01"
#> Ntsr1_tdTpositive_cell_33 Ntsr1_tdTpositive_cell_34
#> "01" "01"
#> Ntsr1_tdTpositive_cell_35 Ntsr1_tdTpositive_cell_36
#> "01" "01"
#> Ntsr1_tdTpositive_cell_37 Ntsr1_tdTpositive_cell_38
#> "01" "01"
#> Ntsr1_tdTpositive_cell_39 Ntsr1_tdTpositive_cell_40
#> "01" "01"
#> Ntsr1_tdTpositive_cell_41 Ntsr1_tdTpositive_cell_42
#> "01" "01"
#> Ntsr1_tdTpositive_cell_43 Ntsr1_tdTpositive_cell_44
#> "01" "01"
#> Ntsr1_tdTpositive_cell_45 Ntsr1_tdTpositive_cell_46
#> "01" "01"
#> Ntsr1_tdTpositive_cell_47 Ntsr1_tdTpositive_cell_48
#> "01" "01"
#> Ntsr1_tdTpositive_cell_49 Ntsr1_tdTpositive_cell_50
#> "01" "01"
#> Ntsr1_tdTpositive_cell_51 Ntsr1_tdTpositive_cell_52
#> "01" "01"
#> Ntsr1_tdTpositive_cell_53 Ntsr1_tdTpositive_cell_54
#> "01" "01"
#> Ntsr1_tdTpositive_cell_55 Ntsr1_tdTpositive_cell_56
#> "01" "01"
#> Ntsr1_tdTpositive_cell_57 Ntsr1_tdTpositive_cell_58
#> "01" "01"
#> Ntsr1_tdTpositive_cell_59 Ntsr1_tdTpositive_cell_60
#> "01" "01"
#> Ntsr1_tdTpositive_cell_61 Ntsr1_tdTpositive_cell_62
#> "01" "01"
#> Ntsr1_tdTpositive_cell_63 Ntsr1_tdTpositive_cell_64
#> "01" "01"
#> Ntsr1_tdTpositive_cell_65 Ntsr1_tdTpositive_cell_66
#> "01" "01"
#> Ntsr1_tdTpositive_cell_67 Ntsr1_tdTpositive_cell_68
#> "01" "01"
#> Ntsr1_tdTpositive_cell_69 Ntsr1_tdTpositive_cell_70
#> "01" "01"
#> Ntsr1_tdTpositive_cell_71 Ntsr1_tdTpositive_cell_72
#> "01" "01"
#> Ntsr1_tdTpositive_cell_73 Ntsr1_tdTpositive_cell_74
#> "01" "01"
#> Ntsr1_tdTpositive_cell_75 Ntsr1_tdTpositive_cell_76
#> "01" "01"
#> Ntsr1_tdTpositive_cell_77 Ntsr1_tdTpositive_cell_78
#> "01" "02"
#> Ntsr1_tdTpositive_cell_79 Ntsr1_tdTnegative_cell_1
#> "02" "01"
#> Ntsr1_tdTnegative_cell_2 Ntsr1_tdTnegative_cell_3
#> "02" "02"
#> Ntsr1_tdTnegative_cell_4 Ntsr1_tdTnegative_cell_5
#> "01" "02"
#> Ntsr1_tdTnegative_cell_6 Ntsr1_tdTnegative_cell_7
#> "01" "01"
#> Ntsr1_tdTnegative_cell_8 Ntsr1_tdTnegative_cell_9
#> "01" "01"
#> Ntsr1_tdTnegative_cell_10 Ntsr1_tdTnegative_cell_11
#> "02" "02"
#> Ntsr1_tdTnegative_cell_12 Ntsr1_tdTnegative_cell_13
#> "02" "02"
#> Ntsr1_tdTnegative_cell_14 Ntsr1_tdTnegative_cell_15
#> "02" "01"
#> Ntsr1_tdTnegative_cell_16 Ntsr1_tdTnegative_cell_17
#> "02" "02"
#> Ntsr1_tdTnegative_cell_18 Ntsr1_tdTnegative_cell_19
#> "02" "02"
#> Ntsr1_tdTnegative_cell_20 Ntsr1_tdTnegative_cell_21
#> "02" "02"
#> Ntsr1_tdTnegative_cell_22 Ntsr1_tdTnegative_cell_23
#> "02" "02"
#> Ntsr1_tdTnegative_cell_24 Ntsr1_tdTnegative_cell_25
#> "02" "02"
#> Ntsr1_tdTnegative_cell_26 Ntsr1_tdTnegative_cell_27
#> "02" "02"
#> Ntsr1_tdTnegative_cell_28 Ntsr1_tdTnegative_cell_29
#> "02" "02"
#> Ntsr1_tdTnegative_cell_30 Ntsr1_tdTnegative_cell_31
#> "02" "01"
#> Ntsr1_tdTnegative_cell_32 Ntsr1_tdTnegative_cell_33
#> "02" "02"
#> Ntsr1_tdTnegative_cell_34 Ntsr1_tdTnegative_cell_35
#> "01" "01"
#> Ntsr1_tdTnegative_cell_36 Ntsr1_tdTnegative_cell_37
#> "01" "01"
#> Ntsr1_tdTnegative_cell_38 Ntsr1_tdTnegative_cell_39
#> "02" "02"
#> Ntsr1_tdTnegative_cell_40 Ntsr1_tdTnegative_cell_41
#> "01" "02"
#> Ntsr1_tdTnegative_cell_42 Ntsr1_tdTnegative_cell_43
#> "02" "01"
#> Ntsr1_tdTnegative_cell_44 Ntsr1_tdTnegative_cell_45
#> "02" "02"
#> Ntsr1_tdTnegative_cell_46 Ntsr1_tdTnegative_cell_47
#> "02" "01"
#> Ntsr1_tdTnegative_cell_48 Ntsr1_tdTnegative_cell_49
#> "01" "01"
#> Ntsr1_tdTnegative_cell_50 Ntsr1_tdTnegative_cell_51
#> "01" "01"
#> Ntsr1_tdTnegative_cell_52 Ntsr1_tdTnegative_cell_53
#> "01" "01"
#> Ntsr1_tdTnegative_cell_54 Ntsr1_tdTnegative_cell_55
#> "03" "03"
#> Ntsr1_tdTnegative_cell_56 Ntsr1_tdTnegative_cell_57
#> "02" "02"
#> Pvalb_tdTpositive_cell_1 Pvalb_tdTpositive_cell_2
#> "03" "03"
#> Pvalb_tdTpositive_cell_3 Pvalb_tdTpositive_cell_4
#> "03" "03"
#> Pvalb_tdTpositive_cell_5 Pvalb_tdTpositive_cell_6
#> "03" "03"
#> Pvalb_tdTpositive_cell_7 Pvalb_tdTpositive_cell_8
#> "03" "03"
#> Pvalb_tdTpositive_cell_9 Pvalb_tdTpositive_cell_10
#> "03" "03"
#> Pvalb_tdTpositive_cell_11 Pvalb_tdTpositive_cell_12
#> "03" "03"
#> Pvalb_tdTpositive_cell_13 Pvalb_tdTpositive_cell_14
#> "03" "03"
#> Pvalb_tdTpositive_cell_15 Pvalb_tdTpositive_cell_16
#> "02" "03"
#> Pvalb_tdTpositive_cell_17 Pvalb_tdTpositive_cell_18
#> "03" "03"
#> Pvalb_tdTpositive_cell_19 Pvalb_tdTpositive_cell_20
#> "03" "03"
#> Pvalb_tdTpositive_cell_21 Pvalb_tdTpositive_cell_22
#> "03" "03"
#> Pvalb_tdTpositive_cell_23 Pvalb_tdTpositive_cell_24
#> "03" "03"
#> Pvalb_tdTpositive_cell_25 Pvalb_tdTpositive_cell_26
#> "03" "03"
#> Pvalb_tdTpositive_cell_27 Pvalb_tdTpositive_cell_28
#> "03" "03"
#> Pvalb_tdTpositive_cell_29 Pvalb_tdTpositive_cell_30
#> "03" "03"
#> Pvalb_tdTpositive_cell_31 Pvalb_tdTpositive_cell_32
#> "02" "03"
#> Pvalb_tdTpositive_cell_33 Pvalb_tdTpositive_cell_34
#> "03" "03"
#> Pvalb_tdTpositive_cell_35 Pvalb_tdTpositive_cell_36
#> "03" "03"
#> Pvalb_tdTpositive_cell_37 Pvalb_tdTpositive_cell_38
#> "03" "03"
#> Pvalb_tdTpositive_cell_39 Pvalb_tdTpositive_cell_40
#> "03" "03"
#> Pvalb_tdTpositive_cell_41 Pvalb_tdTpositive_cell_42
#> "03" "03"
#> Pvalb_tdTpositive_cell_43 Pvalb_tdTpositive_cell_44
#> "03" "03"
#> Pvalb_tdTpositive_cell_45 Pvalb_tdTpositive_cell_46
#> "02" "03"
#> Pvalb_tdTpositive_cell_47 Pvalb_tdTpositive_cell_48
#> "03" "03"
#> Pvalb_tdTpositive_cell_49 Pvalb_tdTpositive_cell_50
#> "03" "03"
#> Pvalb_tdTpositive_cell_51 Pvalb_tdTpositive_cell_52
#> "03" "03"
#> Pvalb_tdTpositive_cell_53 Pvalb_tdTpositive_cell_54
#> "03" "03"
#> Pvalb_tdTpositive_cell_55 Pvalb_tdTpositive_cell_56
#> "03" "03"
#> Pvalb_tdTpositive_cell_57 Pvalb_tdTpositive_cell_58
#> "03" "03"
#> Pvalb_tdTpositive_cell_59 Pvalb_tdTpositive_cell_60
#> "03" "03"
#> Pvalb_tdTpositive_cell_61 Pvalb_tdTpositive_cell_62
#> "03" "03"
#> Pvalb_tdTpositive_cell_63 Pvalb_tdTpositive_cell_64
#> "03" "03"
#> Pvalb_tdTpositive_cell_65 Pvalb_tdTpositive_cell_66
#> "03" "03"
#> Pvalb_tdTpositive_cell_67 Pvalb_tdTpositive_cell_68
#> "03" "03"
#> Pvalb_tdTpositive_cell_69 Pvalb_tdTpositive_cell_70
#> "03" "03"
#> Pvalb_tdTpositive_cell_71 Pvalb_tdTpositive_cell_72
#> "03" "03"
#> Pvalb_tdTpositive_cell_73 Pvalb_tdTpositive_cell_74
#> "03" "03"
#> Pvalb_tdTpositive_cell_75 Pvalb_tdTpositive_cell_76
#> "03" "03"
#> Pvalb_tdTpositive_cell_77 Pvalb_tdTpositive_cell_78
#> "03" "03"
#> Pvalb_tdTpositive_cell_79 Pvalb_tdTpositive_cell_80
#> "03" "03"
#> Pvalb_tdTpositive_cell_81 Pvalb_tdTpositive_cell_82
#> "02" "03"
#> Pvalb_tdTpositive_cell_83 Pvalb_tdTpositive_cell_84
#> "03" "03"
#> Pvalb_tdTpositive_cell_85 Pvalb_tdTpositive_cell_86
#> "03" "03"
#> Pvalb_tdTpositive_cell_87 Pvalb_tdTpositive_cell_88
#> "03" "03"
#> Pvalb_tdTpositive_cell_89 PvalbD-Slc32a1_tdTpositive_cell_1
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_2 PvalbD-Slc32a1_tdTpositive_cell_3
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_4 PvalbD-Slc32a1_tdTpositive_cell_5
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_6 PvalbD-Slc32a1_tdTpositive_cell_7
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_8 PvalbD-Slc32a1_tdTpositive_cell_9
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_10 PvalbD-Slc32a1_tdTpositive_cell_11
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_12 PvalbD-Slc32a1_tdTpositive_cell_13
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_14 PvalbD-Slc32a1_tdTpositive_cell_15
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_16 PvalbD-Slc32a1_tdTpositive_cell_17
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_18 PvalbD-Slc32a1_tdTpositive_cell_19
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_20 PvalbD-Slc32a1_tdTpositive_cell_21
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_22 PvalbD-Slc32a1_tdTpositive_cell_23
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_24 PvalbD-Slc32a1_tdTpositive_cell_25
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_26 PvalbD-Slc32a1_tdTpositive_cell_27
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_28 PvalbD-Slc32a1_tdTpositive_cell_29
#> "03" "02"
#> PvalbD-Slc32a1_tdTpositive_cell_30 PvalbD-Slc32a1_tdTpositive_cell_31
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_32 PvalbD-Slc32a1_tdTpositive_cell_33
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_34 PvalbD-Slc32a1_tdTpositive_cell_35
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_36 PvalbD-Slc32a1_tdTpositive_cell_37
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_38 PvalbD-Slc32a1_tdTpositive_cell_39
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_40 PvalbD-Slc32a1_tdTpositive_cell_41
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_42 PvalbD-Slc32a1_tdTpositive_cell_43
#> "03" "03"
#> PvalbD-Slc32a1_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_1
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_2 PvalbF-Gad2_tdTpositive_cell_3
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_4 PvalbF-Gad2_tdTpositive_cell_5
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_6 PvalbF-Gad2_tdTpositive_cell_7
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_8 PvalbF-Gad2_tdTpositive_cell_9
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_10 PvalbF-Gad2_tdTpositive_cell_11
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_12 PvalbF-Gad2_tdTpositive_cell_13
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_14 PvalbF-Gad2_tdTpositive_cell_15
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_16 PvalbF-Gad2_tdTpositive_cell_17
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_18 PvalbF-Gad2_tdTpositive_cell_19
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_20 PvalbF-Gad2_tdTpositive_cell_21
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_22 PvalbF-Gad2_tdTpositive_cell_23
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_24 PvalbF-Gad2_tdTpositive_cell_25
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_26 PvalbF-Gad2_tdTpositive_cell_27
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_28 PvalbF-Gad2_tdTpositive_cell_29
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_30 PvalbF-Gad2_tdTpositive_cell_31
#> "03" "01"
#> PvalbF-Gad2_tdTpositive_cell_32 PvalbF-Gad2_tdTpositive_cell_33
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_34 PvalbF-Gad2_tdTpositive_cell_35
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_36 PvalbF-Gad2_tdTpositive_cell_37
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_38 PvalbF-Gad2_tdTpositive_cell_39
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_40 PvalbF-Gad2_tdTpositive_cell_41
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_42 PvalbF-Gad2_tdTpositive_cell_43
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_44 PvalbF-Gad2_tdTpositive_cell_45
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_46 PvalbF-Gad2_tdTpositive_cell_47
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_48 PvalbF-Gad2_tdTpositive_cell_49
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_50 PvalbF-Gad2_tdTpositive_cell_51
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_52 PvalbF-Gad2_tdTpositive_cell_53
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_54 PvalbF-Gad2_tdTpositive_cell_55
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_56 PvalbF-Gad2_tdTpositive_cell_57
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_58 PvalbF-Gad2_tdTpositive_cell_59
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_60 PvalbF-Gad2_tdTpositive_cell_61
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_62 PvalbF-Gad2_tdTpositive_cell_63
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_64 PvalbF-Gad2_tdTpositive_cell_65
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_66 PvalbF-Gad2_tdTpositive_cell_67
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_68 PvalbF-Gad2_tdTpositive_cell_69
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_70 PvalbF-Gad2_tdTpositive_cell_71
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_72 PvalbF-Gad2_tdTpositive_cell_73
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_74 PvalbF-Gad2_tdTpositive_cell_75
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_76 PvalbF-Gad2_tdTpositive_cell_77
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_78 PvalbF-Gad2_tdTpositive_cell_79
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_80 PvalbF-Gad2_tdTpositive_cell_81
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_82 PvalbF-Gad2_tdTpositive_cell_83
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_84 PvalbF-Gad2_tdTpositive_cell_85
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_86 PvalbF-Gad2_tdTpositive_cell_87
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_88 PvalbF-Gad2_tdTpositive_cell_89
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_90 PvalbF-Gad2_tdTpositive_cell_91
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_92 PvalbF-Gad2_tdTpositive_cell_93
#> "03" "03"
#> PvalbF-Gad2_tdTpositive_cell_94 Rbp4_tdTpositive_cell_1
#> "03" "01"
#> Rbp4_tdTpositive_cell_2 Rbp4_tdTpositive_cell_3
#> "01" "01"
#> Rbp4_tdTpositive_cell_4 Rbp4_tdTpositive_cell_5
#> "01" "01"
#> Rbp4_tdTpositive_cell_6 Rbp4_tdTpositive_cell_7
#> "01" "01"
#> Rbp4_tdTpositive_cell_8 Rbp4_tdTpositive_cell_9
#> "01" "01"
#> Rbp4_tdTpositive_cell_10 Rbp4_tdTpositive_cell_11
#> "01" "01"
#> Rbp4_tdTpositive_cell_12 Rbp4_tdTpositive_cell_13
#> "01" "01"
#> Rbp4_tdTpositive_cell_14 Rbp4_tdTpositive_cell_15
#> "01" "01"
#> Rbp4_tdTpositive_cell_16 Rbp4_tdTpositive_cell_17
#> "01" "01"
#> Rbp4_tdTpositive_cell_18 Rbp4_tdTpositive_cell_19
#> "01" "01"
#> Rbp4_tdTpositive_cell_20 Rbp4_tdTpositive_cell_21
#> "01" "01"
#> Rbp4_tdTpositive_cell_22 Rbp4_tdTpositive_cell_23
#> "01" "01"
#> Rbp4_tdTpositive_cell_24 Rbp4_tdTpositive_cell_25
#> "01" "01"
#> Rbp4_tdTpositive_cell_26 Rbp4_tdTpositive_cell_27
#> "01" "01"
#> Rbp4_tdTpositive_cell_28 Rbp4_tdTpositive_cell_29
#> "01" "01"
#> Rbp4_tdTpositive_cell_30 Rbp4_tdTpositive_cell_31
#> "01" "01"
#> Rbp4_tdTpositive_cell_32 Rbp4_tdTpositive_cell_33
#> "01" "01"
#> Rbp4_tdTpositive_cell_34 Rbp4_tdTpositive_cell_35
#> "01" "01"
#> Rbp4_tdTpositive_cell_36 Rbp4_tdTpositive_cell_37
#> "01" "01"
#> Rbp4_tdTpositive_cell_38 Rbp4_tdTpositive_cell_39
#> "01" "01"
#> Rbp4_tdTpositive_cell_40 Rbp4_tdTpositive_cell_41
#> "01" "01"
#> Rbp4_tdTpositive_cell_42 Rbp4_tdTpositive_cell_43
#> "01" "01"
#> Rbp4_tdTpositive_cell_44 Rbp4_tdTpositive_cell_45
#> "01" "01"
#> Rbp4_tdTpositive_cell_46 Rbp4_tdTpositive_cell_47
#> "01" "01"
#> Rbp4_tdTpositive_cell_48 Rbp4_tdTpositive_cell_49
#> "01" "01"
#> Rbp4_tdTpositive_cell_50 Rbp4_tdTpositive_cell_51
#> "01" "03"
#> Rbp4_tdTpositive_cell_52 Rbp4_tdTpositive_cell_53
#> "01" "01"
#> Rbp4_tdTpositive_cell_54 Rbp4_tdTpositive_cell_55
#> "01" "01"
#> Rbp4_tdTpositive_cell_56 Rbp4_tdTpositive_cell_57
#> "01" "01"
#> Rbp4_tdTpositive_cell_58 Rbp4_tdTpositive_cell_59
#> "01" "01"
#> Rbp4_tdTpositive_cell_60 Rbp4_tdTpositive_cell_61
#> "01" "01"
#> Rbp4_tdTpositive_cell_62 Rbp4_tdTpositive_cell_63
#> "01" "01"
#> Rbp4_tdTpositive_cell_64 Rbp4_tdTpositive_cell_65
#> "01" "01"
#> Rbp4_tdTpositive_cell_66 Rbp4_tdTpositive_cell_67
#> "01" "01"
#> Rbp4_tdTpositive_cell_68 Rbp4_tdTpositive_cell_69
#> "01" "01"
#> Rbp4_tdTpositive_cell_70 Rbp4_tdTpositive_cell_71
#> "01" "01"
#> Rbp4_tdTpositive_cell_72 Rbp4_tdTpositive_cell_73
#> "01" "01"
#> Rbp4_tdTpositive_cell_74 Rbp4_tdTpositive_cell_75
#> "01" "01"
#> Rbp4_tdTpositive_cell_76 Rbp4_tdTpositive_cell_77
#> "01" "01"
#> Rbp4_tdTpositive_cell_78 Rbp4_tdTpositive_cell_79
#> "01" "02"
#> Rbp4_tdTpositive_cell_80 Rbp4_tdTpositive_cell_81
#> "01" "01"
#> Rbp4_tdTpositive_cell_82 Rbp4_tdTpositive_cell_83
#> "01" "01"
#> Rbp4_tdTpositive_cell_84 Rbp4_tdTpositive_cell_85
#> "01" "02"
#> Rbp4_tdTpositive_cell_86 Rbp4_tdTpositive_cell_87
#> "01" "01"
#> Rbp4_tdTpositive_cell_88 Rbp4_tdTpositive_cell_89
#> "01" "01"
#> Rbp4_tdTpositive_cell_90 Rbp4_tdTpositive_cell_91
#> "01" "01"
#> Rbp4_tdTpositive_cell_92 Rbp4_tdTpositive_cell_93
#> "01" "01"
#> Rbp4_tdTpositive_cell_94 Rbp4_tdTpositive_cell_95
#> "01" "01"
#> Rbp4_tdTpositive_cell_96 Rbp4_tdTpositive_cell_97
#> "01" "01"
#> Rbp4_tdTpositive_cell_98 Rbp4_tdTpositive_cell_99
#> "01" "01"
#> Rbp4_tdTpositive_cell_100 Rbp4_tdTpositive_cell_101
#> "01" "01"
#> Rbp4_tdTpositive_cell_102 Rbp4_tdTpositive_cell_103
#> "01" "01"
#> Rbp4_tdTpositive_cell_104 Rbp4_tdTpositive_cell_105
#> "01" "01"
#> Rbp4_tdTpositive_cell_106 Rbp4_tdTpositive_cell_107
#> "01" "01"
#> Rbp4_tdTpositive_cell_108 Rbp4_tdTpositive_cell_109
#> "01" "01"
#> Rbp4_tdTpositive_cell_110 Rbp4_tdTpositive_cell_111
#> "01" "01"
#> Rbp4_tdTpositive_cell_112 Rbp4_tdTpositive_cell_113
#> "01" "01"
#> Rbp4_tdTpositive_cell_114 Rbp4_tdTpositive_cell_115
#> "01" "01"
#> Rbp4_tdTpositive_cell_116 Rbp4_tdTpositive_cell_117
#> "01" "01"
#> Rbp4_tdTpositive_cell_118 Rbp4_tdTpositive_cell_119
#> "01" "01"
#> Rbp4_tdTpositive_cell_120 Rbp4_tdTpositive_cell_121
#> "01" "02"
#> Rbp4_tdTpositive_cell_122 Rbp4_tdTpositive_cell_123
#> "01" "01"
#> Rbp4_tdTpositive_cell_124 Rbp4_tdTpositive_cell_125
#> "01" "01"
#> Rbp4_tdTpositive_cell_126 Rbp4_tdTpositive_cell_127
#> "03" "01"
#> Rbp4_tdTpositive_cell_128 Rbp4_tdTpositive_cell_129
#> "01" "01"
#> Rbp4_tdTpositive_cell_130 Rbp4_tdTpositive_cell_131
#> "01" "01"
#> Rbp4_tdTpositive_cell_132 Rbp4_tdTpositive_cell_133
#> "01" "01"
#> Rbp4_tdTpositive_cell_134 Rbp4_tdTpositive_cell_135
#> "01" "01"
#> Rbp4_tdTpositive_cell_136 Rbp4_tdTpositive_cell_137
#> "01" "01"
#> Rbp4_tdTpositive_cell_138 Rbp4_tdTpositive_cell_139
#> "01" "01"
#> Rbp4_tdTpositive_cell_140 Rbp4_tdTpositive_cell_141
#> "01" "01"
#> Rbp4_tdTpositive_cell_142 Rbp4_tdTpositive_cell_143
#> "01" "01"
#> Rbp4_tdTpositive_cell_144 Rbp4_tdTpositive_cell_145
#> "01" "01"
#> Rbp4_tdTpositive_cell_146 Rbp4_tdTpositive_cell_147
#> "01" "01"
#> Rbp4_tdTpositive_cell_148 Rbp4_tdTpositive_cell_149
#> "01" "01"
#> Rbp4_tdTpositive_cell_150 Rbp4_tdTpositive_cell_151
#> "01" "01"
#> Rbp4_tdTpositive_cell_152 Rbp4_tdTpositive_cell_153
#> "01" "01"
#> Rbp4_tdTpositive_cell_154 Rbp4_tdTpositive_cell_155
#> "01" "01"
#> Rbp4_tdTpositive_cell_156 Rbp4_tdTpositive_cell_157
#> "01" "01"
#> Rbp4_tdTpositive_cell_158 Rbp4_tdTpositive_cell_159
#> "01" "01"
#> Rbp4_tdTpositive_cell_160 Rbp4_tdTpositive_cell_161
#> "01" "01"
#> Rbp4_tdTpositive_cell_162 Rbp4_tdTpositive_cell_163
#> "01" "01"
#> Rbp4_tdTpositive_cell_164 Rbp4_tdTpositive_cell_165
#> "01" "01"
#> Rbp4_tdTpositive_cell_166 Rbp4_tdTpositive_cell_167
#> "01" "01"
#> Rbp4_tdTpositive_cell_168 Rbp4_tdTpositive_cell_169
#> "01" "01"
#> Rbp4_tdTpositive_cell_170 Rbp4_tdTpositive_cell_171
#> "01" "01"
#> Rbp4_tdTpositive_cell_172 Rbp4_tdTpositive_cell_173
#> "01" "01"
#> Rbp4_tdTpositive_cell_174 Rbp4_tdTpositive_cell_175
#> "02" "02"
#> Rbp4_tdTpositive_cell_176 Rbp4_tdTpositive_cell_177
#> "02" "01"
#> Rbp4_tdTpositive_cell_178 Rbp4_tdTpositive_cell_179
#> "01" "01"
#> Rbp4_tdTpositive_cell_180 Rbp4_tdTpositive_cell_181
#> "01" "01"
#> Rbp4_tdTpositive_cell_182 Rbp4_tdTpositive_cell_183
#> "01" "01"
#> Rbp4_tdTpositive_cell_184 Rbp4_tdTpositive_cell_185
#> "01" "01"
#> Rbp4_tdTpositive_cell_186 Rbp4_tdTpositive_cell_187
#> "01" "01"
#> Rbp4_tdTpositive_cell_188 Rbp4_tdTpositive_cell_189
#> "01" "01"
#> Rbp4_tdTpositive_cell_190 Rbp4_tdTnegative_cell_1
#> "01" "02"
#> Rbp4_tdTnegative_cell_2 Rbp4_tdTnegative_cell_3
#> "02" "02"
#> Rbp4_tdTnegative_cell_4 Rbp4_tdTnegative_cell_5
#> "02" "02"
#> Rbp4_tdTnegative_cell_6 Rbp4_tdTnegative_cell_7
#> "02" "02"
#> Rbp4_tdTnegative_cell_8 Rbp4_tdTnegative_cell_9
#> "01" "02"
#> Rbp4_tdTnegative_cell_10 Rbp4_tdTnegative_cell_11
#> "02" "02"
#> Rbp4_tdTnegative_cell_12 Rbp4_tdTnegative_cell_13
#> "02" "02"
#> Rbp4_tdTnegative_cell_14 Rbp4_tdTnegative_cell_15
#> "02" "02"
#> Rbp4_tdTnegative_cell_16 Rbp4_tdTnegative_cell_17
#> "02" "02"
#> Rbp4_tdTnegative_cell_18 Rbp4_tdTnegative_cell_19
#> "02" "02"
#> Rbp4_tdTnegative_cell_20 Rbp4_tdTnegative_cell_21
#> "02" "02"
#> Rbp4_tdTnegative_cell_22 Rbp4_tdTnegative_cell_23
#> "02" "02"
#> Rorb_tdTpositive_cell_1 Rorb_tdTpositive_cell_2
#> "01" "01"
#> Rorb_tdTpositive_cell_3 Rorb_tdTpositive_cell_4
#> "01" "01"
#> Rorb_tdTpositive_cell_5 Rorb_tdTpositive_cell_6
#> "01" "01"
#> Rorb_tdTpositive_cell_7 Rorb_tdTpositive_cell_8
#> "01" "01"
#> Rorb_tdTpositive_cell_9 Rorb_tdTpositive_cell_10
#> "01" "01"
#> Rorb_tdTpositive_cell_11 Rorb_tdTpositive_cell_12
#> "02" "02"
#> Rorb_tdTpositive_cell_13 Rorb_tdTpositive_cell_14
#> "01" "02"
#> Rorb_tdTpositive_cell_15 Rorb_tdTpositive_cell_16
#> "01" "01"
#> Rorb_tdTpositive_cell_17 Rorb_tdTpositive_cell_18
#> "01" "01"
#> Rorb_tdTpositive_cell_19 Rorb_tdTpositive_cell_20
#> "01" "01"
#> Rorb_tdTpositive_cell_21 Rorb_tdTpositive_cell_22
#> "01" "01"
#> Rorb_tdTpositive_cell_23 Rorb_tdTpositive_cell_24
#> "01" "01"
#> Rorb_tdTpositive_cell_25 Rorb_tdTpositive_cell_26
#> "01" "01"
#> Rorb_tdTpositive_cell_27 Rorb_tdTpositive_cell_28
#> "01" "01"
#> Rorb_tdTpositive_cell_29 Rorb_tdTpositive_cell_30
#> "01" "01"
#> Rorb_tdTpositive_cell_31 Rorb_tdTpositive_cell_32
#> "01" "01"
#> Rorb_tdTpositive_cell_33 Rorb_tdTpositive_cell_34
#> "01" "01"
#> Rorb_tdTpositive_cell_35 Rorb_tdTpositive_cell_36
#> "01" "01"
#> Rorb_tdTpositive_cell_37 Rorb_tdTpositive_cell_38
#> "01" "01"
#> Rorb_tdTpositive_cell_39 Rorb_tdTpositive_cell_40
#> "02" "01"
#> Rorb_tdTpositive_cell_41 Rorb_tdTpositive_cell_42
#> "01" "01"
#> Rorb_tdTpositive_cell_43 Rorb_tdTpositive_cell_44
#> "01" "01"
#> Rorb_tdTpositive_cell_45 Rorb_tdTpositive_cell_46
#> "01" "01"
#> Rorb_tdTpositive_cell_47 Rorb_tdTpositive_cell_48
#> "02" "01"
#> Rorb_tdTpositive_cell_49 Rorb_tdTpositive_cell_50
#> "01" "01"
#> Rorb_tdTpositive_cell_51 Rorb_tdTpositive_cell_52
#> "01" "01"
#> Rorb_tdTpositive_cell_53 Rorb_tdTpositive_cell_54
#> "01" "02"
#> Rorb_tdTpositive_cell_55 Scnn1a-Tg2_tdTpositive_cell_1
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_2 Scnn1a-Tg2_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_4 Scnn1a-Tg2_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_6 Scnn1a-Tg2_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_8 Scnn1a-Tg2_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_10 Scnn1a-Tg2_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_12 Scnn1a-Tg2_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_14 Scnn1a-Tg2_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_16 Scnn1a-Tg2_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_18 Scnn1a-Tg2_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg2_tdTpositive_cell_20 Scnn1a-Tg2_tdTpositive_cell_21
#> "01" "02"
#> Scnn1a-Tg2_tdTnegative_cell_1 Scnn1a-Tg2_tdTnegative_cell_2
#> "02" "01"
#> Scnn1a-Tg2_tdTnegative_cell_3 Scnn1a-Tg2_tdTnegative_cell_4
#> "02" "02"
#> Scnn1a-Tg2_tdTnegative_cell_5 Scnn1a-Tg2_tdTnegative_cell_6
#> "02" "02"
#> Scnn1a-Tg2_tdTnegative_cell_7 Scnn1a-Tg2_tdTnegative_cell_8
#> "01" "01"
#> Scnn1a-Tg2_tdTnegative_cell_9 Scnn1a-Tg2_tdTnegative_cell_10
#> "02" "01"
#> Scnn1a-Tg2_tdTnegative_cell_11 Scnn1a-Tg2_tdTnegative_cell_12
#> "02" "02"
#> Scnn1a-Tg2_tdTnegative_cell_13 Scnn1a-Tg2_tdTnegative_cell_14
#> "02" "02"
#> Scnn1a-Tg2_tdTnegative_cell_15 Scnn1a-Tg2_tdTnegative_cell_16
#> "02" "02"
#> Scnn1a-Tg2_tdTnegative_cell_17 Scnn1a-Tg2_tdTnegative_cell_18
#> "02" "02"
#> Scnn1a-Tg2_tdTnegative_cell_19 Scnn1a-Tg3_tdTpositive_cell_1
#> "02" "01"
#> Scnn1a-Tg3_tdTpositive_cell_2 Scnn1a-Tg3_tdTpositive_cell_3
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_4 Scnn1a-Tg3_tdTpositive_cell_5
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_6 Scnn1a-Tg3_tdTpositive_cell_7
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_8 Scnn1a-Tg3_tdTpositive_cell_9
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_10 Scnn1a-Tg3_tdTpositive_cell_11
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_12 Scnn1a-Tg3_tdTpositive_cell_13
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_14 Scnn1a-Tg3_tdTpositive_cell_15
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_16 Scnn1a-Tg3_tdTpositive_cell_17
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_18 Scnn1a-Tg3_tdTpositive_cell_19
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_20 Scnn1a-Tg3_tdTpositive_cell_21
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_22 Scnn1a-Tg3_tdTpositive_cell_23
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_24 Scnn1a-Tg3_tdTpositive_cell_25
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_26 Scnn1a-Tg3_tdTpositive_cell_27
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_28 Scnn1a-Tg3_tdTpositive_cell_29
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_30 Scnn1a-Tg3_tdTpositive_cell_31
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_32 Scnn1a-Tg3_tdTpositive_cell_33
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_34 Scnn1a-Tg3_tdTpositive_cell_35
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_36 Scnn1a-Tg3_tdTpositive_cell_37
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_38 Scnn1a-Tg3_tdTpositive_cell_39
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_40 Scnn1a-Tg3_tdTpositive_cell_41
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_42 Scnn1a-Tg3_tdTpositive_cell_43
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_44 Scnn1a-Tg3_tdTpositive_cell_45
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_46 Scnn1a-Tg3_tdTpositive_cell_47
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_48 Scnn1a-Tg3_tdTpositive_cell_49
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_50 Scnn1a-Tg3_tdTpositive_cell_51
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_52 Scnn1a-Tg3_tdTpositive_cell_53
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_54 Scnn1a-Tg3_tdTpositive_cell_55
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_56 Scnn1a-Tg3_tdTpositive_cell_57
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_58 Scnn1a-Tg3_tdTpositive_cell_59
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_60 Scnn1a-Tg3_tdTpositive_cell_61
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_62 Scnn1a-Tg3_tdTpositive_cell_63
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_64 Scnn1a-Tg3_tdTpositive_cell_65
#> "01" "02"
#> Scnn1a-Tg3_tdTpositive_cell_66 Scnn1a-Tg3_tdTpositive_cell_67
#> "02" "01"
#> Scnn1a-Tg3_tdTpositive_cell_68 Scnn1a-Tg3_tdTpositive_cell_69
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_70 Scnn1a-Tg3_tdTpositive_cell_71
#> "02" "02"
#> Scnn1a-Tg3_tdTpositive_cell_72 Scnn1a-Tg3_tdTpositive_cell_73
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_74 Scnn1a-Tg3_tdTpositive_cell_75
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_76 Scnn1a-Tg3_tdTpositive_cell_77
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_78 Scnn1a-Tg3_tdTpositive_cell_79
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_80 Scnn1a-Tg3_tdTpositive_cell_81
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_82 Scnn1a-Tg3_tdTpositive_cell_83
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_84 Scnn1a-Tg3_tdTpositive_cell_85
#> "01" "02"
#> Scnn1a-Tg3_tdTpositive_cell_86 Scnn1a-Tg3_tdTpositive_cell_87
#> "02" "02"
#> Scnn1a-Tg3_tdTpositive_cell_88 Scnn1a-Tg3_tdTpositive_cell_89
#> "02" "02"
#> Scnn1a-Tg3_tdTpositive_cell_90 Scnn1a-Tg3_tdTpositive_cell_91
#> "02" "01"
#> Scnn1a-Tg3_tdTpositive_cell_92 Scnn1a-Tg3_tdTpositive_cell_93
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_94 Scnn1a-Tg3_tdTpositive_cell_95
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_96 Scnn1a-Tg3_tdTpositive_cell_97
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_98 Scnn1a-Tg3_tdTpositive_cell_99
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_100 Scnn1a-Tg3_tdTpositive_cell_101
#> "01" "02"
#> Scnn1a-Tg3_tdTpositive_cell_102 Scnn1a-Tg3_tdTpositive_cell_103
#> "01" "02"
#> Scnn1a-Tg3_tdTpositive_cell_104 Scnn1a-Tg3_tdTpositive_cell_105
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_106 Scnn1a-Tg3_tdTpositive_cell_107
#> "01" "01"
#> Scnn1a-Tg3_tdTpositive_cell_108 Scnn1a-Tg3_tdTpositive_cell_109
#> "01" "02"
#> Scnn1a-Tg3_tdTpositive_cell_110 Scnn1a-Tg3_tdTnegative_cell_1
#> "01" "02"
#> Scnn1a-Tg3_tdTnegative_cell_2 Scnn1a-Tg3_tdTnegative_cell_3
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_4 Scnn1a-Tg3_tdTnegative_cell_5
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_6 Scnn1a-Tg3_tdTnegative_cell_7
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_8 Scnn1a-Tg3_tdTnegative_cell_9
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_10 Scnn1a-Tg3_tdTnegative_cell_11
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_12 Scnn1a-Tg3_tdTnegative_cell_13
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_14 Scnn1a-Tg3_tdTnegative_cell_15
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_16 Scnn1a-Tg3_tdTnegative_cell_17
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_18 Scnn1a-Tg3_tdTnegative_cell_19
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_20 Scnn1a-Tg3_tdTnegative_cell_21
#> "01" "02"
#> Scnn1a-Tg3_tdTnegative_cell_22 Scnn1a-Tg3_tdTnegative_cell_23
#> "02" "02"
#> Scnn1a-Tg3_tdTnegative_cell_24 Slc17a6_tdTpositive_cell_1
#> "02" "01"
#> Slc17a6_tdTpositive_cell_2 Slc17a6_tdTpositive_cell_3
#> "01" "01"
#> Slc17a6_tdTpositive_cell_4 Slc17a6_tdTpositive_cell_5
#> "01" "02"
#> Slc17a6_tdTpositive_cell_6 Slc17a6_tdTpositive_cell_7
#> "01" "01"
#> Slc17a6_tdTpositive_cell_8 Slc17a6_tdTpositive_cell_9
#> "01" "01"
#> Slc17a6_tdTpositive_cell_10 Slc17a6_tdTpositive_cell_11
#> "01" "01"
#> Slc17a6_tdTpositive_cell_12 Slc17a6_tdTpositive_cell_13
#> "01" "01"
#> Slc17a6_tdTpositive_cell_14 Slc17a6_tdTpositive_cell_15
#> "01" "01"
#> Slc17a6_tdTpositive_cell_16 Slc17a6_tdTpositive_cell_17
#> "01" "01"
#> Slc17a6_tdTpositive_cell_18 Slc17a6_tdTpositive_cell_19
#> "01" "01"
#> Slc17a6_tdTpositive_cell_20 Slc17a6_tdTpositive_cell_21
#> "01" "01"
#> Slc17a6_tdTpositive_cell_22 Slc17a6_tdTpositive_cell_23
#> "01" "02"
#> Slc17a6_tdTpositive_cell_24 Slc17a6_tdTpositive_cell_25
#> "01" "01"
#> Slc17a6_tdTpositive_cell_26 Slc17a6_tdTpositive_cell_27
#> "01" "01"
#> Slc17a6_tdTpositive_cell_28 Slc17a6_tdTpositive_cell_29
#> "01" "01"
#> Slc17a6_tdTpositive_cell_30 Slc17a6_tdTpositive_cell_31
#> "01" "01"
#> Slc17a6_tdTpositive_cell_32 Slc17a6_tdTpositive_cell_33
#> "01" "01"
#> Slc17a6_tdTpositive_cell_34 Slc17a6_tdTpositive_cell_35
#> "01" "01"
#> Slc17a6_tdTpositive_cell_36 Slc17a6_tdTpositive_cell_37
#> "01" "01"
#> Slc17a6_tdTpositive_cell_38 Slc17a6_tdTpositive_cell_39
#> "01" "01"
#> Slc17a6_tdTpositive_cell_40 Slc17a6_tdTpositive_cell_41
#> "01" "01"
#> Slc17a6_tdTpositive_cell_42 Slc17a6_tdTpositive_cell_43
#> "01" "01"
#> Slc17a6_tdTpositive_cell_44 Slc17a6_tdTpositive_cell_45
#> "01" "01"
#> Slc17a6_tdTpositive_cell_46 Slc17a6_tdTpositive_cell_47
#> "01" "01"
#> Sst_tdTpositive_cell_1 Sst_tdTpositive_cell_2
#> "03" "03"
#> Sst_tdTpositive_cell_3 Sst_tdTpositive_cell_4
#> "03" "03"
#> Sst_tdTpositive_cell_5 Sst_tdTpositive_cell_6
#> "03" "03"
#> Sst_tdTpositive_cell_7 Sst_tdTpositive_cell_8
#> "03" "03"
#> Sst_tdTpositive_cell_9 Sst_tdTpositive_cell_10
#> "03" "03"
#> Sst_tdTpositive_cell_11 Sst_tdTpositive_cell_12
#> "03" "03"
#> Sst_tdTpositive_cell_13 Sst_tdTpositive_cell_14
#> "01" "03"
#> Sst_tdTpositive_cell_15 Sst_tdTpositive_cell_16
#> "03" "02"
#> Sst_tdTpositive_cell_17 Sst_tdTpositive_cell_18
#> "03" "03"
#> Sst_tdTpositive_cell_19 Sst_tdTpositive_cell_20
#> "02" "01"
#> Sst_tdTpositive_cell_21 Sst_tdTpositive_cell_22
#> "03" "03"
#> Sst_tdTpositive_cell_23 Sst_tdTpositive_cell_24
#> "03" "03"
#> Sst_tdTpositive_cell_25 Sst_tdTpositive_cell_26
#> "03" "03"
#> Sst_tdTpositive_cell_27 Sst_tdTpositive_cell_28
#> "03" "03"
#> Sst_tdTpositive_cell_29 Sst_tdTpositive_cell_30
#> "03" "03"
#> Sst_tdTpositive_cell_31 Sst_tdTpositive_cell_32
#> "03" "03"
#> Sst_tdTpositive_cell_33 Sst_tdTpositive_cell_34
#> "03" "03"
#> Sst_tdTpositive_cell_35 Sst_tdTpositive_cell_36
#> "03" "03"
#> Sst_tdTpositive_cell_37 Sst_tdTpositive_cell_38
#> "03" "03"
#> Sst_tdTpositive_cell_39 Sst_tdTpositive_cell_40
#> "03" "03"
#> Sst_tdTpositive_cell_41 Sst_tdTpositive_cell_42
#> "03" "03"
#> Sst_tdTpositive_cell_43 Sst_tdTpositive_cell_44
#> "03" "03"
#> Sst_tdTpositive_cell_45 Sst_tdTpositive_cell_46
#> "02" "02"
#> Sst_tdTpositive_cell_47 Sst_tdTpositive_cell_48
#> "03" "03"
#> Sst_tdTpositive_cell_49 Sst_tdTpositive_cell_50
#> "03" "03"
#> Sst_tdTpositive_cell_51 Sst_tdTpositive_cell_52
#> "03" "03"
#> Sst_tdTpositive_cell_53 Sst_tdTpositive_cell_54
#> "03" "03"
#> Sst_tdTpositive_cell_55 Sst_tdTpositive_cell_56
#> "03" "03"
#> Sst_tdTpositive_cell_57 Sst_tdTpositive_cell_58
#> "03" "02"
#> Sst_tdTpositive_cell_59 Sst_tdTpositive_cell_60
#> "03" "03"
#> Sst_tdTpositive_cell_61 Sst_tdTpositive_cell_62
#> "03" "03"
#> Sst_tdTpositive_cell_63 Sst_tdTpositive_cell_64
#> "03" "03"
#> Sst_tdTpositive_cell_65 Sst_tdTpositive_cell_66
#> "03" "03"
#> Sst_tdTpositive_cell_67 Sst_tdTpositive_cell_68
#> "03" "03"
#> Sst_tdTpositive_cell_69 Sst_tdTpositive_cell_70
#> "03" "03"
#> Sst_tdTpositive_cell_71 Sst_tdTpositive_cell_72
#> "03" "03"
#> Sst_tdTpositive_cell_73 Sst_tdTpositive_cell_74
#> "03" "03"
#> Sst_tdTpositive_cell_75 Sst_tdTpositive_cell_76
#> "03" "03"
#> Sst_tdTpositive_cell_77 Sst_tdTpositive_cell_78
#> "03" "03"
#> Sst_tdTpositive_cell_79 Sst_tdTpositive_cell_80
#> "03" "03"
#> Sst_tdTpositive_cell_81 Sst_tdTpositive_cell_82
#> "03" "03"
#> Sst_tdTpositive_cell_83 Sst_tdTpositive_cell_84
#> "03" "03"
#> Sst_tdTpositive_cell_85 Sst_tdTpositive_cell_86
#> "03" "03"
#> Sst_tdTpositive_cell_87 Sst_tdTpositive_cell_88
#> "03" "03"
#> Sst_tdTpositive_cell_89 Sst_tdTpositive_cell_90
#> "03" "03"
#> Sst_tdTpositive_cell_91 Sst_tdTpositive_cell_92
#> "03" "03"
#> Sst_tdTpositive_cell_93 Sst_tdTpositive_cell_94
#> "03" "03"
#> Sst_tdTpositive_cell_95 Sst_tdTpositive_cell_96
#> "03" "03"
#> Sst_tdTpositive_cell_97 Sst_tdTpositive_cell_98
#> "03" "03"
#> Sst_tdTpositive_cell_99 Sst_tdTpositive_cell_100
#> "03" "03"
#> Sst_tdTpositive_cell_101 Sst_tdTpositive_cell_102
#> "03" "03"
#> Sst_tdTpositive_cell_103 Sst_tdTpositive_cell_104
#> "03" "03"
#> Sst_tdTpositive_cell_105 Sst_tdTpositive_cell_106
#> "03" "03"
#> Sst_tdTpositive_cell_107 Tac2_tdTpositive_cell_1
#> "03" "03"
#> Tac2_tdTpositive_cell_2 Tac2_tdTpositive_cell_3
#> "01" "01"
#> Tac2_tdTpositive_cell_4 Tac2_tdTpositive_cell_5
#> "03" "03"
#> Tac2_tdTpositive_cell_6 Tac2_tdTpositive_cell_7
#> "03" "03"
#> Tac2_tdTpositive_cell_8 Vip_tdTpositive_cell_1
#> "03" "02"
#> Vip_tdTpositive_cell_2 Vip_tdTpositive_cell_3
#> "02" "02"
#> Vip_tdTpositive_cell_4 Vip_tdTpositive_cell_5
#> "02" "02"
#> Vip_tdTpositive_cell_6 Vip_tdTpositive_cell_7
#> "02" "03"
#> Vip_tdTpositive_cell_8 Vip_tdTpositive_cell_9
#> "02" "02"
#> Vip_tdTpositive_cell_10 Vip_tdTpositive_cell_11
#> "02" "02"
#> Vip_tdTpositive_cell_12 Vip_tdTpositive_cell_13
#> "02" "02"
#> Vip_tdTpositive_cell_14 Vip_tdTpositive_cell_15
#> "02" "03"
#> Vip_tdTpositive_cell_16 Vip_tdTpositive_cell_17
#> "02" "03"
#> Vip_tdTpositive_cell_18 Vip_tdTpositive_cell_19
#> "02" "02"
#> Vip_tdTpositive_cell_20 Vip_tdTpositive_cell_21
#> "02" "02"
#> Vip_tdTpositive_cell_22 Vip_tdTpositive_cell_23
#> "02" "03"
#> Vip_tdTpositive_cell_24 Vip_tdTpositive_cell_25
#> "02" "02"
#> Vip_tdTpositive_cell_26 Vip_tdTpositive_cell_27
#> "02" "03"
#> Vip_tdTpositive_cell_28 Vip_tdTpositive_cell_29
#> "03" "02"
#> Vip_tdTpositive_cell_30 Vip_tdTpositive_cell_31
#> "02" "03"
#> Vip_tdTpositive_cell_32 Vip_tdTpositive_cell_33
#> "02" "02"
#> Vip_tdTpositive_cell_34 Vip_tdTpositive_cell_35
#> "02" "02"
#> Vip_tdTpositive_cell_36 Vip_tdTpositive_cell_37
#> "02" "02"
#> Vip_tdTpositive_cell_38 Vip_tdTpositive_cell_39
#> "03" "03"
#> Vip_tdTpositive_cell_40 Vip_tdTpositive_cell_41
#> "03" "03"
#> Vip_tdTpositive_cell_42 Vip_tdTpositive_cell_43
#> "03" "02"
#> Vip_tdTpositive_cell_44 Vip_tdTpositive_cell_45
#> "02" "03"
#> Vip_tdTpositive_cell_46 Vip_tdTpositive_cell_47
#> "02" "03"
#> Vip_tdTpositive_cell_48 Vip_tdTpositive_cell_49
#> "03" "02"
#> Vip_tdTpositive_cell_50 Vip_tdTpositive_cell_51
#> "02" "03"
#> Vip_tdTpositive_cell_52 Vip_tdTpositive_cell_53
#> "02" "03"
#> Vip_tdTpositive_cell_54 Vip_tdTpositive_cell_55
#> "02" "02"
#> Vip_tdTpositive_cell_56 Vip_tdTpositive_cell_57
#> "02" "03"
#> Vip_tdTpositive_cell_58 Vip_tdTpositive_cell_59
#> "02" "03"
#> Vip_tdTpositive_cell_60 Vip_tdTpositive_cell_61
#> "02" "02"
#> Vip_tdTpositive_cell_62 Vip_tdTpositive_cell_63
#> "02" "02"
#> Vip_tdTpositive_cell_64 Vip_tdTpositive_cell_65
#> "02" "03"
#> Vip_tdTpositive_cell_66 Vip_tdTpositive_cell_67
#> "03" "02"
#> Vip_tdTpositive_cell_68 Vip_tdTpositive_cell_69
#> "02" "02"
#> Vip_tdTpositive_cell_70 Ntsr1_tdTpos_10cell_1
#> "02" "02"
#> Ntsr1_tdTpos_10cell_2 Ntsr1_tdTpos_10cell_3
#> "02" "02"
#> Ntsr1_tdTpos_10cell_4 Ntsr1_tdTpos_10cell_5
#> "02" "02"
#> Ntsr1_tdTpos_10cell_6 Ntsr1_tdTpos_10cell_7
#> "02" "02"
#> Ntsr1_tdTpos_10cell_8 Ntsr1_tdTpos_10cell_9
#> "02" "02"
#> Ntsr1_tdTpos_10cell_10 Ntsr1_tdTpos_100cell_1
#> "02" "02"
#> Ntsr1_tdTpos_100cell_2 Ntsr1_tdTpos_100cell_3
#> "02" "02"
#> CAV_LP_Ipsi_tdTpos_cell_1 CAV_LP_Ipsi_tdTpos_cell_2
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_3 CAV_LP_Ipsi_tdTpos_cell_4
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_5 CAV_LP_Ipsi_tdTpos_cell_6
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_7 CAV_LP_Ipsi_tdTpos_cell_8
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_9 CAV_LP_Ipsi_tdTpos_cell_10
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_11 CAV_LP_Ipsi_tdTpos_cell_12
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_13 CAV_LP_Ipsi_tdTpos_cell_14
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_15 CAV_LP_Ipsi_tdTpos_cell_16
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_17 CAV_LP_Ipsi_tdTpos_cell_18
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_19 CAV_LP_Ipsi_tdTpos_cell_20
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_21 CAV_LP_Ipsi_tdTpos_cell_22
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_23 CAV_LP_Ipsi_tdTpos_cell_24
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_25 CAV_LP_Ipsi_tdTpos_cell_26
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_27 CAV_LP_Ipsi_tdTpos_cell_28
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_29 CAV_LP_Ipsi_tdTpos_cell_30
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_31 CAV_LP_Ipsi_tdTpos_cell_32
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_33 CAV_LP_Ipsi_tdTpos_cell_34
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_35 CAV_LP_Ipsi_tdTpos_cell_36
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_37 CAV_LP_Ipsi_tdTpos_cell_38
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_39 CAV_LP_Ipsi_tdTpos_cell_40
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_41 CAV_LP_Ipsi_tdTpos_cell_42
#> "01" "01"
#> CAV_LP_Ipsi_tdTpos_cell_43 CAV_VISp_Contra_tdTpos_cell_1
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_2 CAV_VISp_Contra_tdTpos_cell_3
#> "01" "01"
#> CAV_VISp_Contra_tdTpos_cell_4 CAV_VISp_Contra_tdTpos_cell_5
#> "01" "01"
#> Rbp4_CTX_10pg_1 Rbp4_CTX_10pg_2
#> "01" "01"
#> Rbp4_CTX_10pg_3 Rbp4_CTX_10pg_4
#> "01" "01"
#> Rbp4_CTX_10pg_5 Rbp4_CTX_10pg_6
#> "01" "01"
#> Rbp4_CTX_250ng_1 Rbp4_CTX_250ng_2
#> "01" "01"
#> Trib2_CTX_250ng_1
#> "01"
Heatmaps of the top rows:
top_rows_heatmap(res_rh)
Top rows on each node:
top_rows_overlap(res_rh, method = "upset")
UMAP plot which shows how samples are separated.
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 397),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 397),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 668),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 668),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 687),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 687),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 755),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 755),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 756),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 756),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 786),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 786),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 815),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 815),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 906),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 906),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1001),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1001),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1011),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1011),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1015),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1015),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1236),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1236),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1471),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1471),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1491),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1491),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1642),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1642),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1745),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1745),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1808),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1808),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1890),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1890),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2535),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2535),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2677),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2677),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2718),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2718),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2757),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2757),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2761),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2761),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3793),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3793),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3985),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3985),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 4830),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 4830),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 5770),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 5770),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 7801),
method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 7801),
method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)
Signatures on the heatmap are the union of all signatures found on every node on the hierarchy. The number of k-means on rows are automatically selected by the function.
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 397))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 668))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 687))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 755))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 756))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 786))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 815))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 906))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1001))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1011))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1015))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1236))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1471))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1491))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1642))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1745))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1808))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1890))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2535))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2677))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2718))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2757))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2761))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3793))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3985))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 4830))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 5770))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 7801))
Compare signatures from different nodes:
compare_signatures(res_rh, verbose = FALSE)
If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs. Note it only works on every node and the final signatures
are the union of all signatures of all nodes.
# code only for demonstration
# e.g. to show the top 500 most significant rows on each node.
tb = get_signature(res_rh, top_signatures = 500)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 397))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 668))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 687))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 755))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 756))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 786))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 815))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 906))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1001))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1011))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1015))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1236))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1471))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1491))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1642))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1745))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1808))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1890))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2535))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2677))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2718))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2757))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2761))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3793))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3985))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 4830))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 5770))
#> broad_type
#> class 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 7801))
#> broad_type
#> class 0
Child nodes: Node01 , Node02 , Node03 .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0"]
A summary of res and all the functions that can be applied to it:
res
#> A 'DownSamplingConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13816 rows and 500 columns, randomly sampled from 1809 columns.
#> Top rows (1312) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'DownSamplingConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.983 0.993 0.457 0.543 0.543
#> 3 3 1.000 0.983 0.993 0.454 0.737 0.539
#> 4 4 0.891 0.910 0.959 0.107 0.871 0.646
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
get_classes(res, k = 2)
#> class p
#> Calb2_tdTpositive_cell_1 1 0.000
#> Calb2_tdTpositive_cell_2 2 0.249
#> Calb2_tdTpositive_cell_3 2 0.000
#> Calb2_tdTpositive_cell_4 1 0.000
#> Calb2_tdTpositive_cell_5 1 0.000
#> Calb2_tdTpositive_cell_6 1 0.000
#> Calb2_tdTpositive_cell_7 1 0.000
#> Calb2_tdTpositive_cell_8 1 0.000
#> Calb2_tdTpositive_cell_9 1 0.751
#> Calb2_tdTpositive_cell_10 1 0.000
#> Calb2_tdTpositive_cell_11 1 1.000
#> Calb2_tdTpositive_cell_12 1 1.000
#> Calb2_tdTpositive_cell_13 1 0.000
#> Calb2_tdTpositive_cell_14 1 0.000
#> Calb2_tdTpositive_cell_15 1 0.000
#> Calb2_tdTpositive_cell_16 1 0.000
#> Calb2_tdTpositive_cell_17 1 0.502
#> Calb2_tdTpositive_cell_18 2 0.000
#> Calb2_tdTpositive_cell_19 2 0.000
#> Calb2_tdTpositive_cell_20 2 0.502
#> Calb2_tdTpositive_cell_21 2 0.000
#> Calb2_tdTpositive_cell_22 1 0.498
#> Calb2_tdTpositive_cell_23 2 0.751
#> Calb2_tdTpositive_cell_24 2 0.751
#> Calb2_tdTpositive_cell_25 2 0.502
#> Calb2_tdTpositive_cell_26 2 0.253
#> Calb2_tdTpositive_cell_27 2 0.751
#> Calb2_tdTpositive_cell_28 2 0.000
#> Calb2_tdTpositive_cell_29 2 0.000
#> Calb2_tdTpositive_cell_30 1 1.000
#> Calb2_tdTpositive_cell_31 1 0.751
#> Calb2_tdTpositive_cell_32 1 1.000
#> Calb2_tdTpositive_cell_33 1 1.000
#> Calb2_tdTpositive_cell_34 1 0.253
#> Calb2_tdTpositive_cell_35 2 0.000
#> Calb2_tdTpositive_cell_36 2 0.000
#> Calb2_tdTpositive_cell_37 1 0.000
#> Calb2_tdTpositive_cell_38 1 0.000
#> Calb2_tdTpositive_cell_39 1 0.751
#> Calb2_tdTpositive_cell_40 2 1.000
#> Calb2_tdTpositive_cell_41 2 0.000
#> Calb2_tdTpositive_cell_42 1 0.000
#> Calb2_tdTpositive_cell_43 2 1.000
#> Calb2_tdTpositive_cell_44 1 0.249
#> Calb2_tdTpositive_cell_45 1 1.000
#> Calb2_tdTpositive_cell_46 2 0.000
#> Calb2_tdTpositive_cell_47 1 1.000
#> Calb2_tdTpositive_cell_48 2 0.000
#> Calb2_tdTpositive_cell_49 1 0.747
#> Calb2_tdTpositive_cell_50 2 0.000
#> Calb2_tdTpositive_cell_51 1 1.000
#> Calb2_tdTpositive_cell_52 1 0.498
#> Calb2_tdTpositive_cell_53 2 0.000
#> Calb2_tdTpositive_cell_54 1 0.000
#> Calb2_tdTpositive_cell_55 2 0.751
#> Calb2_tdTpositive_cell_56 2 0.249
#> Calb2_tdTpositive_cell_57 2 0.000
#> Calb2_tdTpositive_cell_58 2 0.000
#> Calb2_tdTpositive_cell_59 1 1.000
#> Calb2_tdTpositive_cell_60 2 0.000
#> Calb2_tdTpositive_cell_61 2 0.000
#> Calb2_tdTpositive_cell_62 2 0.000
#> Calb2_tdTpositive_cell_63 2 0.000
#> Calb2_tdTpositive_cell_64 2 0.000
#> Chat_tdTpositive_cell_1 2 0.253
#> Chat_tdTpositive_cell_2 2 0.253
#> Chat_tdTpositive_cell_3 2 0.249
#> Chat_tdTpositive_cell_4 2 0.000
#> Chat_tdTpositive_cell_5 2 0.502
#> Chat_tdTpositive_cell_6 2 0.502
#> Chrna2_tdTpositive_cell_1 2 0.000
#> Chrna2_tdTpositive_cell_2 2 0.000
#> Chrna2_tdTpositive_cell_3 1 1.000
#> Chrna2_tdTpositive_cell_4 2 0.000
#> Chrna2_tdTpositive_cell_5 2 0.000
#> Chrna2_tdTpositive_cell_6 2 0.751
#> Chrna2_tdTpositive_cell_7 2 0.249
#> Chrna2_tdTpositive_cell_8 2 0.000
#> Chrna2_tdTpositive_cell_9 1 1.000
#> Chrna2_tdTpositive_cell_10 1 0.751
#> Chrna2_tdTpositive_cell_11 1 0.751
#> Chrna2_tdTpositive_cell_12 1 1.000
#> Chrna2_tdTpositive_cell_13 1 0.000
#> Chrna2_tdTpositive_cell_14 1 0.000
#> Chrna2_tdTpositive_cell_15 1 0.000
#> Chrna2_tdTpositive_cell_16 1 0.000
#> Chrna2_tdTpositive_cell_17 1 0.498
#> Chrna2_tdTpositive_cell_18 1 1.000
#> Chrna2_tdTpositive_cell_19 1 0.000
#> Chrna2_tdTpositive_cell_20 1 0.000
#> Chrna2_tdTpositive_cell_21 1 0.000
#> Chrna2_tdTpositive_cell_22 1 0.000
#> Chrna2_tdTpositive_cell_23 1 0.751
#> Chrna2_tdTpositive_cell_24 1 0.000
#> Chrna2_tdTpositive_cell_25 1 0.000
#> Chrna2_tdTpositive_cell_26 1 0.000
#> Chrna2_tdTpositive_cell_27 1 1.000
#> Chrna2_tdTpositive_cell_28 1 0.751
#> Chrna2_tdTpositive_cell_29 1 1.000
#> Chrna2_tdTpositive_cell_30 1 1.000
#> Chrna2_tdTpositive_cell_31 2 0.000
#> Chrna2_tdTpositive_cell_32 2 0.000
#> Chrna2_tdTpositive_cell_33 1 0.000
#> Chrna2_tdTpositive_cell_34 1 0.000
#> Chrna2_tdTpositive_cell_35 1 0.249
#> Chrna2_tdTpositive_cell_36 1 0.751
#> Chrna2_tdTpositive_cell_37 1 0.000
#> Chrna2_tdTpositive_cell_38 1 1.000
#> Chrna2_tdTpositive_cell_39 1 0.249
#> Chrna2_tdTpositive_cell_40 1 1.000
#> Chrna2_tdTpositive_cell_41 2 0.249
#> Chrna2_tdTpositive_cell_42 1 0.000
#> Chrna2_tdTpositive_cell_43 1 0.000
#> Chrna2_tdTpositive_cell_44 1 0.498
#> Chrna2_tdTpositive_cell_45 1 0.000
#> Chrna2_tdTpositive_cell_46 1 0.000
#> Chrna2_tdTpositive_cell_47 2 1.000
#> Chrna2_tdTpositive_cell_48 1 0.000
#> Chrna2_tdTpositive_cell_49 1 0.000
#> Chrna2_tdTpositive_cell_50 1 0.000
#> Chrna2_tdTpositive_cell_51 1 0.000
#> Chrna2_tdTpositive_cell_52 1 0.000
#> Chrna2_tdTpositive_cell_53 1 0.000
#> Chrna2_tdTpositive_cell_54 1 0.000
#> Chrna2_tdTpositive_cell_55 1 0.000
#> Chrna2_tdTpositive_cell_56 1 0.000
#> Chrna2_tdTpositive_cell_57 1 0.000
#> Chrna2_tdTpositive_cell_58 1 0.502
#> Chrna2_tdTpositive_cell_59 1 0.000
#> Chrna2_tdTpositive_cell_60 1 0.000
#> Chrna2_tdTpositive_cell_61 1 0.000
#> Chrna2_tdTpositive_cell_62 1 0.000
#> Chrna2_tdTpositive_cell_63 1 0.502
#> Chrna2_tdTpositive_cell_64 1 0.000
#> Chrna2_tdTpositive_cell_65 1 0.249
#> Chrna2_tdTpositive_cell_66 1 0.249
#> Chrna2_tdTpositive_cell_67 1 0.000
#> Chrna2_tdTpositive_cell_68 1 0.000
#> Chrna2_tdTpositive_cell_69 1 0.000
#> Chrna2_tdTpositive_cell_70 1 1.000
#> Chrna2_tdTpositive_cell_71 2 0.000
#> Chrna2_tdTpositive_cell_72 1 0.747
#> Chrna2_tdTpositive_cell_73 1 0.000
#> Chrna2_tdTpositive_cell_74 1 0.000
#> Chrna2_tdTpositive_cell_75 1 0.502
#> Chrna2_tdTpositive_cell_76 1 1.000
#> Chrna2_tdTpositive_cell_77 1 0.000
#> Chrna2_tdTpositive_cell_78 1 0.751
#> Chrna2_tdTpositive_cell_79 1 0.502
#> Chrna2_tdTpositive_cell_80 1 1.000
#> Chrna2_tdTpositive_cell_81 1 1.000
#> Chrna2_tdTpositive_cell_82 1 0.000
#> Chrna2_tdTpositive_cell_83 1 0.751
#> Chrna2_tdTpositive_cell_84 1 0.000
#> Ctgf_tdTpositive_cell_1 2 0.000
#> Ctgf_tdTpositive_cell_2 2 0.000
#> Ctgf_tdTpositive_cell_3 2 0.000
#> Ctgf_tdTpositive_cell_4 2 0.751
#> Ctgf_tdTpositive_cell_5 2 0.249
#> Ctgf_tdTpositive_cell_6 2 0.502
#> Ctgf_tdTpositive_cell_7 2 0.502
#> Ctgf_tdTpositive_cell_8 2 0.000
#> Ctgf_tdTpositive_cell_9 2 0.502
#> Ctgf_tdTpositive_cell_10 2 0.502
#> Ctgf_tdTpositive_cell_11 2 0.000
#> Ctgf_tdTpositive_cell_12 1 1.000
#> Ctgf_tdTpositive_cell_13 1 1.000
#> Ctgf_tdTpositive_cell_14 1 0.502
#> Ctgf_tdTpositive_cell_15 1 1.000
#> Ctgf_tdTpositive_cell_16 1 1.000
#> Ctgf_tdTpositive_cell_17 1 0.747
#> Ctgf_tdTpositive_cell_18 1 1.000
#> Ctgf_tdTpositive_cell_19 1 1.000
#> Ctgf_tdTpositive_cell_20 1 0.502
#> Ctgf_tdTpositive_cell_21 1 1.000
#> Ctgf_tdTpositive_cell_22 1 1.000
#> Ctgf_tdTpositive_cell_23 1 1.000
#> Ctgf_tdTpositive_cell_24 2 0.000
#> Cux2_tdTpositive_cell_1 1 0.000
#> Cux2_tdTpositive_cell_2 1 0.000
#> Cux2_tdTpositive_cell_3 1 0.000
#> Cux2_tdTpositive_cell_4 1 0.000
#> Cux2_tdTpositive_cell_5 1 0.000
#> Cux2_tdTpositive_cell_6 1 1.000
#> Cux2_tdTpositive_cell_7 1 0.000
#> Cux2_tdTpositive_cell_8 1 0.000
#> Cux2_tdTpositive_cell_9 1 0.249
#> Cux2_tdTpositive_cell_10 1 0.249
#> Cux2_tdTpositive_cell_11 1 0.249
#> Cux2_tdTpositive_cell_12 1 0.249
#> Cux2_tdTpositive_cell_13 1 0.253
#> Cux2_tdTpositive_cell_14 1 0.000
#> Cux2_tdTpositive_cell_15 1 0.502
#> Cux2_tdTpositive_cell_16 1 1.000
#> Cux2_tdTpositive_cell_17 1 0.000
#> Cux2_tdTpositive_cell_18 1 0.000
#> Cux2_tdTpositive_cell_19 1 1.000
#> Cux2_tdTpositive_cell_20 1 0.000
#> Cux2_tdTpositive_cell_21 1 0.253
#> Cux2_tdTpositive_cell_22 2 0.000
#> Cux2_tdTpositive_cell_23 1 1.000
#> Cux2_tdTpositive_cell_24 1 0.751
#> Cux2_tdTpositive_cell_25 1 0.253
#> Cux2_tdTpositive_cell_26 1 0.249
#> Cux2_tdTpositive_cell_27 1 0.502
#> Cux2_tdTpositive_cell_28 1 0.502
#> Cux2_tdTpositive_cell_29 1 1.000
#> Cux2_tdTpositive_cell_30 1 1.000
#> Cux2_tdTpositive_cell_31 1 0.751
#> Cux2_tdTpositive_cell_32 1 0.751
#> Cux2_tdTpositive_cell_33 1 1.000
#> Cux2_tdTpositive_cell_34 1 0.751
#> Cux2_tdTpositive_cell_35 1 0.751
#> Cux2_tdTpositive_cell_36 1 0.751
#> Cux2_tdTpositive_cell_37 1 0.000
#> Cux2_tdTpositive_cell_38 1 0.000
#> Cux2_tdTpositive_cell_39 1 0.502
#> Cux2_tdTpositive_cell_40 1 0.000
#> Cux2_tdTpositive_cell_41 1 0.000
#> Cux2_tdTpositive_cell_42 1 1.000
#> Cux2_tdTpositive_cell_43 1 1.000
#> Cux2_tdTpositive_cell_44 1 0.000
#> Cux2_tdTpositive_cell_45 1 1.000
#> Cux2_tdTpositive_cell_46 1 0.000
#> Cux2_tdTpositive_cell_47 1 0.000
#> Cux2_tdTpositive_cell_48 1 0.751
#> Cux2_tdTpositive_cell_49 1 0.502
#> Cux2_tdTpositive_cell_50 1 1.000
#> Cux2_tdTpositive_cell_51 1 1.000
#> Cux2_tdTpositive_cell_52 2 0.000
#> Cux2_tdTpositive_cell_53 1 1.000
#> Cux2_tdTpositive_cell_54 1 1.000
#> Cux2_tdTpositive_cell_55 2 0.000
#> Cux2_tdTpositive_cell_56 1 1.000
#> Cux2_tdTpositive_cell_57 1 0.502
#> Cux2_tdTpositive_cell_58 1 0.000
#> Cux2_tdTpositive_cell_59 1 1.000
#> Cux2_tdTpositive_cell_60 1 0.751
#> Cux2_tdTpositive_cell_61 1 1.000
#> Cux2_tdTpositive_cell_62 1 0.249
#> Cux2_tdTpositive_cell_63 1 0.000
#> Cux2_tdTpositive_cell_64 1 0.498
#> Cux2_tdTpositive_cell_65 1 0.253
#> Cux2_tdTpositive_cell_66 1 1.000
#> Cux2_tdTpositive_cell_67 1 0.502
#> Cux2_tdTpositive_cell_68 1 0.000
#> Cux2_tdTpositive_cell_69 1 1.000
#> Cux2_tdTpositive_cell_70 1 1.000
#> Cux2_tdTpositive_cell_71 1 1.000
#> Cux2_tdTpositive_cell_72 1 0.000
#> Cux2_tdTpositive_cell_73 2 0.000
#> Cux2_tdTpositive_cell_74 2 1.000
#> Cux2_tdTpositive_cell_75 1 1.000
#> Cux2_tdTpositive_cell_76 1 0.000
#> Cux2_tdTpositive_cell_77 2 0.000
#> Cux2_tdTpositive_cell_78 2 0.000
#> Cux2_tdTpositive_cell_79 1 1.000
#> Cux2_tdTpositive_cell_80 2 0.000
#> Cux2_tdTpositive_cell_81 2 0.000
#> Cux2_tdTpositive_cell_82 2 0.000
#> Cux2_tdTpositive_cell_83 1 1.000
#> Cux2_tdTpositive_cell_84 2 0.000
#> Cux2_tdTpositive_cell_85 2 0.498
#> Cux2_tdTpositive_cell_86 2 0.000
#> Cux2_tdTpositive_cell_87 1 0.502
#> Cux2_tdTpositive_cell_88 1 0.498
#> Cux2_tdTpositive_cell_89 2 0.249
#> Cux2_tdTpositive_cell_90 1 1.000
#> Cux2_tdTpositive_cell_91 1 0.751
#> Cux2_tdTpositive_cell_92 1 0.000
#> Cux2_tdTpositive_cell_93 2 0.000
#> Cux2_tdTpositive_cell_94 2 0.000
#> Cux2_tdTpositive_cell_95 1 1.000
#> Cux2_tdTpositive_cell_96 2 0.000
#> Cux2_tdTpositive_cell_97 1 1.000
#> Cux2_tdTpositive_cell_98 1 1.000
#> Cux2_tdTpositive_cell_99 2 0.000
#> Cux2_tdTpositive_cell_100 1 1.000
#> Cux2_tdTpositive_cell_101 2 0.000
#> Cux2_tdTpositive_cell_102 1 1.000
#> Cux2_tdTpositive_cell_103 1 1.000
#> Cux2_tdTpositive_cell_104 1 1.000
#> Cux2_tdTpositive_cell_105 1 1.000
#> Cux2_tdTpositive_cell_106 1 1.000
#> Cux2_tdTpositive_cell_107 1 1.000
#> Cux2_tdTpositive_cell_108 1 1.000
#> Cux2_tdTpositive_cell_109 2 0.253
#> Cux2_tdTpositive_cell_110 1 1.000
#> Cux2_tdTpositive_cell_111 1 1.000
#> Cux2_tdTpositive_cell_112 1 1.000
#> Cux2_tdTpositive_cell_113 1 1.000
#> Cux2_tdTpositive_cell_114 1 1.000
#> Cux2_tdTpositive_cell_115 1 0.000
#> Cux2_tdTpositive_cell_116 1 0.000
#> Cux2_tdTpositive_cell_117 1 0.000
#> Cux2_tdTpositive_cell_118 1 0.000
#> Cux2_tdTpositive_cell_119 1 0.000
#> Cux2_tdTpositive_cell_120 1 0.000
#> Cux2_tdTpositive_cell_121 1 0.000
#> Cux2_tdTpositive_cell_122 1 1.000
#> Cux2_tdTpositive_cell_123 2 0.000
#> Cux2_tdTpositive_cell_124 2 0.000
#> Cux2_tdTnegative_cell_1 2 0.502
#> Cux2_tdTnegative_cell_2 2 0.249
#> Cux2_tdTnegative_cell_3 2 0.000
#> Cux2_tdTnegative_cell_4 2 0.751
#> Cux2_tdTnegative_cell_5 2 0.000
#> Cux2_tdTnegative_cell_6 2 0.000
#> Cux2_tdTnegative_cell_7 2 0.249
#> Cux2_tdTnegative_cell_8 1 0.751
#> Cux2_tdTnegative_cell_9 1 1.000
#> Cux2_tdTnegative_cell_10 2 0.000
#> Cux2_tdTnegative_cell_11 2 0.000
#> Cux2_tdTnegative_cell_12 2 0.000
#> Cux2_tdTnegative_cell_13 2 0.000
#> Cux2_tdTnegative_cell_14 1 0.751
#> Cux2_tdTnegative_cell_15 2 0.000
#> Cux2_tdTnegative_cell_16 2 0.249
#> Gad2_tdTpositive_cell_1 1 0.000
#> Gad2_tdTpositive_cell_2 1 1.000
#> Gad2_tdTpositive_cell_3 1 0.249
#> Gad2_tdTpositive_cell_4 1 0.000
#> Gad2_tdTpositive_cell_5 1 0.000
#> Gad2_tdTpositive_cell_6 1 1.000
#> Gad2_tdTpositive_cell_7 1 0.000
#> Gad2_tdTpositive_cell_8 1 0.498
#> Gad2_tdTpositive_cell_9 1 0.000
#> Gad2_tdTpositive_cell_10 1 0.498
#> Gad2_tdTpositive_cell_11 1 0.000
#> Gad2_tdTpositive_cell_12 2 0.000
#> Gad2_tdTpositive_cell_13 1 0.000
#> Gad2_tdTpositive_cell_14 2 0.000
#> Gad2_tdTpositive_cell_15 2 0.000
#> Gad2_tdTpositive_cell_16 2 0.000
#> Gad2_tdTpositive_cell_17 1 1.000
#> Gad2_tdTpositive_cell_18 1 0.000
#> Gad2_tdTpositive_cell_19 1 0.747
#> Gad2_tdTpositive_cell_20 1 0.000
#> Gad2_tdTpositive_cell_21 1 0.000
#> Gad2_tdTpositive_cell_22 1 0.000
#> Gad2_tdTpositive_cell_23 1 0.000
#> Gad2_tdTpositive_cell_24 2 0.502
#> Gad2_tdTpositive_cell_25 1 0.000
#> Gad2_tdTpositive_cell_26 1 0.000
#> Gad2_tdTpositive_cell_27 1 0.000
#> Gad2_tdTpositive_cell_28 1 0.000
#> Gad2_tdTpositive_cell_29 2 0.253
#> Gad2_tdTpositive_cell_30 2 0.000
#> Gad2_tdTpositive_cell_31 1 1.000
#> Gad2_tdTpositive_cell_32 1 0.000
#> Gad2_tdTpositive_cell_33 2 0.249
#> Gad2_tdTpositive_cell_34 1 0.000
#> Gad2_tdTpositive_cell_35 2 0.000
#> Gad2_tdTpositive_cell_36 1 0.498
#> Gad2_tdTpositive_cell_37 1 1.000
#> Gad2_tdTpositive_cell_38 2 0.000
#> Gad2_tdTpositive_cell_39 2 0.253
#> Gad2_tdTpositive_cell_40 2 0.000
#> Gad2_tdTpositive_cell_41 2 0.000
#> Gad2_tdTpositive_cell_42 2 0.000
#> Gad2_tdTpositive_cell_43 1 0.751
#> Gad2_tdTpositive_cell_44 2 0.000
#> Gad2_tdTpositive_cell_45 2 0.498
#> Gad2_tdTpositive_cell_46 2 0.249
#> Gad2_tdTpositive_cell_47 1 0.000
#> Gad2_tdTpositive_cell_48 1 1.000
#> Gad2_tdTpositive_cell_49 2 0.000
#> Gad2_tdTpositive_cell_50 2 0.000
#> Gad2_tdTpositive_cell_51 2 0.000
#> Gad2_tdTpositive_cell_52 2 0.000
#> Gad2_tdTpositive_cell_53 2 0.000
#> Gad2_tdTpositive_cell_54 2 0.000
#> Gad2_tdTpositive_cell_55 1 1.000
#> Gad2_tdTpositive_cell_56 1 0.498
#> Gad2_tdTpositive_cell_57 1 0.000
#> Gad2_tdTpositive_cell_58 2 0.000
#> Gad2_tdTpositive_cell_59 2 0.000
#> Gad2_tdTpositive_cell_60 1 0.000
#> Gad2_tdTpositive_cell_61 1 0.000
#> Gad2_tdTpositive_cell_62 1 1.000
#> Gad2_tdTpositive_cell_63 1 0.000
#> Gad2_tdTpositive_cell_64 1 1.000
#> Gad2_tdTpositive_cell_65 1 0.000
#> Gad2_tdTpositive_cell_66 1 1.000
#> Gad2_tdTpositive_cell_67 1 1.000
#> Gad2_tdTpositive_cell_68 1 1.000
#> Gad2_tdTpositive_cell_69 2 0.000
#> Gad2_tdTpositive_cell_70 1 0.751
#> Gad2_tdTpositive_cell_71 1 0.000
#> Gad2_tdTpositive_cell_72 1 0.253
#> Gad2_tdTpositive_cell_73 1 0.498
#> Gad2_tdTpositive_cell_74 1 0.498
#> Gad2_tdTpositive_cell_75 1 0.000
#> Gad2_tdTpositive_cell_76 1 0.751
#> Gad2_tdTpositive_cell_77 2 0.000
#> Gad2_tdTpositive_cell_78 2 0.000
#> Gad2_tdTpositive_cell_79 2 0.000
#> Gad2_tdTpositive_cell_80 2 0.000
#> Htr3a_tdTpositive_cell_1 1 0.000
#> Htr3a_tdTpositive_cell_2 1 0.751
#> Htr3a_tdTpositive_cell_3 1 0.747
#> Htr3a_tdTpositive_cell_4 1 0.000
#> Htr3a_tdTpositive_cell_5 1 0.000
#> Htr3a_tdTpositive_cell_6 1 0.000
#> Htr3a_tdTpositive_cell_7 1 0.000
#> Htr3a_tdTpositive_cell_8 1 0.000
#> Htr3a_tdTpositive_cell_9 1 0.751
#> Htr3a_tdTpositive_cell_10 1 1.000
#> Htr3a_tdTpositive_cell_11 1 1.000
#> Htr3a_tdTpositive_cell_12 1 0.000
#> Htr3a_tdTpositive_cell_13 2 0.751
#> Htr3a_tdTpositive_cell_14 2 0.751
#> Htr3a_tdTpositive_cell_15 1 0.000
#> Htr3a_tdTpositive_cell_16 1 0.000
#> Htr3a_tdTpositive_cell_17 1 0.000
#> Htr3a_tdTpositive_cell_18 1 0.249
#> Htr3a_tdTpositive_cell_19 1 0.249
#> Htr3a_tdTpositive_cell_20 2 0.751
#> Htr3a_tdTpositive_cell_21 2 1.000
#> Htr3a_tdTpositive_cell_22 1 0.751
#> Htr3a_tdTpositive_cell_23 1 0.000
#> Htr3a_tdTpositive_cell_24 1 0.249
#> Htr3a_tdTpositive_cell_25 1 0.000
#> Htr3a_tdTpositive_cell_26 1 0.751
#> Htr3a_tdTpositive_cell_27 2 0.000
#> Htr3a_tdTpositive_cell_28 1 0.502
#> Htr3a_tdTpositive_cell_29 2 0.249
#> Htr3a_tdTpositive_cell_30 1 0.751
#> Htr3a_tdTpositive_cell_31 2 0.000
#> Htr3a_tdTpositive_cell_32 1 1.000
#> Htr3a_tdTpositive_cell_33 1 1.000
#> Htr3a_tdTpositive_cell_34 2 0.502
#> Htr3a_tdTpositive_cell_35 2 0.249
#> Htr3a_tdTpositive_cell_36 1 1.000
#> Htr3a_tdTpositive_cell_37 1 1.000
#> Htr3a_tdTpositive_cell_38 2 0.751
#> Htr3a_tdTpositive_cell_39 2 0.498
#> Htr3a_tdTpositive_cell_40 2 0.000
#> Htr3a_tdTpositive_cell_41 1 0.000
#> Htr3a_tdTpositive_cell_42 1 0.000
#> Htr3a_tdTpositive_cell_43 1 0.249
#> Htr3a_tdTpositive_cell_44 1 0.000
#> Htr3a_tdTpositive_cell_45 1 0.249
#> Htr3a_tdTpositive_cell_46 1 0.249
#> Htr3a_tdTpositive_cell_47 1 0.000
#> Htr3a_tdTpositive_cell_48 2 1.000
#> Htr3a_tdTpositive_cell_49 1 0.249
#> Htr3a_tdTpositive_cell_50 1 0.000
#> Htr3a_tdTpositive_cell_51 1 0.253
#> Htr3a_tdTpositive_cell_52 1 0.000
#> Htr3a_tdTpositive_cell_53 1 0.000
#> Htr3a_tdTpositive_cell_54 2 1.000
#> Htr3a_tdTpositive_cell_55 2 0.000
#> Htr3a_tdTpositive_cell_56 2 0.000
#> Htr3a_tdTpositive_cell_57 2 0.000
#> Htr3a_tdTpositive_cell_58 2 0.751
#> Htr3a_tdTpositive_cell_59 2 0.000
#> Htr3a_tdTpositive_cell_60 1 0.498
#> Htr3a_tdTpositive_cell_61 1 0.000
#> Htr3a_tdTpositive_cell_62 1 0.000
#> Htr3a_tdTpositive_cell_63 1 0.249
#> Htr3a_tdTpositive_cell_64 1 0.000
#> Htr3a_tdTpositive_cell_65 2 0.751
#> Htr3a_tdTpositive_cell_66 2 0.751
#> Htr3a_tdTpositive_cell_67 2 1.000
#> Htr3a_tdTpositive_cell_68 1 0.502
#> Htr3a_tdTpositive_cell_69 1 0.249
#> Htr3a_tdTpositive_cell_70 1 0.498
#> Htr3a_tdTpositive_cell_71 2 0.502
#> Htr3a_tdTpositive_cell_72 1 0.000
#> Htr3a_tdTpositive_cell_73 1 0.498
#> Htr3a_tdTpositive_cell_74 1 0.751
#> Htr3a_tdTpositive_cell_75 1 0.502
#> Htr3a_tdTpositive_cell_76 1 0.000
#> Htr3a_tdTpositive_cell_77 1 0.502
#> Htr3a_tdTpositive_cell_78 1 0.000
#> Htr3a_tdTpositive_cell_79 1 0.751
#> Htr3a_tdTpositive_cell_80 1 0.249
#> Htr3a_tdTpositive_cell_81 2 0.751
#> Htr3a_tdTpositive_cell_82 1 0.502
#> Htr3a_tdTpositive_cell_83 1 0.000
#> Htr3a_tdTpositive_cell_84 1 0.502
#> Htr3a_tdTpositive_cell_85 1 0.000
#> Htr3a_tdTpositive_cell_86 1 0.000
#> Htr3a_tdTpositive_cell_87 1 0.249
#> Htr3a_tdTpositive_cell_88 1 0.249
#> Htr3a_tdTpositive_cell_89 1 0.000
#> Htr3a_tdTpositive_cell_90 1 0.000
#> Htr3a_tdTpositive_cell_91 1 0.000
#> Htr3a_tdTpositive_cell_92 2 0.000
#> Htr3a_tdTpositive_cell_93 1 0.000
#> Htr3a_tdTpositive_cell_94 1 1.000
#> Htr3a_tdTpositive_cell_95 2 0.000
#> Htr3a_tdTpositive_cell_96 1 0.000
#> Htr3a_tdTpositive_cell_97 1 0.000
#> Htr3a_tdTpositive_cell_98 1 0.000
#> Htr3a_tdTpositive_cell_99 1 0.000
#> Htr3a_tdTpositive_cell_100 1 0.000
#> Htr3a_tdTpositive_cell_101 2 0.000
#> Htr3a_tdTpositive_cell_102 1 0.000
#> Htr3a_tdTpositive_cell_103 1 0.000
#> Htr3a_tdTpositive_cell_104 2 0.747
#> Htr3a_tdTpositive_cell_105 1 0.000
#> Htr3a_tdTpositive_cell_106 1 0.249
#> Htr3a_tdTpositive_cell_107 1 0.249
#> Htr3a_tdTpositive_cell_108 1 1.000
#> Htr3a_tdTpositive_cell_109 1 0.249
#> Htr3a_tdTpositive_cell_110 1 0.000
#> Htr3a_tdTpositive_cell_111 1 0.000
#> Htr3a_tdTpositive_cell_112 1 0.751
#> Htr3a_tdTpositive_cell_113 1 0.000
#> Htr3a_tdTpositive_cell_114 1 0.000
#> Htr3a_tdTpositive_cell_115 1 0.747
#> Htr3a_tdTpositive_cell_116 1 1.000
#> Htr3a_tdTpositive_cell_117 1 0.498
#> Htr3a_tdTpositive_cell_118 1 0.502
#> Htr3a_tdTpositive_cell_119 1 0.498
#> Htr3a_tdTpositive_cell_120 1 0.000
#> Htr3a_tdTpositive_cell_121 1 0.000
#> Htr3a_tdTpositive_cell_122 1 0.747
#> Htr3a_tdTpositive_cell_123 1 0.000
#> Ndnf_tdTpositive_cell_1 2 0.253
#> Ndnf_tdTpositive_cell_2 1 0.249
#> Ndnf_tdTpositive_cell_3 2 1.000
#> Ndnf_tdTpositive_cell_4 2 0.000
#> Ndnf_tdTpositive_cell_5 2 0.000
#> Ndnf_tdTpositive_cell_6 2 0.249
#> Ndnf_tdTpositive_cell_7 2 0.502
#> Ndnf_tdTpositive_cell_8 2 0.498
#> Ndnf_tdTpositive_cell_9 2 1.000
#> Ndnf_tdTpositive_cell_10 2 1.000
#> Ndnf_tdTpositive_cell_11 2 0.000
#> Ndnf_tdTpositive_cell_12 2 0.000
#> Ndnf_tdTpositive_cell_13 1 1.000
#> Ndnf_tdTpositive_cell_14 1 0.747
#> Ndnf_tdTpositive_cell_15 1 1.000
#> Ndnf_tdTpositive_cell_16 1 0.751
#> Ndnf_tdTpositive_cell_17 1 0.498
#> Ndnf_tdTpositive_cell_18 1 0.000
#> Ndnf_tdTpositive_cell_19 1 0.000
#> Ndnf_tdTpositive_cell_20 2 0.000
#> Ndnf_tdTpositive_cell_21 2 0.498
#> Ndnf_tdTnegative_cell_1 2 0.000
#> Ndnf_tdTnegative_cell_2 1 0.000
#> Ndnf_tdTnegative_cell_3 1 1.000
#> Ndnf_tdTnegative_cell_4 2 0.502
#> Ndnf_tdTnegative_cell_5 2 0.249
#> Ndnf_tdTnegative_cell_6 2 0.751
#> Ndnf_tdTnegative_cell_7 2 0.000
#> Ndnf_tdTnegative_cell_8 1 0.000
#> Ndnf_tdTnegative_cell_9 1 0.751
#> Ndnf_tdTnegative_cell_10 2 0.751
#> Ndnf_tdTnegative_cell_11 2 0.751
#> Ndnf_tdTnegative_cell_12 1 0.751
#> Nkx2-1_tdTpositive_cell_1 1 0.000
#> Nkx2-1_tdTpositive_cell_2 1 0.000
#> Nkx2-1_tdTpositive_cell_3 1 0.000
#> Nkx2-1_tdTpositive_cell_4 1 0.498
#> Nkx2-1_tdTpositive_cell_5 1 0.747
#> Nkx2-1_tdTpositive_cell_6 1 0.249
#> Nkx2-1_tdTpositive_cell_7 1 0.000
#> Nkx2-1_tdTpositive_cell_8 1 0.000
#> Nkx2-1_tdTpositive_cell_9 1 0.000
#> Nkx2-1_tdTpositive_cell_10 1 0.000
#> Nkx2-1_tdTpositive_cell_11 1 0.000
#> Nkx2-1_tdTpositive_cell_12 1 0.498
#> Nkx2-1_tdTpositive_cell_13 1 0.249
#> Nkx2-1_tdTpositive_cell_14 2 0.502
#> Nkx2-1_tdTpositive_cell_15 1 0.000
#> Nkx2-1_tdTpositive_cell_16 1 0.000
#> Nkx2-1_tdTpositive_cell_17 1 1.000
#> Nkx2-1_tdTpositive_cell_18 1 0.000
#> Nkx2-1_tdTpositive_cell_19 2 0.751
#> Nkx2-1_tdTpositive_cell_20 1 0.498
#> Nkx2-1_tdTpositive_cell_21 2 0.000
#> Nkx2-1_tdTpositive_cell_22 2 0.249
#> Nkx2-1_tdTpositive_cell_23 2 0.000
#> Nos1_tdTpositive_cell_1 2 0.249
#> Nos1_tdTpositive_cell_2 1 0.502
#> Nos1_tdTpositive_cell_3 2 0.249
#> Nos1_tdTpositive_cell_4 1 0.000
#> Nos1_tdTpositive_cell_5 1 0.502
#> Nos1_tdTpositive_cell_6 1 0.751
#> Nos1_tdTpositive_cell_7 1 0.000
#> Nos1_tdTpositive_cell_8 1 0.000
#> Nos1_tdTpositive_cell_9 1 0.000
#> Nos1_tdTpositive_cell_10 1 0.000
#> Nos1_tdTpositive_cell_11 1 0.000
#> Nos1_tdTpositive_cell_12 1 0.000
#> Nos1_tdTpositive_cell_13 1 0.000
#> Nos1_tdTpositive_cell_14 1 0.000
#> Nos1_tdTpositive_cell_15 1 0.000
#> Nos1_tdTpositive_cell_16 1 0.000
#> Nos1_tdTpositive_cell_17 1 0.000
#> Nos1_tdTpositive_cell_18 1 0.751
#> Nos1_tdTpositive_cell_19 1 1.000
#> Nos1_tdTpositive_cell_20 1 0.249
#> Nos1_tdTpositive_cell_21 1 0.502
#> Nos1_tdTpositive_cell_22 1 1.000
#> Nos1_tdTpositive_cell_23 1 0.249
#> Nos1_tdTpositive_cell_24 1 0.249
#> Nos1_tdTpositive_cell_25 1 0.000
#> Nos1_tdTpositive_cell_26 1 0.000
#> Nos1_tdTpositive_cell_27 1 0.000
#> Nos1_tdTpositive_cell_28 1 1.000
#> Nos1_tdTpositive_cell_29 1 0.000
#> Nos1_tdTpositive_cell_30 1 1.000
#> Nos1_tdTpositive_cell_31 1 0.253
#> Nos1_tdTpositive_cell_32 1 0.000
#> Nos1_tdTpositive_cell_33 1 0.498
#> Nos1_tdTpositive_cell_34 1 0.751
#> Nos1_tdTpositive_cell_35 1 0.000
#> Nos1_tdTpositive_cell_36 1 0.000
#> Nos1_tdTpositive_cell_37 1 0.502
#> Nos1_tdTpositive_cell_38 1 0.253
#> Nos1_tdTpositive_cell_39 1 0.249
#> Nos1_tdTpositive_cell_40 1 0.000
#> Nos1_tdTpositive_cell_41 1 0.502
#> Nos1_tdTpositive_cell_42 1 1.000
#> Nos1_tdTpositive_cell_43 1 0.502
#> Nos1_tdTpositive_cell_44 1 0.249
#> Nos1_tdTpositive_cell_45 1 0.000
#> Nos1_tdTpositive_cell_46 1 0.751
#> Nos1_tdTpositive_cell_47 1 0.000
#> Nos1_tdTpositive_cell_48 1 0.747
#> Nos1_tdTpositive_cell_49 1 0.000
#> Nos1_tdTpositive_cell_50 1 0.751
#> Nos1_tdTpositive_cell_51 1 0.000
#> Nos1_tdTpositive_cell_52 1 0.000
#> Nos1_tdTpositive_cell_53 1 0.000
#> Nos1_tdTpositive_cell_54 2 0.000
#> Nos1_tdTpositive_cell_55 1 0.249
#> Nos1_tdTpositive_cell_56 1 0.000
#> Nos1_tdTpositive_cell_57 1 0.249
#> Nos1_tdTpositive_cell_58 1 0.000
#> Nos1_tdTpositive_cell_59 1 0.000
#> Nos1_tdTpositive_cell_60 1 0.249
#> Nos1_tdTpositive_cell_61 1 0.000
#> Nos1_tdTpositive_cell_62 1 0.000
#> Nos1_tdTpositive_cell_63 1 0.000
#> Nos1_tdTpositive_cell_64 1 0.000
#> Nos1_tdTpositive_cell_65 1 0.000
#> Nos1_tdTpositive_cell_66 2 0.751
#> Nos1_tdTpositive_cell_67 1 0.000
#> Nos1_tdTpositive_cell_68 1 0.000
#> Nos1_tdTpositive_cell_69 1 0.000
#> Nos1_tdTpositive_cell_70 1 0.000
#> Nos1_tdTpositive_cell_71 1 0.498
#> Nos1_tdTpositive_cell_72 1 1.000
#> Nos1_tdTpositive_cell_73 2 0.000
#> Nr5a1_tdTpositive_cell_1 1 0.000
#> Nr5a1_tdTpositive_cell_2 1 0.000
#> Nr5a1_tdTpositive_cell_3 1 0.000
#> Nr5a1_tdTpositive_cell_4 1 0.000
#> Nr5a1_tdTpositive_cell_5 1 0.000
#> Nr5a1_tdTpositive_cell_6 1 1.000
#> Nr5a1_tdTpositive_cell_7 1 0.751
#> Nr5a1_tdTpositive_cell_8 1 0.000
#> Nr5a1_tdTpositive_cell_9 2 0.000
#> Nr5a1_tdTpositive_cell_10 2 0.000
#> Nr5a1_tdTpositive_cell_11 1 0.502
#> Nr5a1_tdTpositive_cell_12 1 1.000
#> Nr5a1_tdTpositive_cell_13 1 0.502
#> Nr5a1_tdTpositive_cell_14 1 0.502
#> Nr5a1_tdTpositive_cell_15 1 1.000
#> Nr5a1_tdTpositive_cell_16 1 1.000
#> Nr5a1_tdTpositive_cell_17 1 0.000
#> Nr5a1_tdTpositive_cell_18 1 0.751
#> Nr5a1_tdTpositive_cell_19 1 0.502
#> Nr5a1_tdTpositive_cell_20 1 0.751
#> Nr5a1_tdTpositive_cell_21 1 1.000
#> Nr5a1_tdTpositive_cell_22 1 0.751
#> Nr5a1_tdTpositive_cell_23 2 0.000
#> Nr5a1_tdTpositive_cell_24 1 0.751
#> Nr5a1_tdTpositive_cell_25 1 0.751
#> Nr5a1_tdTpositive_cell_26 1 0.751
#> Nr5a1_tdTpositive_cell_27 1 0.502
#> Nr5a1_tdTpositive_cell_28 1 0.751
#> Nr5a1_tdTpositive_cell_29 1 1.000
#> Nr5a1_tdTpositive_cell_30 1 0.000
#> Nr5a1_tdTpositive_cell_31 1 0.000
#> Nr5a1_tdTpositive_cell_32 1 1.000
#> Nr5a1_tdTpositive_cell_33 1 0.253
#> Nr5a1_tdTpositive_cell_34 1 0.751
#> Nr5a1_tdTpositive_cell_35 2 0.000
#> Nr5a1_tdTpositive_cell_36 2 0.000
#> Nr5a1_tdTpositive_cell_37 1 0.000
#> Nr5a1_tdTpositive_cell_38 1 0.000
#> Nr5a1_tdTpositive_cell_39 1 0.751
#> Nr5a1_tdTpositive_cell_40 1 0.502
#> Nr5a1_tdTpositive_cell_41 1 0.000
#> Nr5a1_tdTpositive_cell_42 1 0.000
#> Nr5a1_tdTpositive_cell_43 1 0.000
#> Nr5a1_tdTpositive_cell_44 1 0.000
#> Nr5a1_tdTpositive_cell_45 1 0.000
#> Nr5a1_tdTpositive_cell_46 1 0.000
#> Nr5a1_tdTpositive_cell_47 1 0.000
#> Nr5a1_tdTpositive_cell_48 1 0.000
#> Nr5a1_tdTpositive_cell_49 2 0.000
#> Nr5a1_tdTpositive_cell_50 1 1.000
#> Nr5a1_tdTpositive_cell_51 2 0.000
#> Nr5a1_tdTpositive_cell_52 1 1.000
#> Ntsr1_tdTpositive_cell_1 1 0.000
#> Ntsr1_tdTpositive_cell_2 1 0.000
#> Ntsr1_tdTpositive_cell_3 1 0.000
#> Ntsr1_tdTpositive_cell_4 1 0.000
#> Ntsr1_tdTpositive_cell_5 1 0.000
#> Ntsr1_tdTpositive_cell_6 1 0.502
#> Ntsr1_tdTpositive_cell_7 1 0.000
#> Ntsr1_tdTpositive_cell_8 1 0.000
#> Ntsr1_tdTpositive_cell_9 1 0.000
#> Ntsr1_tdTpositive_cell_10 1 0.000
#> Ntsr1_tdTpositive_cell_11 1 0.000
#> Ntsr1_tdTpositive_cell_12 1 0.751
#> Ntsr1_tdTpositive_cell_13 1 0.000
#> Ntsr1_tdTpositive_cell_14 1 0.000
#> Ntsr1_tdTpositive_cell_15 1 0.000
#> Ntsr1_tdTpositive_cell_16 1 0.000
#> Ntsr1_tdTpositive_cell_17 1 0.000
#> Ntsr1_tdTpositive_cell_18 1 0.000
#> Ntsr1_tdTpositive_cell_19 1 0.000
#> Ntsr1_tdTpositive_cell_20 2 1.000
#> Ntsr1_tdTpositive_cell_21 1 0.000
#> Ntsr1_tdTpositive_cell_22 1 0.249
#> Ntsr1_tdTpositive_cell_23 1 0.000
#> Ntsr1_tdTpositive_cell_24 1 0.000
#> Ntsr1_tdTpositive_cell_25 1 0.000
#> Ntsr1_tdTpositive_cell_26 1 0.253
#> Ntsr1_tdTpositive_cell_27 1 0.000
#> Ntsr1_tdTpositive_cell_28 1 0.000
#> Ntsr1_tdTpositive_cell_29 1 0.000
#> Ntsr1_tdTpositive_cell_30 1 0.000
#> Ntsr1_tdTpositive_cell_31 1 0.000
#> Ntsr1_tdTpositive_cell_32 1 0.000
#> Ntsr1_tdTpositive_cell_33 1 0.000
#> Ntsr1_tdTpositive_cell_34 1 0.000
#> Ntsr1_tdTpositive_cell_35 1 0.000
#> Ntsr1_tdTpositive_cell_36 1 0.000
#> Ntsr1_tdTpositive_cell_37 1 0.000
#> Ntsr1_tdTpositive_cell_38 1 0.000
#> Ntsr1_tdTpositive_cell_39 1 0.000
#> Ntsr1_tdTpositive_cell_40 1 0.000
#> Ntsr1_tdTpositive_cell_41 1 0.000
#> Ntsr1_tdTpositive_cell_42 1 0.000
#> Ntsr1_tdTpositive_cell_43 1 0.249
#> Ntsr1_tdTpositive_cell_44 1 0.000
#> Ntsr1_tdTpositive_cell_45 1 0.502
#> Ntsr1_tdTpositive_cell_46 1 0.751
#> Ntsr1_tdTpositive_cell_47 1 0.502
#> Ntsr1_tdTpositive_cell_48 1 0.000
#> Ntsr1_tdTpositive_cell_49 1 0.000
#> Ntsr1_tdTpositive_cell_50 1 0.249
#> Ntsr1_tdTpositive_cell_51 1 0.751
#> Ntsr1_tdTpositive_cell_52 1 0.751
#> Ntsr1_tdTpositive_cell_53 1 0.000
#> Ntsr1_tdTpositive_cell_54 1 1.000
#> Ntsr1_tdTpositive_cell_55 1 1.000
#> Ntsr1_tdTpositive_cell_56 1 1.000
#> Ntsr1_tdTpositive_cell_57 1 0.751
#> Ntsr1_tdTpositive_cell_58 1 1.000
#> Ntsr1_tdTpositive_cell_59 1 1.000
#> Ntsr1_tdTpositive_cell_60 1 0.000
#> Ntsr1_tdTpositive_cell_61 1 1.000
#> Ntsr1_tdTpositive_cell_62 1 1.000
#> Ntsr1_tdTpositive_cell_63 1 0.751
#> Ntsr1_tdTpositive_cell_64 1 1.000
#> Ntsr1_tdTpositive_cell_65 1 0.751
#> Ntsr1_tdTpositive_cell_66 1 1.000
#> Ntsr1_tdTpositive_cell_67 1 0.751
#> Ntsr1_tdTpositive_cell_68 1 1.000
#> Ntsr1_tdTpositive_cell_69 1 1.000
#> Ntsr1_tdTpositive_cell_70 1 0.751
#> Ntsr1_tdTpositive_cell_71 1 1.000
#> Ntsr1_tdTpositive_cell_72 1 1.000
#> Ntsr1_tdTpositive_cell_73 1 1.000
#> Ntsr1_tdTpositive_cell_74 1 1.000
#> Ntsr1_tdTpositive_cell_75 1 0.000
#> Ntsr1_tdTpositive_cell_76 1 0.000
#> Ntsr1_tdTpositive_cell_77 1 0.000
#> Ntsr1_tdTpositive_cell_78 2 0.000
#> Ntsr1_tdTpositive_cell_79 2 0.000
#> Ntsr1_tdTnegative_cell_1 1 1.000
#> Ntsr1_tdTnegative_cell_2 2 0.000
#> Ntsr1_tdTnegative_cell_3 2 0.000
#> Ntsr1_tdTnegative_cell_4 1 0.747
#> Ntsr1_tdTnegative_cell_5 2 0.000
#> Ntsr1_tdTnegative_cell_6 1 0.502
#> Ntsr1_tdTnegative_cell_7 1 1.000
#> Ntsr1_tdTnegative_cell_8 1 1.000
#> Ntsr1_tdTnegative_cell_9 1 1.000
#> Ntsr1_tdTnegative_cell_10 2 0.000
#> Ntsr1_tdTnegative_cell_11 2 0.000
#> Ntsr1_tdTnegative_cell_12 2 0.000
#> Ntsr1_tdTnegative_cell_13 2 0.000
#> Ntsr1_tdTnegative_cell_14 2 0.000
#> Ntsr1_tdTnegative_cell_15 2 0.000
#> Ntsr1_tdTnegative_cell_16 2 0.000
#> Ntsr1_tdTnegative_cell_17 2 0.000
#> Ntsr1_tdTnegative_cell_18 2 0.000
#> Ntsr1_tdTnegative_cell_19 2 0.000
#> Ntsr1_tdTnegative_cell_20 2 0.000
#> Ntsr1_tdTnegative_cell_21 2 0.000
#> Ntsr1_tdTnegative_cell_22 2 0.000
#> Ntsr1_tdTnegative_cell_23 2 0.000
#> Ntsr1_tdTnegative_cell_24 2 0.000
#> Ntsr1_tdTnegative_cell_25 2 0.000
#> Ntsr1_tdTnegative_cell_26 2 0.000
#> Ntsr1_tdTnegative_cell_27 2 0.253
#> Ntsr1_tdTnegative_cell_28 2 0.000
#> Ntsr1_tdTnegative_cell_29 2 0.000
#> Ntsr1_tdTnegative_cell_30 2 0.000
#> Ntsr1_tdTnegative_cell_31 1 1.000
#> Ntsr1_tdTnegative_cell_32 2 0.000
#> Ntsr1_tdTnegative_cell_33 2 0.000
#> Ntsr1_tdTnegative_cell_34 1 1.000
#> Ntsr1_tdTnegative_cell_35 2 0.000
#> Ntsr1_tdTnegative_cell_36 1 0.249
#> Ntsr1_tdTnegative_cell_37 1 1.000
#> Ntsr1_tdTnegative_cell_38 2 0.253
#> Ntsr1_tdTnegative_cell_39 2 0.000
#> Ntsr1_tdTnegative_cell_40 1 0.000
#> Ntsr1_tdTnegative_cell_41 2 0.000
#> Ntsr1_tdTnegative_cell_42 2 0.000
#> Ntsr1_tdTnegative_cell_43 1 0.000
#> Ntsr1_tdTnegative_cell_44 2 0.747
#> Ntsr1_tdTnegative_cell_45 2 0.000
#> Ntsr1_tdTnegative_cell_46 2 0.000
#> Ntsr1_tdTnegative_cell_47 1 0.000
#> Ntsr1_tdTnegative_cell_48 1 0.000
#> Ntsr1_tdTnegative_cell_49 2 0.000
#> Ntsr1_tdTnegative_cell_50 1 1.000
#> Ntsr1_tdTnegative_cell_51 1 1.000
#> Ntsr1_tdTnegative_cell_52 1 1.000
#> Ntsr1_tdTnegative_cell_53 1 0.751
#> Ntsr1_tdTnegative_cell_54 1 1.000
#> Ntsr1_tdTnegative_cell_55 1 0.498
#> Ntsr1_tdTnegative_cell_56 2 0.000
#> Ntsr1_tdTnegative_cell_57 2 0.000
#> Pvalb_tdTpositive_cell_1 1 0.751
#> Pvalb_tdTpositive_cell_2 1 1.000
#> Pvalb_tdTpositive_cell_3 1 0.751
#> Pvalb_tdTpositive_cell_4 1 0.000
#> Pvalb_tdTpositive_cell_5 1 0.000
#> Pvalb_tdTpositive_cell_6 1 0.000
#> Pvalb_tdTpositive_cell_7 1 1.000
#> Pvalb_tdTpositive_cell_8 1 1.000
#> Pvalb_tdTpositive_cell_9 1 0.751
#> Pvalb_tdTpositive_cell_10 2 0.000
#> Pvalb_tdTpositive_cell_11 2 0.249
#> Pvalb_tdTpositive_cell_12 1 0.249
#> Pvalb_tdTpositive_cell_13 2 0.000
#> Pvalb_tdTpositive_cell_14 1 0.747
#> Pvalb_tdTpositive_cell_15 2 0.000
#> Pvalb_tdTpositive_cell_16 1 1.000
#> Pvalb_tdTpositive_cell_17 1 1.000
#> Pvalb_tdTpositive_cell_18 1 1.000
#> Pvalb_tdTpositive_cell_19 1 1.000
#> Pvalb_tdTpositive_cell_20 2 0.000
#> Pvalb_tdTpositive_cell_21 2 0.000
#> Pvalb_tdTpositive_cell_22 1 1.000
#> Pvalb_tdTpositive_cell_23 1 0.249
#> Pvalb_tdTpositive_cell_24 2 0.000
#> Pvalb_tdTpositive_cell_25 2 0.000
#> Pvalb_tdTpositive_cell_26 1 0.502
#> Pvalb_tdTpositive_cell_27 1 1.000
#> Pvalb_tdTpositive_cell_28 2 0.000
#> Pvalb_tdTpositive_cell_29 1 1.000
#> Pvalb_tdTpositive_cell_30 1 1.000
#> Pvalb_tdTpositive_cell_31 2 0.000
#> Pvalb_tdTpositive_cell_32 2 0.000
#> Pvalb_tdTpositive_cell_33 2 0.000
#> Pvalb_tdTpositive_cell_34 1 0.751
#> Pvalb_tdTpositive_cell_35 1 0.498
#> Pvalb_tdTpositive_cell_36 1 0.747
#> Pvalb_tdTpositive_cell_37 1 1.000
#> Pvalb_tdTpositive_cell_38 1 0.751
#> Pvalb_tdTpositive_cell_39 1 1.000
#> Pvalb_tdTpositive_cell_40 1 1.000
#> Pvalb_tdTpositive_cell_41 2 0.000
#> Pvalb_tdTpositive_cell_42 1 1.000
#> Pvalb_tdTpositive_cell_43 1 0.502
#> Pvalb_tdTpositive_cell_44 1 1.000
#> Pvalb_tdTpositive_cell_45 2 0.000
#> Pvalb_tdTpositive_cell_46 1 1.000
#> Pvalb_tdTpositive_cell_47 1 0.000
#> Pvalb_tdTpositive_cell_48 1 0.498
#> Pvalb_tdTpositive_cell_49 1 0.000
#> Pvalb_tdTpositive_cell_50 1 0.000
#> Pvalb_tdTpositive_cell_51 1 0.000
#> Pvalb_tdTpositive_cell_52 1 0.000
#> Pvalb_tdTpositive_cell_53 1 0.000
#> Pvalb_tdTpositive_cell_54 1 0.000
#> Pvalb_tdTpositive_cell_55 1 0.000
#> Pvalb_tdTpositive_cell_56 1 0.000
#> Pvalb_tdTpositive_cell_57 1 0.000
#> Pvalb_tdTpositive_cell_58 1 0.000
#> Pvalb_tdTpositive_cell_59 1 0.000
#> Pvalb_tdTpositive_cell_60 1 0.000
#> Pvalb_tdTpositive_cell_61 1 0.000
#> Pvalb_tdTpositive_cell_62 1 0.000
#> Pvalb_tdTpositive_cell_63 1 0.000
#> Pvalb_tdTpositive_cell_64 1 0.000
#> Pvalb_tdTpositive_cell_65 1 0.000
#> Pvalb_tdTpositive_cell_66 1 0.249
#> Pvalb_tdTpositive_cell_67 1 1.000
#> Pvalb_tdTpositive_cell_68 1 0.249
#> Pvalb_tdTpositive_cell_69 1 0.000
#> Pvalb_tdTpositive_cell_70 1 0.000
#> Pvalb_tdTpositive_cell_71 1 0.253
#> Pvalb_tdTpositive_cell_72 1 1.000
#> Pvalb_tdTpositive_cell_73 1 1.000
#> Pvalb_tdTpositive_cell_74 1 0.000
#> Pvalb_tdTpositive_cell_75 1 0.000
#> Pvalb_tdTpositive_cell_76 1 0.000
#> Pvalb_tdTpositive_cell_77 1 0.000
#> Pvalb_tdTpositive_cell_78 1 0.000
#> Pvalb_tdTpositive_cell_79 1 0.000
#> Pvalb_tdTpositive_cell_80 1 0.000
#> Pvalb_tdTpositive_cell_81 2 0.000
#> Pvalb_tdTpositive_cell_82 1 0.249
#> Pvalb_tdTpositive_cell_83 1 0.000
#> Pvalb_tdTpositive_cell_84 1 0.000
#> Pvalb_tdTpositive_cell_85 1 0.000
#> Pvalb_tdTpositive_cell_86 1 0.502
#> Pvalb_tdTpositive_cell_87 1 0.249
#> Pvalb_tdTpositive_cell_88 1 0.000
#> Pvalb_tdTpositive_cell_89 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_1 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_2 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_3 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_4 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_5 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_6 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_7 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_8 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_9 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_10 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_11 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_12 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_13 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_14 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_15 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_16 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_17 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_18 1 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_19 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_20 1 0.751
#> PvalbD-Slc32a1_tdTpositive_cell_21 1 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_22 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_23 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_24 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_25 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_26 1 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_27 2 0.249
#> PvalbD-Slc32a1_tdTpositive_cell_28 1 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_29 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_30 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_31 1 0.751
#> PvalbD-Slc32a1_tdTpositive_cell_32 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_33 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_34 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_35 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_36 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_37 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_38 1 0.502
#> PvalbD-Slc32a1_tdTpositive_cell_39 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_40 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_41 1 0.498
#> PvalbD-Slc32a1_tdTpositive_cell_42 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_43 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_44 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_1 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_2 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_3 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_4 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_5 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_6 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_7 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_8 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_9 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_10 1 0.747
#> PvalbF-Gad2_tdTpositive_cell_11 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_12 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_13 1 0.747
#> PvalbF-Gad2_tdTpositive_cell_14 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_15 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_16 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_17 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_18 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_19 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_20 1 0.751
#> PvalbF-Gad2_tdTpositive_cell_21 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_22 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_23 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_24 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_25 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_26 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_27 1 0.498
#> PvalbF-Gad2_tdTpositive_cell_28 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_29 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_30 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_31 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_32 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_33 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_34 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_35 1 0.502
#> PvalbF-Gad2_tdTpositive_cell_36 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_37 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_38 1 0.498
#> PvalbF-Gad2_tdTpositive_cell_39 1 0.747
#> PvalbF-Gad2_tdTpositive_cell_40 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_41 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_42 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_43 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_44 1 0.751
#> PvalbF-Gad2_tdTpositive_cell_45 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_46 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_47 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_48 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_49 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_50 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_51 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_52 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_53 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_54 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_55 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_56 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_57 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_58 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_59 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_60 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_61 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_62 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_63 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_64 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_65 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_66 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_67 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_68 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_69 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_70 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_71 1 0.751
#> PvalbF-Gad2_tdTpositive_cell_72 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_73 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_74 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_75 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_76 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_77 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_78 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_79 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_80 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_81 1 0.249
#> PvalbF-Gad2_tdTpositive_cell_82 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_83 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_84 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_85 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_86 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_87 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_88 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_89 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_90 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_91 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_92 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_93 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_94 1 0.000
#> Rbp4_tdTpositive_cell_1 1 0.000
#> Rbp4_tdTpositive_cell_2 1 0.000
#> Rbp4_tdTpositive_cell_3 1 1.000
#> Rbp4_tdTpositive_cell_4 1 1.000
#> Rbp4_tdTpositive_cell_5 1 0.498
#> Rbp4_tdTpositive_cell_6 1 0.000
#> Rbp4_tdTpositive_cell_7 1 0.000
#> Rbp4_tdTpositive_cell_8 1 0.000
#> Rbp4_tdTpositive_cell_9 1 0.000
#> Rbp4_tdTpositive_cell_10 1 0.000
#> Rbp4_tdTpositive_cell_11 1 1.000
#> Rbp4_tdTpositive_cell_12 1 0.751
#> Rbp4_tdTpositive_cell_13 1 0.000
#> Rbp4_tdTpositive_cell_14 1 0.502
#> Rbp4_tdTpositive_cell_15 1 0.000
#> Rbp4_tdTpositive_cell_16 1 0.249
#> Rbp4_tdTpositive_cell_17 1 0.751
#> Rbp4_tdTpositive_cell_18 1 0.000
#> Rbp4_tdTpositive_cell_19 1 0.000
#> Rbp4_tdTpositive_cell_20 1 0.000
#> Rbp4_tdTpositive_cell_21 1 0.249
#> Rbp4_tdTpositive_cell_22 1 0.751
#> Rbp4_tdTpositive_cell_23 1 0.000
#> Rbp4_tdTpositive_cell_24 1 0.000
#> Rbp4_tdTpositive_cell_25 1 0.000
#> Rbp4_tdTpositive_cell_26 1 0.000
#> Rbp4_tdTpositive_cell_27 1 0.000
#> Rbp4_tdTpositive_cell_28 1 0.000
#> Rbp4_tdTpositive_cell_29 1 0.000
#> Rbp4_tdTpositive_cell_30 1 0.751
#> Rbp4_tdTpositive_cell_31 1 0.751
#> Rbp4_tdTpositive_cell_32 1 0.000
#> Rbp4_tdTpositive_cell_33 1 0.000
#> Rbp4_tdTpositive_cell_34 1 0.000
#> Rbp4_tdTpositive_cell_35 1 0.000
#> Rbp4_tdTpositive_cell_36 1 0.249
#> Rbp4_tdTpositive_cell_37 1 0.249
#> Rbp4_tdTpositive_cell_38 1 1.000
#> Rbp4_tdTpositive_cell_39 1 0.751
#> Rbp4_tdTpositive_cell_40 1 0.000
#> Rbp4_tdTpositive_cell_41 1 0.000
#> Rbp4_tdTpositive_cell_42 1 0.000
#> Rbp4_tdTpositive_cell_43 1 0.000
#> Rbp4_tdTpositive_cell_44 1 0.000
#> Rbp4_tdTpositive_cell_45 1 0.000
#> Rbp4_tdTpositive_cell_46 1 0.000
#> Rbp4_tdTpositive_cell_47 1 0.502
#> Rbp4_tdTpositive_cell_48 1 0.000
#> Rbp4_tdTpositive_cell_49 1 0.000
#> Rbp4_tdTpositive_cell_50 1 0.253
#> Rbp4_tdTpositive_cell_51 1 0.000
#> Rbp4_tdTpositive_cell_52 1 0.000
#> Rbp4_tdTpositive_cell_53 1 0.000
#> Rbp4_tdTpositive_cell_54 1 0.000
#> Rbp4_tdTpositive_cell_55 1 0.000
#> Rbp4_tdTpositive_cell_56 1 0.000
#> Rbp4_tdTpositive_cell_57 1 0.249
#> Rbp4_tdTpositive_cell_58 1 0.000
#> Rbp4_tdTpositive_cell_59 1 0.000
#> Rbp4_tdTpositive_cell_60 1 0.000
#> Rbp4_tdTpositive_cell_61 1 0.000
#> Rbp4_tdTpositive_cell_62 1 0.751
#> Rbp4_tdTpositive_cell_63 1 0.502
#> Rbp4_tdTpositive_cell_64 1 1.000
#> Rbp4_tdTpositive_cell_65 1 0.000
#> Rbp4_tdTpositive_cell_66 1 1.000
#> Rbp4_tdTpositive_cell_67 1 0.000
#> Rbp4_tdTpositive_cell_68 1 0.000
#> Rbp4_tdTpositive_cell_69 1 0.253
#> Rbp4_tdTpositive_cell_70 1 0.000
#> Rbp4_tdTpositive_cell_71 1 0.000
#> Rbp4_tdTpositive_cell_72 1 0.000
#> Rbp4_tdTpositive_cell_73 1 0.249
#> Rbp4_tdTpositive_cell_74 1 1.000
#> Rbp4_tdTpositive_cell_75 1 1.000
#> Rbp4_tdTpositive_cell_76 1 0.751
#> Rbp4_tdTpositive_cell_77 1 0.000
#> Rbp4_tdTpositive_cell_78 1 0.751
#> Rbp4_tdTpositive_cell_79 2 0.000
#> Rbp4_tdTpositive_cell_80 1 1.000
#> Rbp4_tdTpositive_cell_81 1 1.000
#> Rbp4_tdTpositive_cell_82 1 1.000
#> Rbp4_tdTpositive_cell_83 1 0.751
#> Rbp4_tdTpositive_cell_84 1 1.000
#> Rbp4_tdTpositive_cell_85 2 0.000
#> Rbp4_tdTpositive_cell_86 1 1.000
#> Rbp4_tdTpositive_cell_87 1 1.000
#> Rbp4_tdTpositive_cell_88 2 0.000
#> Rbp4_tdTpositive_cell_89 1 0.000
#> Rbp4_tdTpositive_cell_90 1 0.502
#> Rbp4_tdTpositive_cell_91 1 0.253
#> Rbp4_tdTpositive_cell_92 1 0.000
#> Rbp4_tdTpositive_cell_93 1 1.000
#> Rbp4_tdTpositive_cell_94 1 0.751
#> Rbp4_tdTpositive_cell_95 1 0.000
#> Rbp4_tdTpositive_cell_96 1 0.000
#> Rbp4_tdTpositive_cell_97 1 0.000
#> Rbp4_tdTpositive_cell_98 1 0.502
#> Rbp4_tdTpositive_cell_99 1 0.000
#> Rbp4_tdTpositive_cell_100 1 0.502
#> Rbp4_tdTpositive_cell_101 1 0.000
#> Rbp4_tdTpositive_cell_102 1 0.502
#> Rbp4_tdTpositive_cell_103 1 0.000
#> Rbp4_tdTpositive_cell_104 1 0.253
#> Rbp4_tdTpositive_cell_105 1 0.000
#> Rbp4_tdTpositive_cell_106 1 0.000
#> Rbp4_tdTpositive_cell_107 1 0.751
#> Rbp4_tdTpositive_cell_108 1 0.000
#> Rbp4_tdTpositive_cell_109 1 1.000
#> Rbp4_tdTpositive_cell_110 1 0.000
#> Rbp4_tdTpositive_cell_111 1 1.000
#> Rbp4_tdTpositive_cell_112 1 0.751
#> Rbp4_tdTpositive_cell_113 1 1.000
#> Rbp4_tdTpositive_cell_114 1 1.000
#> Rbp4_tdTpositive_cell_115 1 0.000
#> Rbp4_tdTpositive_cell_116 1 1.000
#> Rbp4_tdTpositive_cell_117 1 0.502
#> Rbp4_tdTpositive_cell_118 1 1.000
#> Rbp4_tdTpositive_cell_119 1 1.000
#> Rbp4_tdTpositive_cell_120 1 1.000
#> Rbp4_tdTpositive_cell_121 2 0.751
#> Rbp4_tdTpositive_cell_122 1 1.000
#> Rbp4_tdTpositive_cell_123 1 0.000
#> Rbp4_tdTpositive_cell_124 1 1.000
#> Rbp4_tdTpositive_cell_125 1 0.000
#> Rbp4_tdTpositive_cell_126 1 0.000
#> Rbp4_tdTpositive_cell_127 1 0.000
#> Rbp4_tdTpositive_cell_128 1 0.000
#> Rbp4_tdTpositive_cell_129 1 0.000
#> Rbp4_tdTpositive_cell_130 1 0.249
#> Rbp4_tdTpositive_cell_131 1 1.000
#> Rbp4_tdTpositive_cell_132 1 1.000
#> Rbp4_tdTpositive_cell_133 1 0.000
#> Rbp4_tdTpositive_cell_134 1 0.000
#> Rbp4_tdTpositive_cell_135 1 0.249
#> Rbp4_tdTpositive_cell_136 1 0.000
#> Rbp4_tdTpositive_cell_137 1 0.000
#> Rbp4_tdTpositive_cell_138 1 0.000
#> Rbp4_tdTpositive_cell_139 1 0.000
#> Rbp4_tdTpositive_cell_140 1 0.000
#> Rbp4_tdTpositive_cell_141 1 0.000
#> Rbp4_tdTpositive_cell_142 1 1.000
#> Rbp4_tdTpositive_cell_143 1 1.000
#> Rbp4_tdTpositive_cell_144 1 1.000
#> Rbp4_tdTpositive_cell_145 1 1.000
#> Rbp4_tdTpositive_cell_146 1 1.000
#> Rbp4_tdTpositive_cell_147 1 0.253
#> Rbp4_tdTpositive_cell_148 1 0.000
#> Rbp4_tdTpositive_cell_149 1 0.000
#> Rbp4_tdTpositive_cell_150 1 0.751
#> Rbp4_tdTpositive_cell_151 1 0.000
#> Rbp4_tdTpositive_cell_152 1 1.000
#> Rbp4_tdTpositive_cell_153 1 0.253
#> Rbp4_tdTpositive_cell_154 1 0.253
#> Rbp4_tdTpositive_cell_155 1 0.000
#> Rbp4_tdTpositive_cell_156 1 0.000
#> Rbp4_tdTpositive_cell_157 1 0.502
#> Rbp4_tdTpositive_cell_158 1 0.751
#> Rbp4_tdTpositive_cell_159 1 0.253
#> Rbp4_tdTpositive_cell_160 1 1.000
#> Rbp4_tdTpositive_cell_161 1 0.000
#> Rbp4_tdTpositive_cell_162 1 0.000
#> Rbp4_tdTpositive_cell_163 1 0.498
#> Rbp4_tdTpositive_cell_164 1 0.000
#> Rbp4_tdTpositive_cell_165 1 0.000
#> Rbp4_tdTpositive_cell_166 1 0.000
#> Rbp4_tdTpositive_cell_167 1 1.000
#> Rbp4_tdTpositive_cell_168 1 1.000
#> Rbp4_tdTpositive_cell_169 1 1.000
#> Rbp4_tdTpositive_cell_170 1 0.498
#> Rbp4_tdTpositive_cell_171 1 0.249
#> Rbp4_tdTpositive_cell_172 1 0.000
#> Rbp4_tdTpositive_cell_173 1 0.000
#> Rbp4_tdTpositive_cell_174 2 0.000
#> Rbp4_tdTpositive_cell_175 2 0.000
#> Rbp4_tdTpositive_cell_176 2 0.000
#> Rbp4_tdTpositive_cell_177 2 0.000
#> Rbp4_tdTpositive_cell_178 1 1.000
#> Rbp4_tdTpositive_cell_179 1 0.249
#> Rbp4_tdTpositive_cell_180 1 1.000
#> Rbp4_tdTpositive_cell_181 1 0.000
#> Rbp4_tdTpositive_cell_182 1 0.000
#> Rbp4_tdTpositive_cell_183 1 0.000
#> Rbp4_tdTpositive_cell_184 1 0.249
#> Rbp4_tdTpositive_cell_185 1 0.000
#> Rbp4_tdTpositive_cell_186 1 0.000
#> Rbp4_tdTpositive_cell_187 1 0.000
#> Rbp4_tdTpositive_cell_188 1 0.000
#> Rbp4_tdTpositive_cell_189 1 0.000
#> Rbp4_tdTpositive_cell_190 1 0.000
#> Rbp4_tdTnegative_cell_1 2 0.502
#> Rbp4_tdTnegative_cell_2 2 0.000
#> Rbp4_tdTnegative_cell_3 2 0.000
#> Rbp4_tdTnegative_cell_4 2 0.249
#> Rbp4_tdTnegative_cell_5 2 0.253
#> Rbp4_tdTnegative_cell_6 2 0.000
#> Rbp4_tdTnegative_cell_7 2 0.502
#> Rbp4_tdTnegative_cell_8 1 1.000
#> Rbp4_tdTnegative_cell_9 2 0.249
#> Rbp4_tdTnegative_cell_10 2 0.000
#> Rbp4_tdTnegative_cell_11 2 0.000
#> Rbp4_tdTnegative_cell_12 2 0.000
#> Rbp4_tdTnegative_cell_13 2 0.000
#> Rbp4_tdTnegative_cell_14 2 0.249
#> Rbp4_tdTnegative_cell_15 2 0.000
#> Rbp4_tdTnegative_cell_16 2 0.249
#> Rbp4_tdTnegative_cell_17 2 0.000
#> Rbp4_tdTnegative_cell_18 2 0.000
#> Rbp4_tdTnegative_cell_19 2 0.000
#> Rbp4_tdTnegative_cell_20 2 0.000
#> Rbp4_tdTnegative_cell_21 2 1.000
#> Rbp4_tdTnegative_cell_22 2 0.000
#> Rbp4_tdTnegative_cell_23 2 0.000
#> Rorb_tdTpositive_cell_1 1 0.502
#> Rorb_tdTpositive_cell_2 1 0.000
#> Rorb_tdTpositive_cell_3 1 0.000
#> Rorb_tdTpositive_cell_4 1 0.000
#> Rorb_tdTpositive_cell_5 1 0.000
#> Rorb_tdTpositive_cell_6 1 0.000
#> Rorb_tdTpositive_cell_7 1 1.000
#> Rorb_tdTpositive_cell_8 1 0.502
#> Rorb_tdTpositive_cell_9 1 0.502
#> Rorb_tdTpositive_cell_10 1 1.000
#> Rorb_tdTpositive_cell_11 2 0.000
#> Rorb_tdTpositive_cell_12 2 0.000
#> Rorb_tdTpositive_cell_13 2 0.000
#> Rorb_tdTpositive_cell_14 2 0.000
#> Rorb_tdTpositive_cell_15 2 0.000
#> Rorb_tdTpositive_cell_16 1 0.000
#> Rorb_tdTpositive_cell_17 1 1.000
#> Rorb_tdTpositive_cell_18 1 0.000
#> Rorb_tdTpositive_cell_19 1 0.000
#> Rorb_tdTpositive_cell_20 1 1.000
#> Rorb_tdTpositive_cell_21 1 0.249
#> Rorb_tdTpositive_cell_22 1 1.000
#> Rorb_tdTpositive_cell_23 1 0.000
#> Rorb_tdTpositive_cell_24 1 0.000
#> Rorb_tdTpositive_cell_25 1 0.253
#> Rorb_tdTpositive_cell_26 1 0.000
#> Rorb_tdTpositive_cell_27 1 0.000
#> Rorb_tdTpositive_cell_28 1 0.000
#> Rorb_tdTpositive_cell_29 1 1.000
#> Rorb_tdTpositive_cell_30 1 1.000
#> Rorb_tdTpositive_cell_31 1 0.000
#> Rorb_tdTpositive_cell_32 1 0.000
#> Rorb_tdTpositive_cell_33 1 0.000
#> Rorb_tdTpositive_cell_34 1 0.000
#> Rorb_tdTpositive_cell_35 1 0.000
#> Rorb_tdTpositive_cell_36 1 0.000
#> Rorb_tdTpositive_cell_37 1 0.000
#> Rorb_tdTpositive_cell_38 1 0.000
#> Rorb_tdTpositive_cell_39 2 0.253
#> Rorb_tdTpositive_cell_40 1 0.000
#> Rorb_tdTpositive_cell_41 1 0.000
#> Rorb_tdTpositive_cell_42 1 0.000
#> Rorb_tdTpositive_cell_43 1 0.000
#> Rorb_tdTpositive_cell_44 1 0.000
#> Rorb_tdTpositive_cell_45 1 0.000
#> Rorb_tdTpositive_cell_46 1 0.000
#> Rorb_tdTpositive_cell_47 2 0.751
#> Rorb_tdTpositive_cell_48 1 0.000
#> Rorb_tdTpositive_cell_49 1 0.000
#> Rorb_tdTpositive_cell_50 1 0.000
#> Rorb_tdTpositive_cell_51 1 0.249
#> Rorb_tdTpositive_cell_52 1 0.000
#> Rorb_tdTpositive_cell_53 1 0.000
#> Rorb_tdTpositive_cell_54 2 0.751
#> Rorb_tdTpositive_cell_55 2 0.498
#> Scnn1a-Tg2_tdTpositive_cell_1 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_2 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_3 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_4 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_5 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_6 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_7 1 0.751
#> Scnn1a-Tg2_tdTpositive_cell_8 1 0.502
#> Scnn1a-Tg2_tdTpositive_cell_9 1 0.502
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_11 1 0.253
#> Scnn1a-Tg2_tdTpositive_cell_12 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_13 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_14 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_15 1 0.751
#> Scnn1a-Tg2_tdTpositive_cell_16 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_17 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_19 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.502
#> Scnn1a-Tg2_tdTpositive_cell_21 2 0.249
#> Scnn1a-Tg2_tdTnegative_cell_1 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_2 1 0.249
#> Scnn1a-Tg2_tdTnegative_cell_3 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_4 2 0.502
#> Scnn1a-Tg2_tdTnegative_cell_5 2 0.249
#> Scnn1a-Tg2_tdTnegative_cell_6 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_7 1 0.502
#> Scnn1a-Tg2_tdTnegative_cell_8 1 1.000
#> Scnn1a-Tg2_tdTnegative_cell_9 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_10 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_11 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_12 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_13 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_14 2 0.502
#> Scnn1a-Tg2_tdTnegative_cell_15 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_16 2 0.502
#> Scnn1a-Tg2_tdTnegative_cell_17 2 0.502
#> Scnn1a-Tg2_tdTnegative_cell_18 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_19 2 0.253
#> Scnn1a-Tg3_tdTpositive_cell_1 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_3 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_5 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_8 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_9 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_10 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_11 1 0.253
#> Scnn1a-Tg3_tdTpositive_cell_12 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_13 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_14 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_15 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_16 1 0.253
#> Scnn1a-Tg3_tdTpositive_cell_17 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_18 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_19 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_20 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_21 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_22 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_23 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_24 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_25 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_26 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_27 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_28 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_29 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_30 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_31 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_32 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_33 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_34 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_35 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_36 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_37 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_38 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_39 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_40 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_41 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.253
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_44 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_45 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_46 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_47 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_48 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_49 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_50 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_51 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_52 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_53 1 0.502
#> Scnn1a-Tg3_tdTpositive_cell_54 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_55 2 0.498
#> Scnn1a-Tg3_tdTpositive_cell_56 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_57 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_58 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_59 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_60 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_61 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_62 1 0.498
#> Scnn1a-Tg3_tdTpositive_cell_63 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_64 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_65 2 0.747
#> Scnn1a-Tg3_tdTpositive_cell_66 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_67 1 0.502
#> Scnn1a-Tg3_tdTpositive_cell_68 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_69 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_70 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_71 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_72 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_73 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_74 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_75 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_76 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_77 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_78 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_79 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_80 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_81 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_82 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_83 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_84 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_85 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_86 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_87 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_88 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_89 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_90 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_91 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_92 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_93 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_94 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_95 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_96 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_97 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_98 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_99 1 0.253
#> Scnn1a-Tg3_tdTpositive_cell_100 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_101 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_102 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_103 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_106 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_107 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_108 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_109 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_110 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_1 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_2 2 0.253
#> Scnn1a-Tg3_tdTnegative_cell_3 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_4 2 0.253
#> Scnn1a-Tg3_tdTnegative_cell_5 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_6 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_7 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_8 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_9 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_10 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_11 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_12 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_13 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_14 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_15 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_16 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_17 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_18 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_19 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_20 1 0.000
#> Scnn1a-Tg3_tdTnegative_cell_21 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_22 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_23 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_24 2 0.000
#> Slc17a6_tdTpositive_cell_1 2 0.000
#> Slc17a6_tdTpositive_cell_2 2 0.000
#> Slc17a6_tdTpositive_cell_3 1 1.000
#> Slc17a6_tdTpositive_cell_4 2 0.000
#> Slc17a6_tdTpositive_cell_5 2 0.000
#> Slc17a6_tdTpositive_cell_6 1 1.000
#> Slc17a6_tdTpositive_cell_7 2 0.000
#> Slc17a6_tdTpositive_cell_8 2 0.000
#> Slc17a6_tdTpositive_cell_9 1 1.000
#> Slc17a6_tdTpositive_cell_10 1 1.000
#> Slc17a6_tdTpositive_cell_11 1 1.000
#> Slc17a6_tdTpositive_cell_12 2 0.000
#> Slc17a6_tdTpositive_cell_13 1 0.000
#> Slc17a6_tdTpositive_cell_14 2 0.000
#> Slc17a6_tdTpositive_cell_15 2 0.000
#> Slc17a6_tdTpositive_cell_16 1 0.502
#> Slc17a6_tdTpositive_cell_17 1 0.751
#> Slc17a6_tdTpositive_cell_18 2 0.249
#> Slc17a6_tdTpositive_cell_19 2 0.000
#> Slc17a6_tdTpositive_cell_20 1 1.000
#> Slc17a6_tdTpositive_cell_21 1 1.000
#> Slc17a6_tdTpositive_cell_22 1 1.000
#> Slc17a6_tdTpositive_cell_23 2 0.249
#> Slc17a6_tdTpositive_cell_24 1 1.000
#> Slc17a6_tdTpositive_cell_25 2 1.000
#> Slc17a6_tdTpositive_cell_26 1 1.000
#> Slc17a6_tdTpositive_cell_27 2 0.000
#> Slc17a6_tdTpositive_cell_28 1 1.000
#> Slc17a6_tdTpositive_cell_29 1 1.000
#> Slc17a6_tdTpositive_cell_30 2 0.000
#> Slc17a6_tdTpositive_cell_31 1 1.000
#> Slc17a6_tdTpositive_cell_32 1 1.000
#> Slc17a6_tdTpositive_cell_33 2 0.000
#> Slc17a6_tdTpositive_cell_34 1 0.751
#> Slc17a6_tdTpositive_cell_35 1 1.000
#> Slc17a6_tdTpositive_cell_36 2 1.000
#> Slc17a6_tdTpositive_cell_37 1 1.000
#> Slc17a6_tdTpositive_cell_38 1 1.000
#> Slc17a6_tdTpositive_cell_39 1 1.000
#> Slc17a6_tdTpositive_cell_40 1 0.502
#> Slc17a6_tdTpositive_cell_41 1 1.000
#> Slc17a6_tdTpositive_cell_42 1 1.000
#> Slc17a6_tdTpositive_cell_43 1 0.751
#> Slc17a6_tdTpositive_cell_44 1 0.000
#> Slc17a6_tdTpositive_cell_45 2 0.000
#> Slc17a6_tdTpositive_cell_46 1 1.000
#> Slc17a6_tdTpositive_cell_47 1 1.000
#> Sst_tdTpositive_cell_1 1 0.000
#> Sst_tdTpositive_cell_2 1 0.000
#> Sst_tdTpositive_cell_3 1 0.498
#> Sst_tdTpositive_cell_4 1 0.000
#> Sst_tdTpositive_cell_5 1 0.000
#> Sst_tdTpositive_cell_6 1 0.000
#> Sst_tdTpositive_cell_7 1 0.000
#> Sst_tdTpositive_cell_8 1 0.000
#> Sst_tdTpositive_cell_9 1 0.751
#> Sst_tdTpositive_cell_10 1 0.249
#> Sst_tdTpositive_cell_11 1 1.000
#> Sst_tdTpositive_cell_12 1 0.000
#> Sst_tdTpositive_cell_13 1 0.249
#> Sst_tdTpositive_cell_14 1 0.000
#> Sst_tdTpositive_cell_15 1 0.000
#> Sst_tdTpositive_cell_16 2 0.249
#> Sst_tdTpositive_cell_17 1 0.000
#> Sst_tdTpositive_cell_18 1 0.249
#> Sst_tdTpositive_cell_19 2 0.253
#> Sst_tdTpositive_cell_20 1 1.000
#> Sst_tdTpositive_cell_21 1 0.249
#> Sst_tdTpositive_cell_22 1 0.751
#> Sst_tdTpositive_cell_23 1 0.000
#> Sst_tdTpositive_cell_24 1 1.000
#> Sst_tdTpositive_cell_25 1 0.498
#> Sst_tdTpositive_cell_26 1 0.253
#> Sst_tdTpositive_cell_27 1 0.000
#> Sst_tdTpositive_cell_28 1 0.000
#> Sst_tdTpositive_cell_29 1 0.000
#> Sst_tdTpositive_cell_30 1 0.000
#> Sst_tdTpositive_cell_31 1 0.000
#> Sst_tdTpositive_cell_32 1 1.000
#> Sst_tdTpositive_cell_33 1 0.000
#> Sst_tdTpositive_cell_34 1 0.000
#> Sst_tdTpositive_cell_35 1 0.253
#> Sst_tdTpositive_cell_36 1 1.000
#> Sst_tdTpositive_cell_37 1 0.249
#> Sst_tdTpositive_cell_38 1 1.000
#> Sst_tdTpositive_cell_39 1 0.751
#> Sst_tdTpositive_cell_40 2 0.000
#> Sst_tdTpositive_cell_41 1 0.751
#> Sst_tdTpositive_cell_42 1 0.751
#> Sst_tdTpositive_cell_43 1 0.498
#> Sst_tdTpositive_cell_44 1 1.000
#> Sst_tdTpositive_cell_45 2 0.000
#> Sst_tdTpositive_cell_46 2 0.000
#> Sst_tdTpositive_cell_47 1 0.502
#> Sst_tdTpositive_cell_48 1 0.249
#> Sst_tdTpositive_cell_49 1 1.000
#> Sst_tdTpositive_cell_50 1 0.000
#> Sst_tdTpositive_cell_51 1 1.000
#> Sst_tdTpositive_cell_52 1 0.751
#> Sst_tdTpositive_cell_53 1 0.000
#> Sst_tdTpositive_cell_54 1 1.000
#> Sst_tdTpositive_cell_55 1 0.000
#> Sst_tdTpositive_cell_56 1 0.000
#> Sst_tdTpositive_cell_57 1 1.000
#> Sst_tdTpositive_cell_58 2 0.000
#> Sst_tdTpositive_cell_59 1 1.000
#> Sst_tdTpositive_cell_60 1 1.000
#> Sst_tdTpositive_cell_61 1 1.000
#> Sst_tdTpositive_cell_62 1 0.000
#> Sst_tdTpositive_cell_63 1 1.000
#> Sst_tdTpositive_cell_64 1 0.000
#> Sst_tdTpositive_cell_65 1 0.751
#> Sst_tdTpositive_cell_66 1 0.502
#> Sst_tdTpositive_cell_67 1 1.000
#> Sst_tdTpositive_cell_68 1 0.751
#> Sst_tdTpositive_cell_69 1 0.000
#> Sst_tdTpositive_cell_70 1 0.000
#> Sst_tdTpositive_cell_71 1 0.000
#> Sst_tdTpositive_cell_72 1 1.000
#> Sst_tdTpositive_cell_73 1 1.000
#> Sst_tdTpositive_cell_74 1 1.000
#> Sst_tdTpositive_cell_75 1 1.000
#> Sst_tdTpositive_cell_76 1 0.000
#> Sst_tdTpositive_cell_77 1 0.000
#> Sst_tdTpositive_cell_78 1 0.000
#> Sst_tdTpositive_cell_79 1 0.000
#> Sst_tdTpositive_cell_80 1 0.000
#> Sst_tdTpositive_cell_81 1 0.000
#> Sst_tdTpositive_cell_82 1 0.249
#> Sst_tdTpositive_cell_83 1 0.000
#> Sst_tdTpositive_cell_84 1 0.000
#> Sst_tdTpositive_cell_85 1 0.253
#> Sst_tdTpositive_cell_86 1 1.000
#> Sst_tdTpositive_cell_87 1 0.253
#> Sst_tdTpositive_cell_88 1 0.751
#> Sst_tdTpositive_cell_89 1 1.000
#> Sst_tdTpositive_cell_90 1 0.751
#> Sst_tdTpositive_cell_91 1 1.000
#> Sst_tdTpositive_cell_92 1 1.000
#> Sst_tdTpositive_cell_93 1 0.751
#> Sst_tdTpositive_cell_94 1 0.249
#> Sst_tdTpositive_cell_95 1 0.751
#> Sst_tdTpositive_cell_96 1 0.502
#> Sst_tdTpositive_cell_97 1 0.253
#> Sst_tdTpositive_cell_98 1 1.000
#> Sst_tdTpositive_cell_99 1 1.000
#> Sst_tdTpositive_cell_100 1 0.000
#> Sst_tdTpositive_cell_101 1 0.000
#> Sst_tdTpositive_cell_102 1 0.000
#> Sst_tdTpositive_cell_103 1 0.000
#> Sst_tdTpositive_cell_104 1 0.000
#> Sst_tdTpositive_cell_105 1 0.000
#> Sst_tdTpositive_cell_106 1 0.000
#> Sst_tdTpositive_cell_107 1 1.000
#> Tac2_tdTpositive_cell_1 1 0.000
#> Tac2_tdTpositive_cell_2 1 1.000
#> Tac2_tdTpositive_cell_3 1 1.000
#> Tac2_tdTpositive_cell_4 1 1.000
#> Tac2_tdTpositive_cell_5 1 0.498
#> Tac2_tdTpositive_cell_6 1 0.000
#> Tac2_tdTpositive_cell_7 1 0.000
#> Tac2_tdTpositive_cell_8 1 0.000
#> Vip_tdTpositive_cell_1 2 1.000
#> Vip_tdTpositive_cell_2 2 0.498
#> Vip_tdTpositive_cell_3 2 0.249
#> Vip_tdTpositive_cell_4 2 0.502
#> Vip_tdTpositive_cell_5 2 0.498
#> Vip_tdTpositive_cell_6 2 0.249
#> Vip_tdTpositive_cell_7 1 0.000
#> Vip_tdTpositive_cell_8 2 0.502
#> Vip_tdTpositive_cell_9 2 0.000
#> Vip_tdTpositive_cell_10 2 0.000
#> Vip_tdTpositive_cell_11 2 0.000
#> Vip_tdTpositive_cell_12 2 0.000
#> Vip_tdTpositive_cell_13 2 1.000
#> Vip_tdTpositive_cell_14 2 0.000
#> Vip_tdTpositive_cell_15 1 0.249
#> Vip_tdTpositive_cell_16 2 1.000
#> Vip_tdTpositive_cell_17 1 1.000
#> Vip_tdTpositive_cell_18 2 0.249
#> Vip_tdTpositive_cell_19 2 0.000
#> Vip_tdTpositive_cell_20 2 0.498
#> Vip_tdTpositive_cell_21 2 1.000
#> Vip_tdTpositive_cell_22 2 0.751
#> Vip_tdTpositive_cell_23 1 1.000
#> Vip_tdTpositive_cell_24 2 0.000
#> Vip_tdTpositive_cell_25 2 1.000
#> Vip_tdTpositive_cell_26 2 0.000
#> Vip_tdTpositive_cell_27 2 1.000
#> Vip_tdTpositive_cell_28 1 0.751
#> Vip_tdTpositive_cell_29 2 1.000
#> Vip_tdTpositive_cell_30 2 0.747
#> Vip_tdTpositive_cell_31 1 1.000
#> Vip_tdTpositive_cell_32 2 0.751
#> Vip_tdTpositive_cell_33 2 0.000
#> Vip_tdTpositive_cell_34 1 1.000
#> Vip_tdTpositive_cell_35 2 0.000
#> Vip_tdTpositive_cell_36 2 0.249
#> Vip_tdTpositive_cell_37 2 0.000
#> Vip_tdTpositive_cell_38 1 0.498
#> Vip_tdTpositive_cell_39 1 0.502
#> Vip_tdTpositive_cell_40 1 1.000
#> Vip_tdTpositive_cell_41 1 0.000
#> Vip_tdTpositive_cell_42 1 0.000
#> Vip_tdTpositive_cell_43 2 0.000
#> Vip_tdTpositive_cell_44 2 1.000
#> Vip_tdTpositive_cell_45 1 0.000
#> Vip_tdTpositive_cell_46 2 0.249
#> Vip_tdTpositive_cell_47 1 0.000
#> Vip_tdTpositive_cell_48 1 0.249
#> Vip_tdTpositive_cell_49 2 0.253
#> Vip_tdTpositive_cell_50 2 0.751
#> Vip_tdTpositive_cell_51 2 1.000
#> Vip_tdTpositive_cell_52 2 0.498
#> Vip_tdTpositive_cell_53 1 0.000
#> Vip_tdTpositive_cell_54 2 0.000
#> Vip_tdTpositive_cell_55 2 0.000
#> Vip_tdTpositive_cell_56 2 0.249
#> Vip_tdTpositive_cell_57 1 0.502
#> Vip_tdTpositive_cell_58 2 0.000
#> Vip_tdTpositive_cell_59 1 0.249
#> Vip_tdTpositive_cell_60 2 0.249
#> Vip_tdTpositive_cell_61 2 0.751
#> Vip_tdTpositive_cell_62 2 0.249
#> Vip_tdTpositive_cell_63 2 0.498
#> Vip_tdTpositive_cell_64 2 0.747
#> Vip_tdTpositive_cell_65 1 0.000
#> Vip_tdTpositive_cell_66 1 1.000
#> Vip_tdTpositive_cell_67 2 0.000
#> Vip_tdTpositive_cell_68 2 0.249
#> Vip_tdTpositive_cell_69 2 1.000
#> Vip_tdTpositive_cell_70 2 0.000
#> Ntsr1_tdTpos_10cell_1 2 0.000
#> Ntsr1_tdTpos_10cell_2 2 0.000
#> Ntsr1_tdTpos_10cell_3 2 0.000
#> Ntsr1_tdTpos_10cell_4 2 0.000
#> Ntsr1_tdTpos_10cell_5 2 0.000
#> Ntsr1_tdTpos_10cell_6 2 0.000
#> Ntsr1_tdTpos_10cell_7 2 0.000
#> Ntsr1_tdTpos_10cell_8 2 0.000
#> Ntsr1_tdTpos_10cell_9 2 0.000
#> Ntsr1_tdTpos_10cell_10 2 0.000
#> Ntsr1_tdTpos_100cell_1 2 0.000
#> Ntsr1_tdTpos_100cell_2 2 0.000
#> Ntsr1_tdTpos_100cell_3 2 0.000
#> CAV_LP_Ipsi_tdTpos_cell_1 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.249
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_4 1 0.249
#> CAV_LP_Ipsi_tdTpos_cell_5 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_6 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_7 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_8 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_9 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_10 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_11 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_12 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_14 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_16 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_17 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_18 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_19 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_20 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_21 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_22 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_23 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_24 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_25 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_26 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_27 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_28 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_29 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_30 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_31 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_33 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_34 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_35 1 0.502
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_37 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_38 1 0.502
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_41 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_42 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_43 1 0.000
#> CAV_VISp_Contra_tdTpos_cell_1 1 0.000
#> CAV_VISp_Contra_tdTpos_cell_2 1 1.000
#> CAV_VISp_Contra_tdTpos_cell_3 1 1.000
#> CAV_VISp_Contra_tdTpos_cell_4 1 1.000
#> CAV_VISp_Contra_tdTpos_cell_5 1 0.502
#> Rbp4_CTX_10pg_1 1 0.249
#> Rbp4_CTX_10pg_2 1 0.000
#> Rbp4_CTX_10pg_3 1 0.000
#> Rbp4_CTX_10pg_4 1 0.000
#> Rbp4_CTX_10pg_5 1 0.000
#> Rbp4_CTX_10pg_6 1 0.000
#> Rbp4_CTX_250ng_1 1 1.000
#> Rbp4_CTX_250ng_2 1 0.751
#> Trib2_CTX_250ng_1 1 1.000
get_classes(res, k = 3)
#> class p
#> Calb2_tdTpositive_cell_1 3 0.000
#> Calb2_tdTpositive_cell_2 2 1.000
#> Calb2_tdTpositive_cell_3 1 0.000
#> Calb2_tdTpositive_cell_4 3 0.000
#> Calb2_tdTpositive_cell_5 3 0.000
#> Calb2_tdTpositive_cell_6 1 0.000
#> Calb2_tdTpositive_cell_7 1 0.000
#> Calb2_tdTpositive_cell_8 1 0.000
#> Calb2_tdTpositive_cell_9 1 0.000
#> Calb2_tdTpositive_cell_10 1 0.000
#> Calb2_tdTpositive_cell_11 3 0.000
#> Calb2_tdTpositive_cell_12 1 0.000
#> Calb2_tdTpositive_cell_13 3 0.000
#> Calb2_tdTpositive_cell_14 1 0.000
#> Calb2_tdTpositive_cell_15 3 0.000
#> Calb2_tdTpositive_cell_16 3 0.000
#> Calb2_tdTpositive_cell_17 3 0.000
#> Calb2_tdTpositive_cell_18 2 1.000
#> Calb2_tdTpositive_cell_19 2 1.000
#> Calb2_tdTpositive_cell_20 2 1.000
#> Calb2_tdTpositive_cell_21 2 1.000
#> Calb2_tdTpositive_cell_22 3 0.000
#> Calb2_tdTpositive_cell_23 1 0.000
#> Calb2_tdTpositive_cell_24 2 1.000
#> Calb2_tdTpositive_cell_25 2 1.000
#> Calb2_tdTpositive_cell_26 2 1.000
#> Calb2_tdTpositive_cell_27 2 0.000
#> Calb2_tdTpositive_cell_28 2 0.000
#> Calb2_tdTpositive_cell_29 2 1.000
#> Calb2_tdTpositive_cell_30 1 0.000
#> Calb2_tdTpositive_cell_31 1 0.000
#> Calb2_tdTpositive_cell_32 1 0.000
#> Calb2_tdTpositive_cell_33 1 0.000
#> Calb2_tdTpositive_cell_34 3 0.000
#> Calb2_tdTpositive_cell_35 2 1.000
#> Calb2_tdTpositive_cell_36 2 1.000
#> Calb2_tdTpositive_cell_37 3 0.000
#> Calb2_tdTpositive_cell_38 3 0.000
#> Calb2_tdTpositive_cell_39 1 0.000
#> Calb2_tdTpositive_cell_40 2 1.000
#> Calb2_tdTpositive_cell_41 2 1.000
#> Calb2_tdTpositive_cell_42 1 0.000
#> Calb2_tdTpositive_cell_43 3 1.000
#> Calb2_tdTpositive_cell_44 3 1.000
#> Calb2_tdTpositive_cell_45 1 0.000
#> Calb2_tdTpositive_cell_46 2 0.000
#> Calb2_tdTpositive_cell_47 1 0.000
#> Calb2_tdTpositive_cell_48 2 0.000
#> Calb2_tdTpositive_cell_49 3 0.000
#> Calb2_tdTpositive_cell_50 2 0.000
#> Calb2_tdTpositive_cell_51 1 0.000
#> Calb2_tdTpositive_cell_52 3 1.000
#> Calb2_tdTpositive_cell_53 2 0.000
#> Calb2_tdTpositive_cell_54 3 0.000
#> Calb2_tdTpositive_cell_55 2 1.000
#> Calb2_tdTpositive_cell_56 2 1.000
#> Calb2_tdTpositive_cell_57 2 1.000
#> Calb2_tdTpositive_cell_58 2 0.000
#> Calb2_tdTpositive_cell_59 3 0.000
#> Calb2_tdTpositive_cell_60 2 1.000
#> Calb2_tdTpositive_cell_61 2 0.000
#> Calb2_tdTpositive_cell_62 2 1.000
#> Calb2_tdTpositive_cell_63 2 1.000
#> Calb2_tdTpositive_cell_64 2 1.000
#> Chat_tdTpositive_cell_1 2 0.000
#> Chat_tdTpositive_cell_2 2 1.000
#> Chat_tdTpositive_cell_3 3 0.249
#> Chat_tdTpositive_cell_4 2 0.000
#> Chat_tdTpositive_cell_5 2 1.000
#> Chat_tdTpositive_cell_6 2 1.000
#> Chrna2_tdTpositive_cell_1 2 1.000
#> Chrna2_tdTpositive_cell_2 2 1.000
#> Chrna2_tdTpositive_cell_3 1 0.000
#> Chrna2_tdTpositive_cell_4 3 0.502
#> Chrna2_tdTpositive_cell_5 2 1.000
#> Chrna2_tdTpositive_cell_6 3 1.000
#> Chrna2_tdTpositive_cell_7 3 1.000
#> Chrna2_tdTpositive_cell_8 2 1.000
#> Chrna2_tdTpositive_cell_9 3 0.000
#> Chrna2_tdTpositive_cell_10 3 0.000
#> Chrna2_tdTpositive_cell_11 3 0.000
#> Chrna2_tdTpositive_cell_12 3 0.000
#> Chrna2_tdTpositive_cell_13 3 0.000
#> Chrna2_tdTpositive_cell_14 3 0.000
#> Chrna2_tdTpositive_cell_15 3 0.000
#> Chrna2_tdTpositive_cell_16 3 0.000
#> Chrna2_tdTpositive_cell_17 3 0.000
#> Chrna2_tdTpositive_cell_18 1 0.000
#> Chrna2_tdTpositive_cell_19 3 0.000
#> Chrna2_tdTpositive_cell_20 3 0.000
#> Chrna2_tdTpositive_cell_21 3 0.000
#> Chrna2_tdTpositive_cell_22 1 0.000
#> Chrna2_tdTpositive_cell_23 3 0.000
#> Chrna2_tdTpositive_cell_24 1 0.000
#> Chrna2_tdTpositive_cell_25 3 0.000
#> Chrna2_tdTpositive_cell_26 3 0.000
#> Chrna2_tdTpositive_cell_27 3 0.000
#> Chrna2_tdTpositive_cell_28 3 0.000
#> Chrna2_tdTpositive_cell_29 3 0.000
#> Chrna2_tdTpositive_cell_30 3 0.000
#> Chrna2_tdTpositive_cell_31 2 1.000
#> Chrna2_tdTpositive_cell_32 2 1.000
#> Chrna2_tdTpositive_cell_33 3 0.000
#> Chrna2_tdTpositive_cell_34 3 0.000
#> Chrna2_tdTpositive_cell_35 3 0.000
#> Chrna2_tdTpositive_cell_36 3 0.000
#> Chrna2_tdTpositive_cell_37 3 0.000
#> Chrna2_tdTpositive_cell_38 1 0.000
#> Chrna2_tdTpositive_cell_39 3 0.000
#> Chrna2_tdTpositive_cell_40 3 0.000
#> Chrna2_tdTpositive_cell_41 2 1.000
#> Chrna2_tdTpositive_cell_42 3 0.000
#> Chrna2_tdTpositive_cell_43 3 0.000
#> Chrna2_tdTpositive_cell_44 3 0.000
#> Chrna2_tdTpositive_cell_45 3 0.000
#> Chrna2_tdTpositive_cell_46 3 0.000
#> Chrna2_tdTpositive_cell_47 3 0.000
#> Chrna2_tdTpositive_cell_48 3 0.000
#> Chrna2_tdTpositive_cell_49 3 0.000
#> Chrna2_tdTpositive_cell_50 3 0.000
#> Chrna2_tdTpositive_cell_51 1 0.000
#> Chrna2_tdTpositive_cell_52 3 0.000
#> Chrna2_tdTpositive_cell_53 3 0.000
#> Chrna2_tdTpositive_cell_54 3 0.000
#> Chrna2_tdTpositive_cell_55 3 0.000
#> Chrna2_tdTpositive_cell_56 3 0.000
#> Chrna2_tdTpositive_cell_57 3 0.000
#> Chrna2_tdTpositive_cell_58 1 0.000
#> Chrna2_tdTpositive_cell_59 3 0.000
#> Chrna2_tdTpositive_cell_60 3 0.000
#> Chrna2_tdTpositive_cell_61 3 0.000
#> Chrna2_tdTpositive_cell_62 3 0.000
#> Chrna2_tdTpositive_cell_63 1 0.000
#> Chrna2_tdTpositive_cell_64 3 0.000
#> Chrna2_tdTpositive_cell_65 3 0.000
#> Chrna2_tdTpositive_cell_66 3 0.000
#> Chrna2_tdTpositive_cell_67 1 0.000
#> Chrna2_tdTpositive_cell_68 1 0.000
#> Chrna2_tdTpositive_cell_69 1 0.000
#> Chrna2_tdTpositive_cell_70 3 0.000
#> Chrna2_tdTpositive_cell_71 2 1.000
#> Chrna2_tdTpositive_cell_72 1 0.000
#> Chrna2_tdTpositive_cell_73 1 0.000
#> Chrna2_tdTpositive_cell_74 1 0.000
#> Chrna2_tdTpositive_cell_75 1 0.000
#> Chrna2_tdTpositive_cell_76 3 0.000
#> Chrna2_tdTpositive_cell_77 3 0.000
#> Chrna2_tdTpositive_cell_78 3 0.000
#> Chrna2_tdTpositive_cell_79 3 0.000
#> Chrna2_tdTpositive_cell_80 3 0.000
#> Chrna2_tdTpositive_cell_81 3 0.000
#> Chrna2_tdTpositive_cell_82 1 0.000
#> Chrna2_tdTpositive_cell_83 3 0.000
#> Chrna2_tdTpositive_cell_84 3 0.000
#> Ctgf_tdTpositive_cell_1 2 0.000
#> Ctgf_tdTpositive_cell_2 2 0.000
#> Ctgf_tdTpositive_cell_3 2 0.000
#> Ctgf_tdTpositive_cell_4 2 0.000
#> Ctgf_tdTpositive_cell_5 2 0.000
#> Ctgf_tdTpositive_cell_6 2 0.000
#> Ctgf_tdTpositive_cell_7 2 0.000
#> Ctgf_tdTpositive_cell_8 2 0.000
#> Ctgf_tdTpositive_cell_9 2 0.000
#> Ctgf_tdTpositive_cell_10 2 0.000
#> Ctgf_tdTpositive_cell_11 1 0.498
#> Ctgf_tdTpositive_cell_12 1 0.000
#> Ctgf_tdTpositive_cell_13 1 0.000
#> Ctgf_tdTpositive_cell_14 1 0.000
#> Ctgf_tdTpositive_cell_15 1 0.000
#> Ctgf_tdTpositive_cell_16 1 1.000
#> Ctgf_tdTpositive_cell_17 1 1.000
#> Ctgf_tdTpositive_cell_18 1 0.000
#> Ctgf_tdTpositive_cell_19 1 0.000
#> Ctgf_tdTpositive_cell_20 1 0.000
#> Ctgf_tdTpositive_cell_21 1 0.000
#> Ctgf_tdTpositive_cell_22 1 0.000
#> Ctgf_tdTpositive_cell_23 1 0.000
#> Ctgf_tdTpositive_cell_24 2 0.000
#> Cux2_tdTpositive_cell_1 1 0.000
#> Cux2_tdTpositive_cell_2 1 0.000
#> Cux2_tdTpositive_cell_3 1 0.000
#> Cux2_tdTpositive_cell_4 1 0.000
#> Cux2_tdTpositive_cell_5 1 0.000
#> Cux2_tdTpositive_cell_6 1 0.000
#> Cux2_tdTpositive_cell_7 1 0.000
#> Cux2_tdTpositive_cell_8 1 0.000
#> Cux2_tdTpositive_cell_9 1 0.000
#> Cux2_tdTpositive_cell_10 1 0.000
#> Cux2_tdTpositive_cell_11 1 0.000
#> Cux2_tdTpositive_cell_12 1 0.000
#> Cux2_tdTpositive_cell_13 1 0.000
#> Cux2_tdTpositive_cell_14 1 0.000
#> Cux2_tdTpositive_cell_15 1 0.000
#> Cux2_tdTpositive_cell_16 1 0.000
#> Cux2_tdTpositive_cell_17 1 0.000
#> Cux2_tdTpositive_cell_18 1 0.000
#> Cux2_tdTpositive_cell_19 1 0.000
#> Cux2_tdTpositive_cell_20 1 0.000
#> Cux2_tdTpositive_cell_21 1 0.000
#> Cux2_tdTpositive_cell_22 1 0.000
#> Cux2_tdTpositive_cell_23 1 0.000
#> Cux2_tdTpositive_cell_24 1 0.000
#> Cux2_tdTpositive_cell_25 1 0.000
#> Cux2_tdTpositive_cell_26 1 0.000
#> Cux2_tdTpositive_cell_27 1 0.000
#> Cux2_tdTpositive_cell_28 1 0.000
#> Cux2_tdTpositive_cell_29 1 0.000
#> Cux2_tdTpositive_cell_30 1 0.000
#> Cux2_tdTpositive_cell_31 1 0.000
#> Cux2_tdTpositive_cell_32 1 0.000
#> Cux2_tdTpositive_cell_33 1 0.000
#> Cux2_tdTpositive_cell_34 1 0.000
#> Cux2_tdTpositive_cell_35 1 0.000
#> Cux2_tdTpositive_cell_36 1 0.000
#> Cux2_tdTpositive_cell_37 1 0.000
#> Cux2_tdTpositive_cell_38 1 0.000
#> Cux2_tdTpositive_cell_39 1 0.000
#> Cux2_tdTpositive_cell_40 1 0.000
#> Cux2_tdTpositive_cell_41 1 0.000
#> Cux2_tdTpositive_cell_42 1 0.000
#> Cux2_tdTpositive_cell_43 1 0.000
#> Cux2_tdTpositive_cell_44 1 0.000
#> Cux2_tdTpositive_cell_45 1 0.000
#> Cux2_tdTpositive_cell_46 1 0.000
#> Cux2_tdTpositive_cell_47 1 0.000
#> Cux2_tdTpositive_cell_48 1 0.000
#> Cux2_tdTpositive_cell_49 1 0.000
#> Cux2_tdTpositive_cell_50 1 0.000
#> Cux2_tdTpositive_cell_51 1 0.000
#> Cux2_tdTpositive_cell_52 1 0.000
#> Cux2_tdTpositive_cell_53 1 0.000
#> Cux2_tdTpositive_cell_54 1 0.000
#> Cux2_tdTpositive_cell_55 1 0.000
#> Cux2_tdTpositive_cell_56 1 0.000
#> Cux2_tdTpositive_cell_57 1 0.000
#> Cux2_tdTpositive_cell_58 1 0.000
#> Cux2_tdTpositive_cell_59 1 0.000
#> Cux2_tdTpositive_cell_60 1 0.000
#> Cux2_tdTpositive_cell_61 1 0.000
#> Cux2_tdTpositive_cell_62 1 0.000
#> Cux2_tdTpositive_cell_63 3 0.000
#> Cux2_tdTpositive_cell_64 1 0.000
#> Cux2_tdTpositive_cell_65 1 0.000
#> Cux2_tdTpositive_cell_66 1 0.000
#> Cux2_tdTpositive_cell_67 1 0.000
#> Cux2_tdTpositive_cell_68 1 0.000
#> Cux2_tdTpositive_cell_69 1 0.000
#> Cux2_tdTpositive_cell_70 1 0.000
#> Cux2_tdTpositive_cell_71 1 0.000
#> Cux2_tdTpositive_cell_72 3 0.000
#> Cux2_tdTpositive_cell_73 2 0.000
#> Cux2_tdTpositive_cell_74 2 0.000
#> Cux2_tdTpositive_cell_75 1 0.000
#> Cux2_tdTpositive_cell_76 1 0.000
#> Cux2_tdTpositive_cell_77 2 0.000
#> Cux2_tdTpositive_cell_78 1 0.000
#> Cux2_tdTpositive_cell_79 1 0.000
#> Cux2_tdTpositive_cell_80 1 0.000
#> Cux2_tdTpositive_cell_81 1 0.000
#> Cux2_tdTpositive_cell_82 1 0.000
#> Cux2_tdTpositive_cell_83 1 0.000
#> Cux2_tdTpositive_cell_84 1 0.000
#> Cux2_tdTpositive_cell_85 2 0.000
#> Cux2_tdTpositive_cell_86 2 1.000
#> Cux2_tdTpositive_cell_87 3 0.000
#> Cux2_tdTpositive_cell_88 1 0.000
#> Cux2_tdTpositive_cell_89 1 0.000
#> Cux2_tdTpositive_cell_90 1 0.000
#> Cux2_tdTpositive_cell_91 1 0.000
#> Cux2_tdTpositive_cell_92 1 0.000
#> Cux2_tdTpositive_cell_93 2 0.000
#> Cux2_tdTpositive_cell_94 2 0.000
#> Cux2_tdTpositive_cell_95 1 0.000
#> Cux2_tdTpositive_cell_96 1 0.000
#> Cux2_tdTpositive_cell_97 1 0.000
#> Cux2_tdTpositive_cell_98 3 0.000
#> Cux2_tdTpositive_cell_99 1 0.000
#> Cux2_tdTpositive_cell_100 1 0.000
#> Cux2_tdTpositive_cell_101 1 0.000
#> Cux2_tdTpositive_cell_102 1 0.000
#> Cux2_tdTpositive_cell_103 1 0.000
#> Cux2_tdTpositive_cell_104 1 0.000
#> Cux2_tdTpositive_cell_105 1 0.000
#> Cux2_tdTpositive_cell_106 1 0.000
#> Cux2_tdTpositive_cell_107 1 0.000
#> Cux2_tdTpositive_cell_108 1 0.000
#> Cux2_tdTpositive_cell_109 1 0.000
#> Cux2_tdTpositive_cell_110 1 0.000
#> Cux2_tdTpositive_cell_111 1 0.000
#> Cux2_tdTpositive_cell_112 1 0.000
#> Cux2_tdTpositive_cell_113 1 0.000
#> Cux2_tdTpositive_cell_114 1 0.000
#> Cux2_tdTpositive_cell_115 1 0.000
#> Cux2_tdTpositive_cell_116 1 0.000
#> Cux2_tdTpositive_cell_117 1 0.000
#> Cux2_tdTpositive_cell_118 1 0.000
#> Cux2_tdTpositive_cell_119 1 0.000
#> Cux2_tdTpositive_cell_120 1 0.000
#> Cux2_tdTpositive_cell_121 1 0.000
#> Cux2_tdTpositive_cell_122 1 0.000
#> Cux2_tdTpositive_cell_123 1 0.249
#> Cux2_tdTpositive_cell_124 2 0.000
#> Cux2_tdTnegative_cell_1 2 1.000
#> Cux2_tdTnegative_cell_2 2 0.000
#> Cux2_tdTnegative_cell_3 2 0.000
#> Cux2_tdTnegative_cell_4 2 0.000
#> Cux2_tdTnegative_cell_5 2 0.000
#> Cux2_tdTnegative_cell_6 2 0.000
#> Cux2_tdTnegative_cell_7 2 0.000
#> Cux2_tdTnegative_cell_8 1 0.000
#> Cux2_tdTnegative_cell_9 3 0.000
#> Cux2_tdTnegative_cell_10 2 0.000
#> Cux2_tdTnegative_cell_11 2 0.000
#> Cux2_tdTnegative_cell_12 2 0.000
#> Cux2_tdTnegative_cell_13 2 0.000
#> Cux2_tdTnegative_cell_14 1 0.000
#> Cux2_tdTnegative_cell_15 2 0.000
#> Cux2_tdTnegative_cell_16 2 0.249
#> Gad2_tdTpositive_cell_1 3 0.000
#> Gad2_tdTpositive_cell_2 3 0.000
#> Gad2_tdTpositive_cell_3 3 0.000
#> Gad2_tdTpositive_cell_4 3 0.000
#> Gad2_tdTpositive_cell_5 3 0.000
#> Gad2_tdTpositive_cell_6 3 0.000
#> Gad2_tdTpositive_cell_7 3 0.000
#> Gad2_tdTpositive_cell_8 3 0.000
#> Gad2_tdTpositive_cell_9 3 0.000
#> Gad2_tdTpositive_cell_10 3 0.000
#> Gad2_tdTpositive_cell_11 3 0.000
#> Gad2_tdTpositive_cell_12 2 0.000
#> Gad2_tdTpositive_cell_13 3 0.000
#> Gad2_tdTpositive_cell_14 2 1.000
#> Gad2_tdTpositive_cell_15 2 1.000
#> Gad2_tdTpositive_cell_16 2 0.000
#> Gad2_tdTpositive_cell_17 3 0.000
#> Gad2_tdTpositive_cell_18 3 0.000
#> Gad2_tdTpositive_cell_19 3 1.000
#> Gad2_tdTpositive_cell_20 3 0.000
#> Gad2_tdTpositive_cell_21 3 0.000
#> Gad2_tdTpositive_cell_22 3 0.000
#> Gad2_tdTpositive_cell_23 3 0.000
#> Gad2_tdTpositive_cell_24 2 0.000
#> Gad2_tdTpositive_cell_25 3 0.000
#> Gad2_tdTpositive_cell_26 3 0.000
#> Gad2_tdTpositive_cell_27 3 0.000
#> Gad2_tdTpositive_cell_28 3 0.000
#> Gad2_tdTpositive_cell_29 2 1.000
#> Gad2_tdTpositive_cell_30 2 0.000
#> Gad2_tdTpositive_cell_31 3 0.000
#> Gad2_tdTpositive_cell_32 3 0.000
#> Gad2_tdTpositive_cell_33 2 0.751
#> Gad2_tdTpositive_cell_34 3 0.498
#> Gad2_tdTpositive_cell_35 2 1.000
#> Gad2_tdTpositive_cell_36 3 0.000
#> Gad2_tdTpositive_cell_37 3 0.000
#> Gad2_tdTpositive_cell_38 2 1.000
#> Gad2_tdTpositive_cell_39 2 0.000
#> Gad2_tdTpositive_cell_40 2 1.000
#> Gad2_tdTpositive_cell_41 2 0.000
#> Gad2_tdTpositive_cell_42 1 0.249
#> Gad2_tdTpositive_cell_43 3 0.000
#> Gad2_tdTpositive_cell_44 2 0.000
#> Gad2_tdTpositive_cell_45 2 1.000
#> Gad2_tdTpositive_cell_46 2 0.000
#> Gad2_tdTpositive_cell_47 3 0.000
#> Gad2_tdTpositive_cell_48 3 0.000
#> Gad2_tdTpositive_cell_49 2 1.000
#> Gad2_tdTpositive_cell_50 1 0.000
#> Gad2_tdTpositive_cell_51 1 0.253
#> Gad2_tdTpositive_cell_52 2 1.000
#> Gad2_tdTpositive_cell_53 2 0.253
#> Gad2_tdTpositive_cell_54 2 0.249
#> Gad2_tdTpositive_cell_55 3 0.000
#> Gad2_tdTpositive_cell_56 3 0.000
#> Gad2_tdTpositive_cell_57 3 0.000
#> Gad2_tdTpositive_cell_58 3 1.000
#> Gad2_tdTpositive_cell_59 2 1.000
#> Gad2_tdTpositive_cell_60 3 0.000
#> Gad2_tdTpositive_cell_61 3 0.000
#> Gad2_tdTpositive_cell_62 3 0.000
#> Gad2_tdTpositive_cell_63 3 0.000
#> Gad2_tdTpositive_cell_64 3 0.000
#> Gad2_tdTpositive_cell_65 3 0.000
#> Gad2_tdTpositive_cell_66 1 0.000
#> Gad2_tdTpositive_cell_67 3 0.000
#> Gad2_tdTpositive_cell_68 3 0.000
#> Gad2_tdTpositive_cell_69 2 1.000
#> Gad2_tdTpositive_cell_70 3 0.000
#> Gad2_tdTpositive_cell_71 3 0.000
#> Gad2_tdTpositive_cell_72 3 0.000
#> Gad2_tdTpositive_cell_73 3 0.000
#> Gad2_tdTpositive_cell_74 3 0.000
#> Gad2_tdTpositive_cell_75 3 0.000
#> Gad2_tdTpositive_cell_76 3 0.000
#> Gad2_tdTpositive_cell_77 2 0.000
#> Gad2_tdTpositive_cell_78 2 0.000
#> Gad2_tdTpositive_cell_79 2 0.000
#> Gad2_tdTpositive_cell_80 2 0.000
#> Htr3a_tdTpositive_cell_1 3 0.000
#> Htr3a_tdTpositive_cell_2 3 0.000
#> Htr3a_tdTpositive_cell_3 3 0.000
#> Htr3a_tdTpositive_cell_4 3 1.000
#> Htr3a_tdTpositive_cell_5 3 0.000
#> Htr3a_tdTpositive_cell_6 3 0.000
#> Htr3a_tdTpositive_cell_7 3 0.000
#> Htr3a_tdTpositive_cell_8 3 0.000
#> Htr3a_tdTpositive_cell_9 3 0.249
#> Htr3a_tdTpositive_cell_10 3 0.000
#> Htr3a_tdTpositive_cell_11 3 0.000
#> Htr3a_tdTpositive_cell_12 3 0.000
#> Htr3a_tdTpositive_cell_13 2 1.000
#> Htr3a_tdTpositive_cell_14 2 1.000
#> Htr3a_tdTpositive_cell_15 3 0.000
#> Htr3a_tdTpositive_cell_16 3 0.000
#> Htr3a_tdTpositive_cell_17 3 0.000
#> Htr3a_tdTpositive_cell_18 3 0.000
#> Htr3a_tdTpositive_cell_19 3 0.000
#> Htr3a_tdTpositive_cell_20 2 1.000
#> Htr3a_tdTpositive_cell_21 2 1.000
#> Htr3a_tdTpositive_cell_22 3 0.000
#> Htr3a_tdTpositive_cell_23 3 0.000
#> Htr3a_tdTpositive_cell_24 3 0.000
#> Htr3a_tdTpositive_cell_25 3 0.498
#> Htr3a_tdTpositive_cell_26 3 0.000
#> Htr3a_tdTpositive_cell_27 2 1.000
#> Htr3a_tdTpositive_cell_28 3 0.000
#> Htr3a_tdTpositive_cell_29 2 0.751
#> Htr3a_tdTpositive_cell_30 3 0.000
#> Htr3a_tdTpositive_cell_31 2 1.000
#> Htr3a_tdTpositive_cell_32 3 0.000
#> Htr3a_tdTpositive_cell_33 3 0.000
#> Htr3a_tdTpositive_cell_34 3 1.000
#> Htr3a_tdTpositive_cell_35 2 1.000
#> Htr3a_tdTpositive_cell_36 3 0.000
#> Htr3a_tdTpositive_cell_37 3 1.000
#> Htr3a_tdTpositive_cell_38 3 0.502
#> Htr3a_tdTpositive_cell_39 2 1.000
#> Htr3a_tdTpositive_cell_40 2 1.000
#> Htr3a_tdTpositive_cell_41 3 0.000
#> Htr3a_tdTpositive_cell_42 3 0.000
#> Htr3a_tdTpositive_cell_43 3 0.000
#> Htr3a_tdTpositive_cell_44 3 0.000
#> Htr3a_tdTpositive_cell_45 3 0.000
#> Htr3a_tdTpositive_cell_46 3 0.000
#> Htr3a_tdTpositive_cell_47 3 0.000
#> Htr3a_tdTpositive_cell_48 2 1.000
#> Htr3a_tdTpositive_cell_49 3 0.000
#> Htr3a_tdTpositive_cell_50 3 0.000
#> Htr3a_tdTpositive_cell_51 3 0.000
#> Htr3a_tdTpositive_cell_52 3 0.000
#> Htr3a_tdTpositive_cell_53 3 0.000
#> Htr3a_tdTpositive_cell_54 3 0.751
#> Htr3a_tdTpositive_cell_55 2 0.000
#> Htr3a_tdTpositive_cell_56 2 0.000
#> Htr3a_tdTpositive_cell_57 2 1.000
#> Htr3a_tdTpositive_cell_58 2 1.000
#> Htr3a_tdTpositive_cell_59 2 1.000
#> Htr3a_tdTpositive_cell_60 3 0.000
#> Htr3a_tdTpositive_cell_61 3 0.000
#> Htr3a_tdTpositive_cell_62 3 0.000
#> Htr3a_tdTpositive_cell_63 3 0.000
#> Htr3a_tdTpositive_cell_64 3 0.000
#> Htr3a_tdTpositive_cell_65 3 1.000
#> Htr3a_tdTpositive_cell_66 2 1.000
#> Htr3a_tdTpositive_cell_67 3 1.000
#> Htr3a_tdTpositive_cell_68 3 0.000
#> Htr3a_tdTpositive_cell_69 3 0.747
#> Htr3a_tdTpositive_cell_70 3 0.000
#> Htr3a_tdTpositive_cell_71 2 0.249
#> Htr3a_tdTpositive_cell_72 1 0.000
#> Htr3a_tdTpositive_cell_73 3 0.747
#> Htr3a_tdTpositive_cell_74 3 0.000
#> Htr3a_tdTpositive_cell_75 3 0.000
#> Htr3a_tdTpositive_cell_76 3 0.000
#> Htr3a_tdTpositive_cell_77 3 0.000
#> Htr3a_tdTpositive_cell_78 3 0.000
#> Htr3a_tdTpositive_cell_79 1 0.000
#> Htr3a_tdTpositive_cell_80 3 0.000
#> Htr3a_tdTpositive_cell_81 2 1.000
#> Htr3a_tdTpositive_cell_82 3 0.000
#> Htr3a_tdTpositive_cell_83 3 0.000
#> Htr3a_tdTpositive_cell_84 3 0.000
#> Htr3a_tdTpositive_cell_85 3 0.000
#> Htr3a_tdTpositive_cell_86 1 0.000
#> Htr3a_tdTpositive_cell_87 3 0.000
#> Htr3a_tdTpositive_cell_88 3 0.000
#> Htr3a_tdTpositive_cell_89 3 0.000
#> Htr3a_tdTpositive_cell_90 3 0.000
#> Htr3a_tdTpositive_cell_91 3 0.000
#> Htr3a_tdTpositive_cell_92 2 0.000
#> Htr3a_tdTpositive_cell_93 1 0.000
#> Htr3a_tdTpositive_cell_94 3 0.000
#> Htr3a_tdTpositive_cell_95 2 0.000
#> Htr3a_tdTpositive_cell_96 1 0.000
#> Htr3a_tdTpositive_cell_97 1 0.000
#> Htr3a_tdTpositive_cell_98 1 0.000
#> Htr3a_tdTpositive_cell_99 1 0.000
#> Htr3a_tdTpositive_cell_100 1 0.000
#> Htr3a_tdTpositive_cell_101 2 0.000
#> Htr3a_tdTpositive_cell_102 3 0.000
#> Htr3a_tdTpositive_cell_103 3 0.000
#> Htr3a_tdTpositive_cell_104 2 0.498
#> Htr3a_tdTpositive_cell_105 1 0.000
#> Htr3a_tdTpositive_cell_106 1 0.000
#> Htr3a_tdTpositive_cell_107 1 0.000
#> Htr3a_tdTpositive_cell_108 1 0.000
#> Htr3a_tdTpositive_cell_109 1 0.000
#> Htr3a_tdTpositive_cell_110 1 0.000
#> Htr3a_tdTpositive_cell_111 1 0.000
#> Htr3a_tdTpositive_cell_112 3 0.000
#> Htr3a_tdTpositive_cell_113 1 0.000
#> Htr3a_tdTpositive_cell_114 1 0.000
#> Htr3a_tdTpositive_cell_115 3 0.000
#> Htr3a_tdTpositive_cell_116 1 1.000
#> Htr3a_tdTpositive_cell_117 1 0.000
#> Htr3a_tdTpositive_cell_118 3 0.000
#> Htr3a_tdTpositive_cell_119 3 0.000
#> Htr3a_tdTpositive_cell_120 1 0.000
#> Htr3a_tdTpositive_cell_121 1 0.000
#> Htr3a_tdTpositive_cell_122 3 0.000
#> Htr3a_tdTpositive_cell_123 1 0.000
#> Ndnf_tdTpositive_cell_1 2 0.000
#> Ndnf_tdTpositive_cell_2 1 0.000
#> Ndnf_tdTpositive_cell_3 2 0.000
#> Ndnf_tdTpositive_cell_4 2 0.000
#> Ndnf_tdTpositive_cell_5 2 0.000
#> Ndnf_tdTpositive_cell_6 2 0.000
#> Ndnf_tdTpositive_cell_7 2 0.000
#> Ndnf_tdTpositive_cell_8 2 0.000
#> Ndnf_tdTpositive_cell_9 2 0.000
#> Ndnf_tdTpositive_cell_10 2 0.000
#> Ndnf_tdTpositive_cell_11 2 0.000
#> Ndnf_tdTpositive_cell_12 2 0.000
#> Ndnf_tdTpositive_cell_13 3 0.000
#> Ndnf_tdTpositive_cell_14 3 0.000
#> Ndnf_tdTpositive_cell_15 3 1.000
#> Ndnf_tdTpositive_cell_16 3 0.000
#> Ndnf_tdTpositive_cell_17 3 0.000
#> Ndnf_tdTpositive_cell_18 3 0.000
#> Ndnf_tdTpositive_cell_19 3 0.000
#> Ndnf_tdTpositive_cell_20 2 0.000
#> Ndnf_tdTpositive_cell_21 2 0.000
#> Ndnf_tdTnegative_cell_1 2 0.000
#> Ndnf_tdTnegative_cell_2 3 0.000
#> Ndnf_tdTnegative_cell_3 1 0.000
#> Ndnf_tdTnegative_cell_4 2 0.000
#> Ndnf_tdTnegative_cell_5 2 0.000
#> Ndnf_tdTnegative_cell_6 2 0.000
#> Ndnf_tdTnegative_cell_7 2 0.000
#> Ndnf_tdTnegative_cell_8 1 0.000
#> Ndnf_tdTnegative_cell_9 1 0.000
#> Ndnf_tdTnegative_cell_10 2 0.000
#> Ndnf_tdTnegative_cell_11 2 0.000
#> Ndnf_tdTnegative_cell_12 3 0.000
#> Nkx2-1_tdTpositive_cell_1 3 0.000
#> Nkx2-1_tdTpositive_cell_2 3 0.000
#> Nkx2-1_tdTpositive_cell_3 3 0.000
#> Nkx2-1_tdTpositive_cell_4 3 0.000
#> Nkx2-1_tdTpositive_cell_5 3 0.000
#> Nkx2-1_tdTpositive_cell_6 3 0.000
#> Nkx2-1_tdTpositive_cell_7 3 0.000
#> Nkx2-1_tdTpositive_cell_8 3 0.000
#> Nkx2-1_tdTpositive_cell_9 3 0.000
#> Nkx2-1_tdTpositive_cell_10 3 0.000
#> Nkx2-1_tdTpositive_cell_11 3 0.000
#> Nkx2-1_tdTpositive_cell_12 3 0.000
#> Nkx2-1_tdTpositive_cell_13 3 0.000
#> Nkx2-1_tdTpositive_cell_14 3 1.000
#> Nkx2-1_tdTpositive_cell_15 3 0.000
#> Nkx2-1_tdTpositive_cell_16 3 0.000
#> Nkx2-1_tdTpositive_cell_17 3 0.000
#> Nkx2-1_tdTpositive_cell_18 3 0.000
#> Nkx2-1_tdTpositive_cell_19 3 0.000
#> Nkx2-1_tdTpositive_cell_20 3 0.000
#> Nkx2-1_tdTpositive_cell_21 2 1.000
#> Nkx2-1_tdTpositive_cell_22 2 1.000
#> Nkx2-1_tdTpositive_cell_23 2 0.000
#> Nos1_tdTpositive_cell_1 2 0.000
#> Nos1_tdTpositive_cell_2 3 1.000
#> Nos1_tdTpositive_cell_3 2 1.000
#> Nos1_tdTpositive_cell_4 3 0.000
#> Nos1_tdTpositive_cell_5 3 1.000
#> Nos1_tdTpositive_cell_6 3 0.000
#> Nos1_tdTpositive_cell_7 3 0.000
#> Nos1_tdTpositive_cell_8 3 0.000
#> Nos1_tdTpositive_cell_9 3 0.000
#> Nos1_tdTpositive_cell_10 3 0.000
#> Nos1_tdTpositive_cell_11 3 0.000
#> Nos1_tdTpositive_cell_12 3 0.000
#> Nos1_tdTpositive_cell_13 3 0.000
#> Nos1_tdTpositive_cell_14 3 0.000
#> Nos1_tdTpositive_cell_15 3 0.000
#> Nos1_tdTpositive_cell_16 3 0.000
#> Nos1_tdTpositive_cell_17 3 0.000
#> Nos1_tdTpositive_cell_18 3 0.000
#> Nos1_tdTpositive_cell_19 3 0.000
#> Nos1_tdTpositive_cell_20 3 0.000
#> Nos1_tdTpositive_cell_21 3 0.000
#> Nos1_tdTpositive_cell_22 3 0.000
#> Nos1_tdTpositive_cell_23 1 0.000
#> Nos1_tdTpositive_cell_24 3 0.000
#> Nos1_tdTpositive_cell_25 3 0.000
#> Nos1_tdTpositive_cell_26 1 0.000
#> Nos1_tdTpositive_cell_27 1 0.000
#> Nos1_tdTpositive_cell_28 1 0.000
#> Nos1_tdTpositive_cell_29 3 0.000
#> Nos1_tdTpositive_cell_30 1 0.000
#> Nos1_tdTpositive_cell_31 3 0.000
#> Nos1_tdTpositive_cell_32 3 0.000
#> Nos1_tdTpositive_cell_33 1 0.000
#> Nos1_tdTpositive_cell_34 1 0.000
#> Nos1_tdTpositive_cell_35 3 0.000
#> Nos1_tdTpositive_cell_36 3 0.000
#> Nos1_tdTpositive_cell_37 1 0.000
#> Nos1_tdTpositive_cell_38 1 0.000
#> Nos1_tdTpositive_cell_39 3 0.000
#> Nos1_tdTpositive_cell_40 3 0.000
#> Nos1_tdTpositive_cell_41 3 0.000
#> Nos1_tdTpositive_cell_42 1 0.000
#> Nos1_tdTpositive_cell_43 1 0.000
#> Nos1_tdTpositive_cell_44 3 0.000
#> Nos1_tdTpositive_cell_45 3 0.000
#> Nos1_tdTpositive_cell_46 1 0.000
#> Nos1_tdTpositive_cell_47 3 0.000
#> Nos1_tdTpositive_cell_48 3 0.000
#> Nos1_tdTpositive_cell_49 1 0.000
#> Nos1_tdTpositive_cell_50 3 0.000
#> Nos1_tdTpositive_cell_51 1 0.000
#> Nos1_tdTpositive_cell_52 3 0.000
#> Nos1_tdTpositive_cell_53 3 0.000
#> Nos1_tdTpositive_cell_54 2 0.000
#> Nos1_tdTpositive_cell_55 3 0.000
#> Nos1_tdTpositive_cell_56 3 0.000
#> Nos1_tdTpositive_cell_57 3 0.000
#> Nos1_tdTpositive_cell_58 3 0.000
#> Nos1_tdTpositive_cell_59 1 0.000
#> Nos1_tdTpositive_cell_60 3 0.000
#> Nos1_tdTpositive_cell_61 1 0.000
#> Nos1_tdTpositive_cell_62 3 0.000
#> Nos1_tdTpositive_cell_63 3 0.000
#> Nos1_tdTpositive_cell_64 3 0.000
#> Nos1_tdTpositive_cell_65 1 0.000
#> Nos1_tdTpositive_cell_66 2 0.000
#> Nos1_tdTpositive_cell_67 3 0.000
#> Nos1_tdTpositive_cell_68 3 0.000
#> Nos1_tdTpositive_cell_69 3 0.000
#> Nos1_tdTpositive_cell_70 3 0.000
#> Nos1_tdTpositive_cell_71 1 0.000
#> Nos1_tdTpositive_cell_72 1 0.000
#> Nos1_tdTpositive_cell_73 2 0.000
#> Nr5a1_tdTpositive_cell_1 1 0.000
#> Nr5a1_tdTpositive_cell_2 1 0.000
#> Nr5a1_tdTpositive_cell_3 1 0.000
#> Nr5a1_tdTpositive_cell_4 1 0.000
#> Nr5a1_tdTpositive_cell_5 1 0.000
#> Nr5a1_tdTpositive_cell_6 1 0.000
#> Nr5a1_tdTpositive_cell_7 1 0.000
#> Nr5a1_tdTpositive_cell_8 1 0.000
#> Nr5a1_tdTpositive_cell_9 1 0.000
#> Nr5a1_tdTpositive_cell_10 1 0.000
#> Nr5a1_tdTpositive_cell_11 1 0.000
#> Nr5a1_tdTpositive_cell_12 1 0.000
#> Nr5a1_tdTpositive_cell_13 1 0.000
#> Nr5a1_tdTpositive_cell_14 1 0.000
#> Nr5a1_tdTpositive_cell_15 1 0.000
#> Nr5a1_tdTpositive_cell_16 1 0.000
#> Nr5a1_tdTpositive_cell_17 1 0.000
#> Nr5a1_tdTpositive_cell_18 1 0.000
#> Nr5a1_tdTpositive_cell_19 1 0.000
#> Nr5a1_tdTpositive_cell_20 1 0.000
#> Nr5a1_tdTpositive_cell_21 1 0.000
#> Nr5a1_tdTpositive_cell_22 1 0.000
#> Nr5a1_tdTpositive_cell_23 1 0.000
#> Nr5a1_tdTpositive_cell_24 1 0.000
#> Nr5a1_tdTpositive_cell_25 1 0.000
#> Nr5a1_tdTpositive_cell_26 1 0.000
#> Nr5a1_tdTpositive_cell_27 1 0.000
#> Nr5a1_tdTpositive_cell_28 1 0.000
#> Nr5a1_tdTpositive_cell_29 1 0.000
#> Nr5a1_tdTpositive_cell_30 1 0.000
#> Nr5a1_tdTpositive_cell_31 1 0.000
#> Nr5a1_tdTpositive_cell_32 1 0.000
#> Nr5a1_tdTpositive_cell_33 1 0.000
#> Nr5a1_tdTpositive_cell_34 1 0.000
#> Nr5a1_tdTpositive_cell_35 2 0.000
#> Nr5a1_tdTpositive_cell_36 1 0.000
#> Nr5a1_tdTpositive_cell_37 1 0.000
#> Nr5a1_tdTpositive_cell_38 1 0.000
#> Nr5a1_tdTpositive_cell_39 1 0.000
#> Nr5a1_tdTpositive_cell_40 1 0.000
#> Nr5a1_tdTpositive_cell_41 1 0.000
#> Nr5a1_tdTpositive_cell_42 1 0.000
#> Nr5a1_tdTpositive_cell_43 1 0.000
#> Nr5a1_tdTpositive_cell_44 1 0.000
#> Nr5a1_tdTpositive_cell_45 1 0.000
#> Nr5a1_tdTpositive_cell_46 1 0.000
#> Nr5a1_tdTpositive_cell_47 1 0.000
#> Nr5a1_tdTpositive_cell_48 1 0.000
#> Nr5a1_tdTpositive_cell_49 2 0.249
#> Nr5a1_tdTpositive_cell_50 1 0.000
#> Nr5a1_tdTpositive_cell_51 2 0.000
#> Nr5a1_tdTpositive_cell_52 1 0.000
#> Ntsr1_tdTpositive_cell_1 1 0.000
#> Ntsr1_tdTpositive_cell_2 1 0.000
#> Ntsr1_tdTpositive_cell_3 1 0.000
#> Ntsr1_tdTpositive_cell_4 1 0.000
#> Ntsr1_tdTpositive_cell_5 1 0.000
#> Ntsr1_tdTpositive_cell_6 1 0.000
#> Ntsr1_tdTpositive_cell_7 1 0.000
#> Ntsr1_tdTpositive_cell_8 1 0.000
#> Ntsr1_tdTpositive_cell_9 1 0.000
#> Ntsr1_tdTpositive_cell_10 1 0.000
#> Ntsr1_tdTpositive_cell_11 1 0.000
#> Ntsr1_tdTpositive_cell_12 1 0.000
#> Ntsr1_tdTpositive_cell_13 1 0.000
#> Ntsr1_tdTpositive_cell_14 1 0.000
#> Ntsr1_tdTpositive_cell_15 1 0.000
#> Ntsr1_tdTpositive_cell_16 1 0.000
#> Ntsr1_tdTpositive_cell_17 1 0.000
#> Ntsr1_tdTpositive_cell_18 1 0.000
#> Ntsr1_tdTpositive_cell_19 1 0.000
#> Ntsr1_tdTpositive_cell_20 3 0.502
#> Ntsr1_tdTpositive_cell_21 1 0.000
#> Ntsr1_tdTpositive_cell_22 1 0.000
#> Ntsr1_tdTpositive_cell_23 1 0.000
#> Ntsr1_tdTpositive_cell_24 1 0.000
#> Ntsr1_tdTpositive_cell_25 1 0.000
#> Ntsr1_tdTpositive_cell_26 1 0.000
#> Ntsr1_tdTpositive_cell_27 1 0.000
#> Ntsr1_tdTpositive_cell_28 1 1.000
#> Ntsr1_tdTpositive_cell_29 1 0.000
#> Ntsr1_tdTpositive_cell_30 1 0.000
#> Ntsr1_tdTpositive_cell_31 1 0.000
#> Ntsr1_tdTpositive_cell_32 1 0.000
#> Ntsr1_tdTpositive_cell_33 1 0.000
#> Ntsr1_tdTpositive_cell_34 1 0.000
#> Ntsr1_tdTpositive_cell_35 1 0.000
#> Ntsr1_tdTpositive_cell_36 1 0.000
#> Ntsr1_tdTpositive_cell_37 1 0.000
#> Ntsr1_tdTpositive_cell_38 1 0.000
#> Ntsr1_tdTpositive_cell_39 1 0.000
#> Ntsr1_tdTpositive_cell_40 1 0.000
#> Ntsr1_tdTpositive_cell_41 1 0.000
#> Ntsr1_tdTpositive_cell_42 1 0.000
#> Ntsr1_tdTpositive_cell_43 1 0.000
#> Ntsr1_tdTpositive_cell_44 1 0.000
#> Ntsr1_tdTpositive_cell_45 1 0.000
#> Ntsr1_tdTpositive_cell_46 1 0.000
#> Ntsr1_tdTpositive_cell_47 1 0.000
#> Ntsr1_tdTpositive_cell_48 1 0.000
#> Ntsr1_tdTpositive_cell_49 1 0.000
#> Ntsr1_tdTpositive_cell_50 1 0.000
#> Ntsr1_tdTpositive_cell_51 1 0.000
#> Ntsr1_tdTpositive_cell_52 1 0.000
#> Ntsr1_tdTpositive_cell_53 1 0.000
#> Ntsr1_tdTpositive_cell_54 1 0.000
#> Ntsr1_tdTpositive_cell_55 1 0.000
#> Ntsr1_tdTpositive_cell_56 1 0.000
#> Ntsr1_tdTpositive_cell_57 1 0.000
#> Ntsr1_tdTpositive_cell_58 1 0.000
#> Ntsr1_tdTpositive_cell_59 1 0.000
#> Ntsr1_tdTpositive_cell_60 1 0.000
#> Ntsr1_tdTpositive_cell_61 1 0.000
#> Ntsr1_tdTpositive_cell_62 1 0.000
#> Ntsr1_tdTpositive_cell_63 1 0.000
#> Ntsr1_tdTpositive_cell_64 1 0.000
#> Ntsr1_tdTpositive_cell_65 1 0.000
#> Ntsr1_tdTpositive_cell_66 1 0.000
#> Ntsr1_tdTpositive_cell_67 1 0.000
#> Ntsr1_tdTpositive_cell_68 1 0.000
#> Ntsr1_tdTpositive_cell_69 1 0.000
#> Ntsr1_tdTpositive_cell_70 1 0.000
#> Ntsr1_tdTpositive_cell_71 1 0.000
#> Ntsr1_tdTpositive_cell_72 1 0.000
#> Ntsr1_tdTpositive_cell_73 1 0.000
#> Ntsr1_tdTpositive_cell_74 1 0.000
#> Ntsr1_tdTpositive_cell_75 1 0.000
#> Ntsr1_tdTpositive_cell_76 1 0.000
#> Ntsr1_tdTpositive_cell_77 1 0.000
#> Ntsr1_tdTpositive_cell_78 2 0.000
#> Ntsr1_tdTpositive_cell_79 2 0.000
#> Ntsr1_tdTnegative_cell_1 1 0.000
#> Ntsr1_tdTnegative_cell_2 2 0.000
#> Ntsr1_tdTnegative_cell_3 2 0.000
#> Ntsr1_tdTnegative_cell_4 1 0.000
#> Ntsr1_tdTnegative_cell_5 2 0.000
#> Ntsr1_tdTnegative_cell_6 1 0.000
#> Ntsr1_tdTnegative_cell_7 1 0.000
#> Ntsr1_tdTnegative_cell_8 1 0.000
#> Ntsr1_tdTnegative_cell_9 1 0.000
#> Ntsr1_tdTnegative_cell_10 2 0.000
#> Ntsr1_tdTnegative_cell_11 2 0.000
#> Ntsr1_tdTnegative_cell_12 2 0.000
#> Ntsr1_tdTnegative_cell_13 2 0.000
#> Ntsr1_tdTnegative_cell_14 2 0.000
#> Ntsr1_tdTnegative_cell_15 1 0.502
#> Ntsr1_tdTnegative_cell_16 2 0.000
#> Ntsr1_tdTnegative_cell_17 2 0.000
#> Ntsr1_tdTnegative_cell_18 2 0.000
#> Ntsr1_tdTnegative_cell_19 2 0.000
#> Ntsr1_tdTnegative_cell_20 2 0.000
#> Ntsr1_tdTnegative_cell_21 2 0.000
#> Ntsr1_tdTnegative_cell_22 2 0.000
#> Ntsr1_tdTnegative_cell_23 2 0.000
#> Ntsr1_tdTnegative_cell_24 2 0.000
#> Ntsr1_tdTnegative_cell_25 2 0.000
#> Ntsr1_tdTnegative_cell_26 2 0.000
#> Ntsr1_tdTnegative_cell_27 2 0.000
#> Ntsr1_tdTnegative_cell_28 2 0.000
#> Ntsr1_tdTnegative_cell_29 2 0.000
#> Ntsr1_tdTnegative_cell_30 2 0.000
#> Ntsr1_tdTnegative_cell_31 1 0.000
#> Ntsr1_tdTnegative_cell_32 2 0.000
#> Ntsr1_tdTnegative_cell_33 2 0.000
#> Ntsr1_tdTnegative_cell_34 1 0.000
#> Ntsr1_tdTnegative_cell_35 1 0.000
#> Ntsr1_tdTnegative_cell_36 1 0.000
#> Ntsr1_tdTnegative_cell_37 1 0.000
#> Ntsr1_tdTnegative_cell_38 2 0.000
#> Ntsr1_tdTnegative_cell_39 2 0.000
#> Ntsr1_tdTnegative_cell_40 1 0.000
#> Ntsr1_tdTnegative_cell_41 2 0.000
#> Ntsr1_tdTnegative_cell_42 2 0.000
#> Ntsr1_tdTnegative_cell_43 1 0.000
#> Ntsr1_tdTnegative_cell_44 2 0.000
#> Ntsr1_tdTnegative_cell_45 2 0.000
#> Ntsr1_tdTnegative_cell_46 2 0.000
#> Ntsr1_tdTnegative_cell_47 1 0.000
#> Ntsr1_tdTnegative_cell_48 1 0.000
#> Ntsr1_tdTnegative_cell_49 1 0.253
#> Ntsr1_tdTnegative_cell_50 1 0.000
#> Ntsr1_tdTnegative_cell_51 1 0.000
#> Ntsr1_tdTnegative_cell_52 1 0.000
#> Ntsr1_tdTnegative_cell_53 1 0.000
#> Ntsr1_tdTnegative_cell_54 3 0.000
#> Ntsr1_tdTnegative_cell_55 3 0.000
#> Ntsr1_tdTnegative_cell_56 2 0.000
#> Ntsr1_tdTnegative_cell_57 2 0.000
#> Pvalb_tdTpositive_cell_1 3 0.000
#> Pvalb_tdTpositive_cell_2 3 0.000
#> Pvalb_tdTpositive_cell_3 3 0.000
#> Pvalb_tdTpositive_cell_4 3 0.000
#> Pvalb_tdTpositive_cell_5 3 0.000
#> Pvalb_tdTpositive_cell_6 3 0.000
#> Pvalb_tdTpositive_cell_7 3 0.000
#> Pvalb_tdTpositive_cell_8 3 0.000
#> Pvalb_tdTpositive_cell_9 3 0.000
#> Pvalb_tdTpositive_cell_10 3 0.249
#> Pvalb_tdTpositive_cell_11 3 1.000
#> Pvalb_tdTpositive_cell_12 3 0.000
#> Pvalb_tdTpositive_cell_13 3 0.000
#> Pvalb_tdTpositive_cell_14 3 0.000
#> Pvalb_tdTpositive_cell_15 2 1.000
#> Pvalb_tdTpositive_cell_16 3 0.000
#> Pvalb_tdTpositive_cell_17 3 0.000
#> Pvalb_tdTpositive_cell_18 3 0.000
#> Pvalb_tdTpositive_cell_19 3 0.000
#> Pvalb_tdTpositive_cell_20 3 0.000
#> Pvalb_tdTpositive_cell_21 3 0.000
#> Pvalb_tdTpositive_cell_22 3 0.000
#> Pvalb_tdTpositive_cell_23 3 0.000
#> Pvalb_tdTpositive_cell_24 3 1.000
#> Pvalb_tdTpositive_cell_25 3 0.000
#> Pvalb_tdTpositive_cell_26 3 0.000
#> Pvalb_tdTpositive_cell_27 3 0.000
#> Pvalb_tdTpositive_cell_28 3 0.000
#> Pvalb_tdTpositive_cell_29 3 0.000
#> Pvalb_tdTpositive_cell_30 3 0.000
#> Pvalb_tdTpositive_cell_31 2 1.000
#> Pvalb_tdTpositive_cell_32 3 0.000
#> Pvalb_tdTpositive_cell_33 3 0.000
#> Pvalb_tdTpositive_cell_34 3 0.000
#> Pvalb_tdTpositive_cell_35 3 0.000
#> Pvalb_tdTpositive_cell_36 3 0.000
#> Pvalb_tdTpositive_cell_37 3 0.000
#> Pvalb_tdTpositive_cell_38 3 0.000
#> Pvalb_tdTpositive_cell_39 3 0.000
#> Pvalb_tdTpositive_cell_40 3 0.000
#> Pvalb_tdTpositive_cell_41 3 0.000
#> Pvalb_tdTpositive_cell_42 3 0.000
#> Pvalb_tdTpositive_cell_43 3 0.000
#> Pvalb_tdTpositive_cell_44 3 0.000
#> Pvalb_tdTpositive_cell_45 2 1.000
#> Pvalb_tdTpositive_cell_46 3 0.000
#> Pvalb_tdTpositive_cell_47 3 0.000
#> Pvalb_tdTpositive_cell_48 3 0.000
#> Pvalb_tdTpositive_cell_49 3 0.000
#> Pvalb_tdTpositive_cell_50 3 0.000
#> Pvalb_tdTpositive_cell_51 3 0.000
#> Pvalb_tdTpositive_cell_52 3 0.000
#> Pvalb_tdTpositive_cell_53 3 0.000
#> Pvalb_tdTpositive_cell_54 3 0.000
#> Pvalb_tdTpositive_cell_55 3 0.000
#> Pvalb_tdTpositive_cell_56 3 0.000
#> Pvalb_tdTpositive_cell_57 3 0.000
#> Pvalb_tdTpositive_cell_58 3 0.000
#> Pvalb_tdTpositive_cell_59 3 0.000
#> Pvalb_tdTpositive_cell_60 3 0.000
#> Pvalb_tdTpositive_cell_61 3 0.000
#> Pvalb_tdTpositive_cell_62 3 0.000
#> Pvalb_tdTpositive_cell_63 3 0.000
#> Pvalb_tdTpositive_cell_64 3 0.000
#> Pvalb_tdTpositive_cell_65 3 0.000
#> Pvalb_tdTpositive_cell_66 3 0.000
#> Pvalb_tdTpositive_cell_67 3 0.000
#> Pvalb_tdTpositive_cell_68 3 0.000
#> Pvalb_tdTpositive_cell_69 3 0.000
#> Pvalb_tdTpositive_cell_70 3 0.000
#> Pvalb_tdTpositive_cell_71 3 0.000
#> Pvalb_tdTpositive_cell_72 3 0.000
#> Pvalb_tdTpositive_cell_73 3 0.000
#> Pvalb_tdTpositive_cell_74 3 0.000
#> Pvalb_tdTpositive_cell_75 3 0.000
#> Pvalb_tdTpositive_cell_76 3 0.000
#> Pvalb_tdTpositive_cell_77 3 0.000
#> Pvalb_tdTpositive_cell_78 3 0.000
#> Pvalb_tdTpositive_cell_79 3 0.000
#> Pvalb_tdTpositive_cell_80 3 0.000
#> Pvalb_tdTpositive_cell_81 2 0.000
#> Pvalb_tdTpositive_cell_82 3 0.000
#> Pvalb_tdTpositive_cell_83 3 0.000
#> Pvalb_tdTpositive_cell_84 3 0.000
#> Pvalb_tdTpositive_cell_85 3 0.000
#> Pvalb_tdTpositive_cell_86 3 0.000
#> Pvalb_tdTpositive_cell_87 3 0.000
#> Pvalb_tdTpositive_cell_88 3 0.000
#> Pvalb_tdTpositive_cell_89 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_1 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_2 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_3 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_4 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_5 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_6 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_7 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_8 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_9 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_10 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_11 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_12 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_13 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_14 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_15 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_16 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_17 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_18 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_19 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_20 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_21 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_22 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_23 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_24 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_25 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_26 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_27 3 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_28 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_29 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_30 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_31 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_32 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_33 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_34 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_35 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_36 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_37 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_38 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_39 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_40 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_41 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_42 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_43 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_44 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_1 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_2 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_3 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_4 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_5 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_6 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_7 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_8 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_9 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_10 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_11 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_12 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_13 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_14 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_15 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_16 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_17 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_18 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_19 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_20 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_21 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_22 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_23 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_24 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_25 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_26 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_27 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_28 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_29 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_30 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_31 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_32 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_33 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_34 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_35 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_36 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_37 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_38 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_39 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_40 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_41 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_42 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_43 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_44 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_45 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_46 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_47 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_48 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_49 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_50 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_51 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_52 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_53 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_54 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_55 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_56 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_57 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_58 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_59 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_60 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_61 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_62 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_63 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_64 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_65 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_66 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_67 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_68 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_69 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_70 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_71 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_72 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_73 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_74 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_75 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_76 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_77 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_78 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_79 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_80 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_81 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_82 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_83 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_84 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_85 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_86 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_87 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_88 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_89 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_90 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_91 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_92 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_93 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_94 3 0.000
#> Rbp4_tdTpositive_cell_1 1 0.000
#> Rbp4_tdTpositive_cell_2 1 0.000
#> Rbp4_tdTpositive_cell_3 1 0.000
#> Rbp4_tdTpositive_cell_4 1 0.000
#> Rbp4_tdTpositive_cell_5 1 0.000
#> Rbp4_tdTpositive_cell_6 1 0.000
#> Rbp4_tdTpositive_cell_7 1 0.000
#> Rbp4_tdTpositive_cell_8 1 0.000
#> Rbp4_tdTpositive_cell_9 1 0.000
#> Rbp4_tdTpositive_cell_10 1 0.000
#> Rbp4_tdTpositive_cell_11 1 0.000
#> Rbp4_tdTpositive_cell_12 1 0.000
#> Rbp4_tdTpositive_cell_13 1 0.000
#> Rbp4_tdTpositive_cell_14 1 0.000
#> Rbp4_tdTpositive_cell_15 1 0.000
#> Rbp4_tdTpositive_cell_16 1 0.000
#> Rbp4_tdTpositive_cell_17 1 0.000
#> Rbp4_tdTpositive_cell_18 1 0.000
#> Rbp4_tdTpositive_cell_19 1 0.000
#> Rbp4_tdTpositive_cell_20 1 0.000
#> Rbp4_tdTpositive_cell_21 1 0.000
#> Rbp4_tdTpositive_cell_22 1 0.000
#> Rbp4_tdTpositive_cell_23 1 0.000
#> Rbp4_tdTpositive_cell_24 1 0.000
#> Rbp4_tdTpositive_cell_25 1 0.000
#> Rbp4_tdTpositive_cell_26 1 0.000
#> Rbp4_tdTpositive_cell_27 1 0.000
#> Rbp4_tdTpositive_cell_28 1 0.000
#> Rbp4_tdTpositive_cell_29 1 0.000
#> Rbp4_tdTpositive_cell_30 1 0.000
#> Rbp4_tdTpositive_cell_31 1 0.000
#> Rbp4_tdTpositive_cell_32 1 0.000
#> Rbp4_tdTpositive_cell_33 1 0.000
#> Rbp4_tdTpositive_cell_34 1 0.000
#> Rbp4_tdTpositive_cell_35 1 0.000
#> Rbp4_tdTpositive_cell_36 1 0.000
#> Rbp4_tdTpositive_cell_37 1 0.000
#> Rbp4_tdTpositive_cell_38 1 0.000
#> Rbp4_tdTpositive_cell_39 1 0.000
#> Rbp4_tdTpositive_cell_40 1 0.000
#> Rbp4_tdTpositive_cell_41 1 0.000
#> Rbp4_tdTpositive_cell_42 1 0.000
#> Rbp4_tdTpositive_cell_43 1 0.000
#> Rbp4_tdTpositive_cell_44 1 0.000
#> Rbp4_tdTpositive_cell_45 1 0.000
#> Rbp4_tdTpositive_cell_46 1 0.000
#> Rbp4_tdTpositive_cell_47 1 0.000
#> Rbp4_tdTpositive_cell_48 1 0.000
#> Rbp4_tdTpositive_cell_49 1 0.000
#> Rbp4_tdTpositive_cell_50 1 0.000
#> Rbp4_tdTpositive_cell_51 3 0.000
#> Rbp4_tdTpositive_cell_52 1 0.000
#> Rbp4_tdTpositive_cell_53 1 0.000
#> Rbp4_tdTpositive_cell_54 1 0.000
#> Rbp4_tdTpositive_cell_55 1 0.000
#> Rbp4_tdTpositive_cell_56 1 0.000
#> Rbp4_tdTpositive_cell_57 1 0.000
#> Rbp4_tdTpositive_cell_58 1 0.000
#> Rbp4_tdTpositive_cell_59 1 0.000
#> Rbp4_tdTpositive_cell_60 1 0.000
#> Rbp4_tdTpositive_cell_61 1 0.000
#> Rbp4_tdTpositive_cell_62 1 0.000
#> Rbp4_tdTpositive_cell_63 1 0.000
#> Rbp4_tdTpositive_cell_64 1 0.000
#> Rbp4_tdTpositive_cell_65 1 0.000
#> Rbp4_tdTpositive_cell_66 1 0.000
#> Rbp4_tdTpositive_cell_67 1 0.000
#> Rbp4_tdTpositive_cell_68 1 0.000
#> Rbp4_tdTpositive_cell_69 1 0.000
#> Rbp4_tdTpositive_cell_70 1 0.000
#> Rbp4_tdTpositive_cell_71 1 0.000
#> Rbp4_tdTpositive_cell_72 1 0.000
#> Rbp4_tdTpositive_cell_73 1 0.000
#> Rbp4_tdTpositive_cell_74 1 0.000
#> Rbp4_tdTpositive_cell_75 1 0.000
#> Rbp4_tdTpositive_cell_76 1 0.000
#> Rbp4_tdTpositive_cell_77 1 0.000
#> Rbp4_tdTpositive_cell_78 1 0.000
#> Rbp4_tdTpositive_cell_79 2 0.000
#> Rbp4_tdTpositive_cell_80 1 0.000
#> Rbp4_tdTpositive_cell_81 1 0.000
#> Rbp4_tdTpositive_cell_82 1 0.000
#> Rbp4_tdTpositive_cell_83 1 0.000
#> Rbp4_tdTpositive_cell_84 1 0.000
#> Rbp4_tdTpositive_cell_85 2 0.000
#> Rbp4_tdTpositive_cell_86 1 0.000
#> Rbp4_tdTpositive_cell_87 1 0.000
#> Rbp4_tdTpositive_cell_88 1 0.000
#> Rbp4_tdTpositive_cell_89 1 0.000
#> Rbp4_tdTpositive_cell_90 1 0.000
#> Rbp4_tdTpositive_cell_91 1 0.000
#> Rbp4_tdTpositive_cell_92 1 0.000
#> Rbp4_tdTpositive_cell_93 1 0.000
#> Rbp4_tdTpositive_cell_94 1 0.000
#> Rbp4_tdTpositive_cell_95 1 0.000
#> Rbp4_tdTpositive_cell_96 1 0.000
#> Rbp4_tdTpositive_cell_97 1 0.000
#> Rbp4_tdTpositive_cell_98 1 0.000
#> Rbp4_tdTpositive_cell_99 1 0.000
#> Rbp4_tdTpositive_cell_100 1 0.000
#> Rbp4_tdTpositive_cell_101 1 0.000
#> Rbp4_tdTpositive_cell_102 1 0.000
#> Rbp4_tdTpositive_cell_103 1 0.000
#> Rbp4_tdTpositive_cell_104 1 0.000
#> Rbp4_tdTpositive_cell_105 1 0.000
#> Rbp4_tdTpositive_cell_106 1 0.000
#> Rbp4_tdTpositive_cell_107 1 0.000
#> Rbp4_tdTpositive_cell_108 1 0.000
#> Rbp4_tdTpositive_cell_109 1 0.000
#> Rbp4_tdTpositive_cell_110 1 0.000
#> Rbp4_tdTpositive_cell_111 1 0.000
#> Rbp4_tdTpositive_cell_112 1 0.000
#> Rbp4_tdTpositive_cell_113 1 0.000
#> Rbp4_tdTpositive_cell_114 1 0.000
#> Rbp4_tdTpositive_cell_115 1 0.000
#> Rbp4_tdTpositive_cell_116 1 0.000
#> Rbp4_tdTpositive_cell_117 1 0.000
#> Rbp4_tdTpositive_cell_118 1 0.000
#> Rbp4_tdTpositive_cell_119 1 0.000
#> Rbp4_tdTpositive_cell_120 1 0.000
#> Rbp4_tdTpositive_cell_121 2 0.000
#> Rbp4_tdTpositive_cell_122 1 0.000
#> Rbp4_tdTpositive_cell_123 1 0.000
#> Rbp4_tdTpositive_cell_124 1 0.000
#> Rbp4_tdTpositive_cell_125 1 0.000
#> Rbp4_tdTpositive_cell_126 3 0.000
#> Rbp4_tdTpositive_cell_127 1 0.000
#> Rbp4_tdTpositive_cell_128 1 0.000
#> Rbp4_tdTpositive_cell_129 1 0.000
#> Rbp4_tdTpositive_cell_130 1 0.000
#> Rbp4_tdTpositive_cell_131 1 0.000
#> Rbp4_tdTpositive_cell_132 1 0.000
#> Rbp4_tdTpositive_cell_133 1 0.000
#> Rbp4_tdTpositive_cell_134 1 0.000
#> Rbp4_tdTpositive_cell_135 1 0.000
#> Rbp4_tdTpositive_cell_136 1 0.000
#> Rbp4_tdTpositive_cell_137 1 0.000
#> Rbp4_tdTpositive_cell_138 1 0.000
#> Rbp4_tdTpositive_cell_139 1 0.000
#> Rbp4_tdTpositive_cell_140 1 0.000
#> Rbp4_tdTpositive_cell_141 1 0.000
#> Rbp4_tdTpositive_cell_142 1 0.000
#> Rbp4_tdTpositive_cell_143 1 0.000
#> Rbp4_tdTpositive_cell_144 1 0.000
#> Rbp4_tdTpositive_cell_145 1 0.000
#> Rbp4_tdTpositive_cell_146 1 0.000
#> Rbp4_tdTpositive_cell_147 1 0.000
#> Rbp4_tdTpositive_cell_148 1 0.000
#> Rbp4_tdTpositive_cell_149 1 0.000
#> Rbp4_tdTpositive_cell_150 1 0.000
#> Rbp4_tdTpositive_cell_151 1 0.000
#> Rbp4_tdTpositive_cell_152 1 0.000
#> Rbp4_tdTpositive_cell_153 1 0.000
#> Rbp4_tdTpositive_cell_154 1 0.000
#> Rbp4_tdTpositive_cell_155 1 0.000
#> Rbp4_tdTpositive_cell_156 1 0.000
#> Rbp4_tdTpositive_cell_157 1 0.000
#> Rbp4_tdTpositive_cell_158 1 0.000
#> Rbp4_tdTpositive_cell_159 1 0.000
#> Rbp4_tdTpositive_cell_160 1 0.000
#> Rbp4_tdTpositive_cell_161 1 0.000
#> Rbp4_tdTpositive_cell_162 1 0.000
#> Rbp4_tdTpositive_cell_163 1 0.000
#> Rbp4_tdTpositive_cell_164 1 0.000
#> Rbp4_tdTpositive_cell_165 1 0.000
#> Rbp4_tdTpositive_cell_166 1 0.000
#> Rbp4_tdTpositive_cell_167 1 0.000
#> Rbp4_tdTpositive_cell_168 1 0.000
#> Rbp4_tdTpositive_cell_169 1 0.000
#> Rbp4_tdTpositive_cell_170 1 0.000
#> Rbp4_tdTpositive_cell_171 1 0.000
#> Rbp4_tdTpositive_cell_172 1 0.000
#> Rbp4_tdTpositive_cell_173 1 0.000
#> Rbp4_tdTpositive_cell_174 2 0.000
#> Rbp4_tdTpositive_cell_175 2 0.000
#> Rbp4_tdTpositive_cell_176 2 0.751
#> Rbp4_tdTpositive_cell_177 1 0.000
#> Rbp4_tdTpositive_cell_178 1 0.000
#> Rbp4_tdTpositive_cell_179 1 0.000
#> Rbp4_tdTpositive_cell_180 1 0.000
#> Rbp4_tdTpositive_cell_181 1 0.000
#> Rbp4_tdTpositive_cell_182 1 0.000
#> Rbp4_tdTpositive_cell_183 1 0.000
#> Rbp4_tdTpositive_cell_184 1 0.000
#> Rbp4_tdTpositive_cell_185 1 0.000
#> Rbp4_tdTpositive_cell_186 1 0.000
#> Rbp4_tdTpositive_cell_187 1 0.000
#> Rbp4_tdTpositive_cell_188 1 0.000
#> Rbp4_tdTpositive_cell_189 1 0.000
#> Rbp4_tdTpositive_cell_190 1 0.000
#> Rbp4_tdTnegative_cell_1 2 0.000
#> Rbp4_tdTnegative_cell_2 2 0.000
#> Rbp4_tdTnegative_cell_3 2 0.000
#> Rbp4_tdTnegative_cell_4 2 0.000
#> Rbp4_tdTnegative_cell_5 2 0.000
#> Rbp4_tdTnegative_cell_6 2 0.000
#> Rbp4_tdTnegative_cell_7 2 0.000
#> Rbp4_tdTnegative_cell_8 1 0.000
#> Rbp4_tdTnegative_cell_9 2 0.000
#> Rbp4_tdTnegative_cell_10 2 0.000
#> Rbp4_tdTnegative_cell_11 2 0.000
#> Rbp4_tdTnegative_cell_12 2 0.000
#> Rbp4_tdTnegative_cell_13 2 0.000
#> Rbp4_tdTnegative_cell_14 2 0.000
#> Rbp4_tdTnegative_cell_15 2 0.000
#> Rbp4_tdTnegative_cell_16 2 0.000
#> Rbp4_tdTnegative_cell_17 2 0.000
#> Rbp4_tdTnegative_cell_18 2 0.000
#> Rbp4_tdTnegative_cell_19 2 0.000
#> Rbp4_tdTnegative_cell_20 2 0.000
#> Rbp4_tdTnegative_cell_21 2 0.000
#> Rbp4_tdTnegative_cell_22 2 0.000
#> Rbp4_tdTnegative_cell_23 2 0.000
#> Rorb_tdTpositive_cell_1 1 0.000
#> Rorb_tdTpositive_cell_2 1 0.000
#> Rorb_tdTpositive_cell_3 1 0.000
#> Rorb_tdTpositive_cell_4 1 0.000
#> Rorb_tdTpositive_cell_5 1 0.000
#> Rorb_tdTpositive_cell_6 1 0.000
#> Rorb_tdTpositive_cell_7 1 0.000
#> Rorb_tdTpositive_cell_8 1 0.000
#> Rorb_tdTpositive_cell_9 1 0.000
#> Rorb_tdTpositive_cell_10 1 0.000
#> Rorb_tdTpositive_cell_11 2 0.000
#> Rorb_tdTpositive_cell_12 2 0.000
#> Rorb_tdTpositive_cell_13 1 0.000
#> Rorb_tdTpositive_cell_14 2 0.000
#> Rorb_tdTpositive_cell_15 1 0.000
#> Rorb_tdTpositive_cell_16 1 0.000
#> Rorb_tdTpositive_cell_17 1 0.000
#> Rorb_tdTpositive_cell_18 1 0.000
#> Rorb_tdTpositive_cell_19 1 0.000
#> Rorb_tdTpositive_cell_20 1 0.000
#> Rorb_tdTpositive_cell_21 1 0.000
#> Rorb_tdTpositive_cell_22 1 0.000
#> Rorb_tdTpositive_cell_23 1 0.000
#> Rorb_tdTpositive_cell_24 1 0.000
#> Rorb_tdTpositive_cell_25 1 0.000
#> Rorb_tdTpositive_cell_26 1 0.000
#> Rorb_tdTpositive_cell_27 1 0.000
#> Rorb_tdTpositive_cell_28 1 0.000
#> Rorb_tdTpositive_cell_29 1 0.000
#> Rorb_tdTpositive_cell_30 1 0.000
#> Rorb_tdTpositive_cell_31 1 0.000
#> Rorb_tdTpositive_cell_32 1 0.000
#> Rorb_tdTpositive_cell_33 1 0.000
#> Rorb_tdTpositive_cell_34 1 0.000
#> Rorb_tdTpositive_cell_35 1 0.000
#> Rorb_tdTpositive_cell_36 1 0.000
#> Rorb_tdTpositive_cell_37 1 0.000
#> Rorb_tdTpositive_cell_38 1 0.000
#> Rorb_tdTpositive_cell_39 2 0.000
#> Rorb_tdTpositive_cell_40 1 0.000
#> Rorb_tdTpositive_cell_41 1 0.000
#> Rorb_tdTpositive_cell_42 1 0.000
#> Rorb_tdTpositive_cell_43 1 0.000
#> Rorb_tdTpositive_cell_44 1 0.000
#> Rorb_tdTpositive_cell_45 1 0.000
#> Rorb_tdTpositive_cell_46 1 0.000
#> Rorb_tdTpositive_cell_47 2 0.000
#> Rorb_tdTpositive_cell_48 1 0.000
#> Rorb_tdTpositive_cell_49 1 0.000
#> Rorb_tdTpositive_cell_50 1 0.000
#> Rorb_tdTpositive_cell_51 1 0.000
#> Rorb_tdTpositive_cell_52 1 0.000
#> Rorb_tdTpositive_cell_53 1 0.000
#> Rorb_tdTpositive_cell_54 2 0.000
#> Rorb_tdTpositive_cell_55 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_1 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_2 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_3 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_4 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_5 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_6 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_7 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_8 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_9 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_11 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_12 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_13 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_14 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_15 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_16 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_17 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_19 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_21 2 1.000
#> Scnn1a-Tg2_tdTnegative_cell_1 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_2 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_3 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_4 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_5 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_6 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_7 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_8 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_9 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_10 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_11 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_12 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_13 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_14 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_15 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_16 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_17 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_18 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_19 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_1 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_3 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_5 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_8 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_9 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_10 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_11 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_12 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_13 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_14 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_15 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_16 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_17 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_18 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_19 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_20 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_21 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_22 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_23 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_24 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_25 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_26 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_27 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_28 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_29 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_30 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_31 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_32 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_33 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_34 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_35 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_36 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_37 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_38 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_39 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_40 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_41 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_44 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_45 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_46 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_47 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_48 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_49 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_50 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_51 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_52 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_53 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_54 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_55 1 0.502
#> Scnn1a-Tg3_tdTpositive_cell_56 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_57 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_58 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_59 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_60 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_61 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_62 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_63 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_64 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_65 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_66 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_67 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_68 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_69 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_70 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_71 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_72 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_73 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_74 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_75 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_76 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_77 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_78 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_79 1 0.502
#> Scnn1a-Tg3_tdTpositive_cell_80 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_81 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_82 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_83 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_84 1 0.253
#> Scnn1a-Tg3_tdTpositive_cell_85 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_86 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_87 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_88 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_89 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_90 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_91 1 0.253
#> Scnn1a-Tg3_tdTpositive_cell_92 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_93 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_94 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_95 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_96 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_97 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_98 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_99 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_100 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_101 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_102 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_103 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_106 1 0.253
#> Scnn1a-Tg3_tdTpositive_cell_107 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_108 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_109 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_110 1 0.000
#> Scnn1a-Tg3_tdTnegative_cell_1 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_2 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_3 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_4 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_5 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_6 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_7 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_8 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_9 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_10 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_11 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_12 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_13 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_14 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_15 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_16 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_17 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_18 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_19 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_20 1 0.747
#> Scnn1a-Tg3_tdTnegative_cell_21 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_22 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_23 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_24 2 0.000
#> Slc17a6_tdTpositive_cell_1 1 0.000
#> Slc17a6_tdTpositive_cell_2 1 0.000
#> Slc17a6_tdTpositive_cell_3 1 0.000
#> Slc17a6_tdTpositive_cell_4 1 0.502
#> Slc17a6_tdTpositive_cell_5 2 0.000
#> Slc17a6_tdTpositive_cell_6 1 0.000
#> Slc17a6_tdTpositive_cell_7 1 0.000
#> Slc17a6_tdTpositive_cell_8 1 0.000
#> Slc17a6_tdTpositive_cell_9 1 0.000
#> Slc17a6_tdTpositive_cell_10 1 0.000
#> Slc17a6_tdTpositive_cell_11 1 0.000
#> Slc17a6_tdTpositive_cell_12 1 0.000
#> Slc17a6_tdTpositive_cell_13 1 0.000
#> Slc17a6_tdTpositive_cell_14 1 0.000
#> Slc17a6_tdTpositive_cell_15 1 0.000
#> Slc17a6_tdTpositive_cell_16 1 0.000
#> Slc17a6_tdTpositive_cell_17 1 0.000
#> Slc17a6_tdTpositive_cell_18 1 0.000
#> Slc17a6_tdTpositive_cell_19 1 0.000
#> Slc17a6_tdTpositive_cell_20 1 0.000
#> Slc17a6_tdTpositive_cell_21 1 0.000
#> Slc17a6_tdTpositive_cell_22 1 0.000
#> Slc17a6_tdTpositive_cell_23 2 0.000
#> Slc17a6_tdTpositive_cell_24 1 0.000
#> Slc17a6_tdTpositive_cell_25 1 0.000
#> Slc17a6_tdTpositive_cell_26 1 0.000
#> Slc17a6_tdTpositive_cell_27 1 0.000
#> Slc17a6_tdTpositive_cell_28 1 0.000
#> Slc17a6_tdTpositive_cell_29 1 0.000
#> Slc17a6_tdTpositive_cell_30 1 0.000
#> Slc17a6_tdTpositive_cell_31 1 0.000
#> Slc17a6_tdTpositive_cell_32 1 0.000
#> Slc17a6_tdTpositive_cell_33 1 0.000
#> Slc17a6_tdTpositive_cell_34 1 0.000
#> Slc17a6_tdTpositive_cell_35 1 0.000
#> Slc17a6_tdTpositive_cell_36 1 0.000
#> Slc17a6_tdTpositive_cell_37 1 0.000
#> Slc17a6_tdTpositive_cell_38 1 0.000
#> Slc17a6_tdTpositive_cell_39 1 0.249
#> Slc17a6_tdTpositive_cell_40 1 0.000
#> Slc17a6_tdTpositive_cell_41 1 0.000
#> Slc17a6_tdTpositive_cell_42 1 0.000
#> Slc17a6_tdTpositive_cell_43 1 0.000
#> Slc17a6_tdTpositive_cell_44 1 0.000
#> Slc17a6_tdTpositive_cell_45 1 0.498
#> Slc17a6_tdTpositive_cell_46 1 0.000
#> Slc17a6_tdTpositive_cell_47 1 0.000
#> Sst_tdTpositive_cell_1 3 0.000
#> Sst_tdTpositive_cell_2 3 0.000
#> Sst_tdTpositive_cell_3 3 0.000
#> Sst_tdTpositive_cell_4 3 0.000
#> Sst_tdTpositive_cell_5 3 0.000
#> Sst_tdTpositive_cell_6 3 0.000
#> Sst_tdTpositive_cell_7 3 0.000
#> Sst_tdTpositive_cell_8 3 0.000
#> Sst_tdTpositive_cell_9 3 0.000
#> Sst_tdTpositive_cell_10 3 0.000
#> Sst_tdTpositive_cell_11 3 0.000
#> Sst_tdTpositive_cell_12 3 0.000
#> Sst_tdTpositive_cell_13 1 0.000
#> Sst_tdTpositive_cell_14 3 0.000
#> Sst_tdTpositive_cell_15 3 0.000
#> Sst_tdTpositive_cell_16 2 0.000
#> Sst_tdTpositive_cell_17 3 0.000
#> Sst_tdTpositive_cell_18 3 0.000
#> Sst_tdTpositive_cell_19 2 0.000
#> Sst_tdTpositive_cell_20 1 0.000
#> Sst_tdTpositive_cell_21 3 0.000
#> Sst_tdTpositive_cell_22 3 0.000
#> Sst_tdTpositive_cell_23 3 0.000
#> Sst_tdTpositive_cell_24 3 0.000
#> Sst_tdTpositive_cell_25 3 0.000
#> Sst_tdTpositive_cell_26 3 0.000
#> Sst_tdTpositive_cell_27 3 0.000
#> Sst_tdTpositive_cell_28 3 0.000
#> Sst_tdTpositive_cell_29 3 0.000
#> Sst_tdTpositive_cell_30 3 0.000
#> Sst_tdTpositive_cell_31 3 0.000
#> Sst_tdTpositive_cell_32 3 0.000
#> Sst_tdTpositive_cell_33 3 0.000
#> Sst_tdTpositive_cell_34 3 0.000
#> Sst_tdTpositive_cell_35 3 0.000
#> Sst_tdTpositive_cell_36 3 0.000
#> Sst_tdTpositive_cell_37 3 0.000
#> Sst_tdTpositive_cell_38 3 0.000
#> Sst_tdTpositive_cell_39 3 0.000
#> Sst_tdTpositive_cell_40 3 0.498
#> Sst_tdTpositive_cell_41 3 0.000
#> Sst_tdTpositive_cell_42 3 0.000
#> Sst_tdTpositive_cell_43 3 0.000
#> Sst_tdTpositive_cell_44 3 0.000
#> Sst_tdTpositive_cell_45 2 1.000
#> Sst_tdTpositive_cell_46 2 1.000
#> Sst_tdTpositive_cell_47 3 0.000
#> Sst_tdTpositive_cell_48 3 0.000
#> Sst_tdTpositive_cell_49 3 0.000
#> Sst_tdTpositive_cell_50 3 0.000
#> Sst_tdTpositive_cell_51 3 0.000
#> Sst_tdTpositive_cell_52 3 0.000
#> Sst_tdTpositive_cell_53 3 0.000
#> Sst_tdTpositive_cell_54 3 0.000
#> Sst_tdTpositive_cell_55 3 0.000
#> Sst_tdTpositive_cell_56 3 0.000
#> Sst_tdTpositive_cell_57 3 0.000
#> Sst_tdTpositive_cell_58 2 1.000
#> Sst_tdTpositive_cell_59 3 0.000
#> Sst_tdTpositive_cell_60 3 0.000
#> Sst_tdTpositive_cell_61 3 0.000
#> Sst_tdTpositive_cell_62 3 0.000
#> Sst_tdTpositive_cell_63 3 0.000
#> Sst_tdTpositive_cell_64 3 0.000
#> Sst_tdTpositive_cell_65 3 0.000
#> Sst_tdTpositive_cell_66 3 0.000
#> Sst_tdTpositive_cell_67 3 0.000
#> Sst_tdTpositive_cell_68 3 0.000
#> Sst_tdTpositive_cell_69 3 0.000
#> Sst_tdTpositive_cell_70 3 0.000
#> Sst_tdTpositive_cell_71 3 0.000
#> Sst_tdTpositive_cell_72 3 0.000
#> Sst_tdTpositive_cell_73 3 0.000
#> Sst_tdTpositive_cell_74 3 0.000
#> Sst_tdTpositive_cell_75 3 0.000
#> Sst_tdTpositive_cell_76 3 0.000
#> Sst_tdTpositive_cell_77 3 0.000
#> Sst_tdTpositive_cell_78 3 0.000
#> Sst_tdTpositive_cell_79 3 0.000
#> Sst_tdTpositive_cell_80 3 0.000
#> Sst_tdTpositive_cell_81 3 0.000
#> Sst_tdTpositive_cell_82 3 0.000
#> Sst_tdTpositive_cell_83 3 0.000
#> Sst_tdTpositive_cell_84 3 0.000
#> Sst_tdTpositive_cell_85 3 0.000
#> Sst_tdTpositive_cell_86 3 0.000
#> Sst_tdTpositive_cell_87 3 0.000
#> Sst_tdTpositive_cell_88 3 0.000
#> Sst_tdTpositive_cell_89 3 0.000
#> Sst_tdTpositive_cell_90 3 0.000
#> Sst_tdTpositive_cell_91 3 0.000
#> Sst_tdTpositive_cell_92 3 0.000
#> Sst_tdTpositive_cell_93 3 0.000
#> Sst_tdTpositive_cell_94 3 0.000
#> Sst_tdTpositive_cell_95 3 0.000
#> Sst_tdTpositive_cell_96 3 0.000
#> Sst_tdTpositive_cell_97 3 0.000
#> Sst_tdTpositive_cell_98 3 0.000
#> Sst_tdTpositive_cell_99 3 0.000
#> Sst_tdTpositive_cell_100 3 0.000
#> Sst_tdTpositive_cell_101 3 0.000
#> Sst_tdTpositive_cell_102 3 0.000
#> Sst_tdTpositive_cell_103 3 0.000
#> Sst_tdTpositive_cell_104 3 0.000
#> Sst_tdTpositive_cell_105 3 0.000
#> Sst_tdTpositive_cell_106 3 0.000
#> Sst_tdTpositive_cell_107 3 0.000
#> Tac2_tdTpositive_cell_1 3 0.000
#> Tac2_tdTpositive_cell_2 1 0.000
#> Tac2_tdTpositive_cell_3 1 0.000
#> Tac2_tdTpositive_cell_4 3 0.000
#> Tac2_tdTpositive_cell_5 3 0.000
#> Tac2_tdTpositive_cell_6 3 0.000
#> Tac2_tdTpositive_cell_7 3 0.000
#> Tac2_tdTpositive_cell_8 3 0.000
#> Vip_tdTpositive_cell_1 2 1.000
#> Vip_tdTpositive_cell_2 2 1.000
#> Vip_tdTpositive_cell_3 2 1.000
#> Vip_tdTpositive_cell_4 2 1.000
#> Vip_tdTpositive_cell_5 2 1.000
#> Vip_tdTpositive_cell_6 2 0.249
#> Vip_tdTpositive_cell_7 3 0.000
#> Vip_tdTpositive_cell_8 2 1.000
#> Vip_tdTpositive_cell_9 2 1.000
#> Vip_tdTpositive_cell_10 2 0.751
#> Vip_tdTpositive_cell_11 2 0.000
#> Vip_tdTpositive_cell_12 2 0.249
#> Vip_tdTpositive_cell_13 2 1.000
#> Vip_tdTpositive_cell_14 2 1.000
#> Vip_tdTpositive_cell_15 3 0.000
#> Vip_tdTpositive_cell_16 2 1.000
#> Vip_tdTpositive_cell_17 3 0.000
#> Vip_tdTpositive_cell_18 2 1.000
#> Vip_tdTpositive_cell_19 2 1.000
#> Vip_tdTpositive_cell_20 2 0.747
#> Vip_tdTpositive_cell_21 2 1.000
#> Vip_tdTpositive_cell_22 2 1.000
#> Vip_tdTpositive_cell_23 3 0.000
#> Vip_tdTpositive_cell_24 2 0.000
#> Vip_tdTpositive_cell_25 2 1.000
#> Vip_tdTpositive_cell_26 2 1.000
#> Vip_tdTpositive_cell_27 3 1.000
#> Vip_tdTpositive_cell_28 3 0.000
#> Vip_tdTpositive_cell_29 2 1.000
#> Vip_tdTpositive_cell_30 2 1.000
#> Vip_tdTpositive_cell_31 3 1.000
#> Vip_tdTpositive_cell_32 2 1.000
#> Vip_tdTpositive_cell_33 2 0.000
#> Vip_tdTpositive_cell_34 2 1.000
#> Vip_tdTpositive_cell_35 2 0.000
#> Vip_tdTpositive_cell_36 2 0.747
#> Vip_tdTpositive_cell_37 2 0.000
#> Vip_tdTpositive_cell_38 3 0.000
#> Vip_tdTpositive_cell_39 3 0.000
#> Vip_tdTpositive_cell_40 3 0.000
#> Vip_tdTpositive_cell_41 3 0.000
#> Vip_tdTpositive_cell_42 3 0.000
#> Vip_tdTpositive_cell_43 2 1.000
#> Vip_tdTpositive_cell_44 2 1.000
#> Vip_tdTpositive_cell_45 3 0.000
#> Vip_tdTpositive_cell_46 2 1.000
#> Vip_tdTpositive_cell_47 3 0.000
#> Vip_tdTpositive_cell_48 3 0.498
#> Vip_tdTpositive_cell_49 2 1.000
#> Vip_tdTpositive_cell_50 2 1.000
#> Vip_tdTpositive_cell_51 3 1.000
#> Vip_tdTpositive_cell_52 2 1.000
#> Vip_tdTpositive_cell_53 3 0.000
#> Vip_tdTpositive_cell_54 2 0.747
#> Vip_tdTpositive_cell_55 2 1.000
#> Vip_tdTpositive_cell_56 2 1.000
#> Vip_tdTpositive_cell_57 3 0.000
#> Vip_tdTpositive_cell_58 2 0.000
#> Vip_tdTpositive_cell_59 3 0.000
#> Vip_tdTpositive_cell_60 2 1.000
#> Vip_tdTpositive_cell_61 2 0.747
#> Vip_tdTpositive_cell_62 2 1.000
#> Vip_tdTpositive_cell_63 2 1.000
#> Vip_tdTpositive_cell_64 2 1.000
#> Vip_tdTpositive_cell_65 3 0.000
#> Vip_tdTpositive_cell_66 3 0.000
#> Vip_tdTpositive_cell_67 2 1.000
#> Vip_tdTpositive_cell_68 2 1.000
#> Vip_tdTpositive_cell_69 2 1.000
#> Vip_tdTpositive_cell_70 2 0.249
#> Ntsr1_tdTpos_10cell_1 2 0.000
#> Ntsr1_tdTpos_10cell_2 2 0.000
#> Ntsr1_tdTpos_10cell_3 2 0.000
#> Ntsr1_tdTpos_10cell_4 2 0.000
#> Ntsr1_tdTpos_10cell_5 2 0.000
#> Ntsr1_tdTpos_10cell_6 2 0.000
#> Ntsr1_tdTpos_10cell_7 2 0.000
#> Ntsr1_tdTpos_10cell_8 2 0.000
#> Ntsr1_tdTpos_10cell_9 2 0.000
#> Ntsr1_tdTpos_10cell_10 2 0.000
#> Ntsr1_tdTpos_100cell_1 2 0.000
#> Ntsr1_tdTpos_100cell_2 2 0.000
#> Ntsr1_tdTpos_100cell_3 2 0.000
#> CAV_LP_Ipsi_tdTpos_cell_1 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_4 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_5 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_6 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_7 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_8 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_9 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_10 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_11 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_12 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_14 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_16 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_17 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_18 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_19 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_20 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_21 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_22 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_23 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_24 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_25 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_26 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_27 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_28 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_29 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_30 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_31 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_33 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_34 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_35 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_37 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_38 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_41 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_42 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_43 1 0.000
#> CAV_VISp_Contra_tdTpos_cell_1 1 0.000
#> CAV_VISp_Contra_tdTpos_cell_2 1 0.000
#> CAV_VISp_Contra_tdTpos_cell_3 1 0.000
#> CAV_VISp_Contra_tdTpos_cell_4 1 0.000
#> CAV_VISp_Contra_tdTpos_cell_5 1 0.000
#> Rbp4_CTX_10pg_1 1 0.000
#> Rbp4_CTX_10pg_2 1 0.000
#> Rbp4_CTX_10pg_3 1 0.000
#> Rbp4_CTX_10pg_4 1 0.000
#> Rbp4_CTX_10pg_5 1 0.000
#> Rbp4_CTX_10pg_6 1 0.000
#> Rbp4_CTX_250ng_1 1 0.000
#> Rbp4_CTX_250ng_2 1 0.000
#> Trib2_CTX_250ng_1 1 0.000
get_classes(res, k = 4)
#> class p
#> Calb2_tdTpositive_cell_1 3 0.000
#> Calb2_tdTpositive_cell_2 2 1.000
#> Calb2_tdTpositive_cell_3 4 0.000
#> Calb2_tdTpositive_cell_4 3 0.000
#> Calb2_tdTpositive_cell_5 3 0.000
#> Calb2_tdTpositive_cell_6 1 0.000
#> Calb2_tdTpositive_cell_7 1 0.000
#> Calb2_tdTpositive_cell_8 1 0.000
#> Calb2_tdTpositive_cell_9 4 0.000
#> Calb2_tdTpositive_cell_10 1 0.000
#> Calb2_tdTpositive_cell_11 3 0.000
#> Calb2_tdTpositive_cell_12 1 1.000
#> Calb2_tdTpositive_cell_13 3 0.000
#> Calb2_tdTpositive_cell_14 1 0.000
#> Calb2_tdTpositive_cell_15 3 0.000
#> Calb2_tdTpositive_cell_16 3 0.000
#> Calb2_tdTpositive_cell_17 3 0.000
#> Calb2_tdTpositive_cell_18 2 1.000
#> Calb2_tdTpositive_cell_19 2 1.000
#> Calb2_tdTpositive_cell_20 3 0.751
#> Calb2_tdTpositive_cell_21 3 1.000
#> Calb2_tdTpositive_cell_22 3 0.000
#> Calb2_tdTpositive_cell_23 4 0.000
#> Calb2_tdTpositive_cell_24 2 1.000
#> Calb2_tdTpositive_cell_25 2 1.000
#> Calb2_tdTpositive_cell_26 2 1.000
#> Calb2_tdTpositive_cell_27 2 0.000
#> Calb2_tdTpositive_cell_28 2 0.000
#> Calb2_tdTpositive_cell_29 3 0.751
#> Calb2_tdTpositive_cell_30 4 0.000
#> Calb2_tdTpositive_cell_31 4 0.000
#> Calb2_tdTpositive_cell_32 4 0.000
#> Calb2_tdTpositive_cell_33 4 0.000
#> Calb2_tdTpositive_cell_34 3 0.000
#> Calb2_tdTpositive_cell_35 2 0.502
#> Calb2_tdTpositive_cell_36 2 1.000
#> Calb2_tdTpositive_cell_37 3 0.000
#> Calb2_tdTpositive_cell_38 3 0.000
#> Calb2_tdTpositive_cell_39 4 0.000
#> Calb2_tdTpositive_cell_40 2 1.000
#> Calb2_tdTpositive_cell_41 3 0.000
#> Calb2_tdTpositive_cell_42 4 1.000
#> Calb2_tdTpositive_cell_43 3 0.249
#> Calb2_tdTpositive_cell_44 3 0.000
#> Calb2_tdTpositive_cell_45 4 0.000
#> Calb2_tdTpositive_cell_46 2 0.000
#> Calb2_tdTpositive_cell_47 4 0.000
#> Calb2_tdTpositive_cell_48 2 0.000
#> Calb2_tdTpositive_cell_49 3 0.000
#> Calb2_tdTpositive_cell_50 2 0.000
#> Calb2_tdTpositive_cell_51 4 0.000
#> Calb2_tdTpositive_cell_52 3 0.000
#> Calb2_tdTpositive_cell_53 2 0.000
#> Calb2_tdTpositive_cell_54 3 0.000
#> Calb2_tdTpositive_cell_55 2 1.000
#> Calb2_tdTpositive_cell_56 2 0.747
#> Calb2_tdTpositive_cell_57 2 0.498
#> Calb2_tdTpositive_cell_58 2 0.000
#> Calb2_tdTpositive_cell_59 3 0.000
#> Calb2_tdTpositive_cell_60 2 0.751
#> Calb2_tdTpositive_cell_61 2 0.000
#> Calb2_tdTpositive_cell_62 2 1.000
#> Calb2_tdTpositive_cell_63 2 0.751
#> Calb2_tdTpositive_cell_64 2 0.751
#> Chat_tdTpositive_cell_1 2 0.249
#> Chat_tdTpositive_cell_2 3 0.000
#> Chat_tdTpositive_cell_3 3 0.000
#> Chat_tdTpositive_cell_4 2 0.751
#> Chat_tdTpositive_cell_5 3 0.000
#> Chat_tdTpositive_cell_6 2 1.000
#> Chrna2_tdTpositive_cell_1 2 0.249
#> Chrna2_tdTpositive_cell_2 2 1.000
#> Chrna2_tdTpositive_cell_3 4 0.000
#> Chrna2_tdTpositive_cell_4 3 0.000
#> Chrna2_tdTpositive_cell_5 3 1.000
#> Chrna2_tdTpositive_cell_6 3 0.000
#> Chrna2_tdTpositive_cell_7 3 0.000
#> Chrna2_tdTpositive_cell_8 2 1.000
#> Chrna2_tdTpositive_cell_9 3 0.000
#> Chrna2_tdTpositive_cell_10 3 0.000
#> Chrna2_tdTpositive_cell_11 3 0.000
#> Chrna2_tdTpositive_cell_12 3 0.000
#> Chrna2_tdTpositive_cell_13 3 0.000
#> Chrna2_tdTpositive_cell_14 3 0.000
#> Chrna2_tdTpositive_cell_15 3 0.000
#> Chrna2_tdTpositive_cell_16 3 0.000
#> Chrna2_tdTpositive_cell_17 3 0.000
#> Chrna2_tdTpositive_cell_18 4 0.000
#> Chrna2_tdTpositive_cell_19 3 0.000
#> Chrna2_tdTpositive_cell_20 3 0.000
#> Chrna2_tdTpositive_cell_21 3 0.000
#> Chrna2_tdTpositive_cell_22 1 0.000
#> Chrna2_tdTpositive_cell_23 3 0.000
#> Chrna2_tdTpositive_cell_24 1 0.000
#> Chrna2_tdTpositive_cell_25 3 0.000
#> Chrna2_tdTpositive_cell_26 3 0.000
#> Chrna2_tdTpositive_cell_27 3 0.000
#> Chrna2_tdTpositive_cell_28 3 0.000
#> Chrna2_tdTpositive_cell_29 3 0.000
#> Chrna2_tdTpositive_cell_30 3 0.000
#> Chrna2_tdTpositive_cell_31 2 1.000
#> Chrna2_tdTpositive_cell_32 2 1.000
#> Chrna2_tdTpositive_cell_33 3 0.000
#> Chrna2_tdTpositive_cell_34 3 0.000
#> Chrna2_tdTpositive_cell_35 3 0.000
#> Chrna2_tdTpositive_cell_36 3 0.000
#> Chrna2_tdTpositive_cell_37 3 0.000
#> Chrna2_tdTpositive_cell_38 4 0.000
#> Chrna2_tdTpositive_cell_39 3 0.000
#> Chrna2_tdTpositive_cell_40 3 0.000
#> Chrna2_tdTpositive_cell_41 2 1.000
#> Chrna2_tdTpositive_cell_42 3 0.000
#> Chrna2_tdTpositive_cell_43 3 0.000
#> Chrna2_tdTpositive_cell_44 3 0.000
#> Chrna2_tdTpositive_cell_45 3 0.000
#> Chrna2_tdTpositive_cell_46 3 0.000
#> Chrna2_tdTpositive_cell_47 3 0.000
#> Chrna2_tdTpositive_cell_48 3 0.000
#> Chrna2_tdTpositive_cell_49 3 0.000
#> Chrna2_tdTpositive_cell_50 3 1.000
#> Chrna2_tdTpositive_cell_51 1 0.000
#> Chrna2_tdTpositive_cell_52 3 0.000
#> Chrna2_tdTpositive_cell_53 3 0.000
#> Chrna2_tdTpositive_cell_54 3 0.000
#> Chrna2_tdTpositive_cell_55 3 0.000
#> Chrna2_tdTpositive_cell_56 3 0.000
#> Chrna2_tdTpositive_cell_57 3 0.000
#> Chrna2_tdTpositive_cell_58 1 1.000
#> Chrna2_tdTpositive_cell_59 3 0.000
#> Chrna2_tdTpositive_cell_60 3 0.000
#> Chrna2_tdTpositive_cell_61 3 1.000
#> Chrna2_tdTpositive_cell_62 3 0.000
#> Chrna2_tdTpositive_cell_63 1 1.000
#> Chrna2_tdTpositive_cell_64 3 0.000
#> Chrna2_tdTpositive_cell_65 3 0.000
#> Chrna2_tdTpositive_cell_66 3 0.000
#> Chrna2_tdTpositive_cell_67 1 0.000
#> Chrna2_tdTpositive_cell_68 1 0.000
#> Chrna2_tdTpositive_cell_69 4 0.000
#> Chrna2_tdTpositive_cell_70 3 0.000
#> Chrna2_tdTpositive_cell_71 2 1.000
#> Chrna2_tdTpositive_cell_72 4 0.000
#> Chrna2_tdTpositive_cell_73 1 0.000
#> Chrna2_tdTpositive_cell_74 1 0.000
#> Chrna2_tdTpositive_cell_75 4 0.000
#> Chrna2_tdTpositive_cell_76 3 0.000
#> Chrna2_tdTpositive_cell_77 3 0.000
#> Chrna2_tdTpositive_cell_78 3 0.000
#> Chrna2_tdTpositive_cell_79 3 0.000
#> Chrna2_tdTpositive_cell_80 3 0.000
#> Chrna2_tdTpositive_cell_81 3 0.000
#> Chrna2_tdTpositive_cell_82 1 0.000
#> Chrna2_tdTpositive_cell_83 3 0.000
#> Chrna2_tdTpositive_cell_84 3 0.000
#> Ctgf_tdTpositive_cell_1 2 0.000
#> Ctgf_tdTpositive_cell_2 2 0.000
#> Ctgf_tdTpositive_cell_3 2 0.000
#> Ctgf_tdTpositive_cell_4 2 0.000
#> Ctgf_tdTpositive_cell_5 2 0.000
#> Ctgf_tdTpositive_cell_6 2 0.000
#> Ctgf_tdTpositive_cell_7 2 0.000
#> Ctgf_tdTpositive_cell_8 2 0.000
#> Ctgf_tdTpositive_cell_9 2 0.000
#> Ctgf_tdTpositive_cell_10 2 0.000
#> Ctgf_tdTpositive_cell_11 4 0.000
#> Ctgf_tdTpositive_cell_12 4 0.000
#> Ctgf_tdTpositive_cell_13 4 0.000
#> Ctgf_tdTpositive_cell_14 4 0.000
#> Ctgf_tdTpositive_cell_15 4 0.000
#> Ctgf_tdTpositive_cell_16 4 0.000
#> Ctgf_tdTpositive_cell_17 4 0.000
#> Ctgf_tdTpositive_cell_18 4 0.249
#> Ctgf_tdTpositive_cell_19 4 0.000
#> Ctgf_tdTpositive_cell_20 4 0.000
#> Ctgf_tdTpositive_cell_21 4 0.000
#> Ctgf_tdTpositive_cell_22 4 0.000
#> Ctgf_tdTpositive_cell_23 4 0.000
#> Ctgf_tdTpositive_cell_24 4 0.000
#> Cux2_tdTpositive_cell_1 1 0.000
#> Cux2_tdTpositive_cell_2 1 0.000
#> Cux2_tdTpositive_cell_3 1 0.000
#> Cux2_tdTpositive_cell_4 1 0.000
#> Cux2_tdTpositive_cell_5 1 0.000
#> Cux2_tdTpositive_cell_6 1 1.000
#> Cux2_tdTpositive_cell_7 1 0.000
#> Cux2_tdTpositive_cell_8 1 0.000
#> Cux2_tdTpositive_cell_9 4 1.000
#> Cux2_tdTpositive_cell_10 4 1.000
#> Cux2_tdTpositive_cell_11 1 1.000
#> Cux2_tdTpositive_cell_12 4 0.000
#> Cux2_tdTpositive_cell_13 4 0.000
#> Cux2_tdTpositive_cell_14 4 0.000
#> Cux2_tdTpositive_cell_15 1 1.000
#> Cux2_tdTpositive_cell_16 4 0.000
#> Cux2_tdTpositive_cell_17 1 0.000
#> Cux2_tdTpositive_cell_18 4 0.000
#> Cux2_tdTpositive_cell_19 4 1.000
#> Cux2_tdTpositive_cell_20 1 0.751
#> Cux2_tdTpositive_cell_21 4 0.000
#> Cux2_tdTpositive_cell_22 4 0.000
#> Cux2_tdTpositive_cell_23 4 0.000
#> Cux2_tdTpositive_cell_24 4 0.000
#> Cux2_tdTpositive_cell_25 1 1.000
#> Cux2_tdTpositive_cell_26 1 0.000
#> Cux2_tdTpositive_cell_27 1 1.000
#> Cux2_tdTpositive_cell_28 1 1.000
#> Cux2_tdTpositive_cell_29 4 0.000
#> Cux2_tdTpositive_cell_30 4 1.000
#> Cux2_tdTpositive_cell_31 4 0.000
#> Cux2_tdTpositive_cell_32 4 0.000
#> Cux2_tdTpositive_cell_33 4 0.000
#> Cux2_tdTpositive_cell_34 1 1.000
#> Cux2_tdTpositive_cell_35 4 0.000
#> Cux2_tdTpositive_cell_36 4 1.000
#> Cux2_tdTpositive_cell_37 1 1.000
#> Cux2_tdTpositive_cell_38 1 0.000
#> Cux2_tdTpositive_cell_39 4 0.751
#> Cux2_tdTpositive_cell_40 4 0.502
#> Cux2_tdTpositive_cell_41 1 0.000
#> Cux2_tdTpositive_cell_42 4 0.000
#> Cux2_tdTpositive_cell_43 4 0.000
#> Cux2_tdTpositive_cell_44 1 0.000
#> Cux2_tdTpositive_cell_45 1 1.000
#> Cux2_tdTpositive_cell_46 1 0.000
#> Cux2_tdTpositive_cell_47 1 0.000
#> Cux2_tdTpositive_cell_48 4 0.000
#> Cux2_tdTpositive_cell_49 1 1.000
#> Cux2_tdTpositive_cell_50 4 0.000
#> Cux2_tdTpositive_cell_51 4 0.000
#> Cux2_tdTpositive_cell_52 4 0.000
#> Cux2_tdTpositive_cell_53 4 0.000
#> Cux2_tdTpositive_cell_54 4 0.000
#> Cux2_tdTpositive_cell_55 4 0.000
#> Cux2_tdTpositive_cell_56 4 0.000
#> Cux2_tdTpositive_cell_57 1 1.000
#> Cux2_tdTpositive_cell_58 4 0.000
#> Cux2_tdTpositive_cell_59 4 0.000
#> Cux2_tdTpositive_cell_60 1 1.000
#> Cux2_tdTpositive_cell_61 4 0.000
#> Cux2_tdTpositive_cell_62 1 0.751
#> Cux2_tdTpositive_cell_63 3 0.000
#> Cux2_tdTpositive_cell_64 4 0.000
#> Cux2_tdTpositive_cell_65 4 1.000
#> Cux2_tdTpositive_cell_66 4 0.000
#> Cux2_tdTpositive_cell_67 4 0.000
#> Cux2_tdTpositive_cell_68 4 1.000
#> Cux2_tdTpositive_cell_69 4 0.000
#> Cux2_tdTpositive_cell_70 4 0.000
#> Cux2_tdTpositive_cell_71 4 0.000
#> Cux2_tdTpositive_cell_72 3 0.000
#> Cux2_tdTpositive_cell_73 4 0.747
#> Cux2_tdTpositive_cell_74 2 1.000
#> Cux2_tdTpositive_cell_75 4 0.000
#> Cux2_tdTpositive_cell_76 4 0.000
#> Cux2_tdTpositive_cell_77 4 0.000
#> Cux2_tdTpositive_cell_78 4 0.000
#> Cux2_tdTpositive_cell_79 4 0.000
#> Cux2_tdTpositive_cell_80 4 0.000
#> Cux2_tdTpositive_cell_81 4 0.000
#> Cux2_tdTpositive_cell_82 4 0.000
#> Cux2_tdTpositive_cell_83 4 0.000
#> Cux2_tdTpositive_cell_84 4 0.000
#> Cux2_tdTpositive_cell_85 4 0.000
#> Cux2_tdTpositive_cell_86 2 1.000
#> Cux2_tdTpositive_cell_87 3 0.000
#> Cux2_tdTpositive_cell_88 4 0.000
#> Cux2_tdTpositive_cell_89 4 0.000
#> Cux2_tdTpositive_cell_90 4 0.000
#> Cux2_tdTpositive_cell_91 4 0.000
#> Cux2_tdTpositive_cell_92 1 0.000
#> Cux2_tdTpositive_cell_93 4 1.000
#> Cux2_tdTpositive_cell_94 4 0.498
#> Cux2_tdTpositive_cell_95 4 0.000
#> Cux2_tdTpositive_cell_96 4 0.000
#> Cux2_tdTpositive_cell_97 4 0.000
#> Cux2_tdTpositive_cell_98 3 0.000
#> Cux2_tdTpositive_cell_99 4 0.000
#> Cux2_tdTpositive_cell_100 4 0.000
#> Cux2_tdTpositive_cell_101 4 0.000
#> Cux2_tdTpositive_cell_102 4 0.000
#> Cux2_tdTpositive_cell_103 4 0.000
#> Cux2_tdTpositive_cell_104 4 0.000
#> Cux2_tdTpositive_cell_105 4 0.000
#> Cux2_tdTpositive_cell_106 4 0.000
#> Cux2_tdTpositive_cell_107 4 0.000
#> Cux2_tdTpositive_cell_108 4 0.000
#> Cux2_tdTpositive_cell_109 4 0.000
#> Cux2_tdTpositive_cell_110 4 0.000
#> Cux2_tdTpositive_cell_111 4 0.000
#> Cux2_tdTpositive_cell_112 4 0.000
#> Cux2_tdTpositive_cell_113 4 0.000
#> Cux2_tdTpositive_cell_114 4 0.000
#> Cux2_tdTpositive_cell_115 1 0.000
#> Cux2_tdTpositive_cell_116 1 0.000
#> Cux2_tdTpositive_cell_117 1 0.000
#> Cux2_tdTpositive_cell_118 1 0.000
#> Cux2_tdTpositive_cell_119 1 0.000
#> Cux2_tdTpositive_cell_120 1 0.000
#> Cux2_tdTpositive_cell_121 1 0.000
#> Cux2_tdTpositive_cell_122 4 0.000
#> Cux2_tdTpositive_cell_123 4 0.000
#> Cux2_tdTpositive_cell_124 4 0.000
#> Cux2_tdTnegative_cell_1 3 1.000
#> Cux2_tdTnegative_cell_2 2 0.000
#> Cux2_tdTnegative_cell_3 2 0.000
#> Cux2_tdTnegative_cell_4 2 0.000
#> Cux2_tdTnegative_cell_5 2 0.000
#> Cux2_tdTnegative_cell_6 2 0.000
#> Cux2_tdTnegative_cell_7 2 0.000
#> Cux2_tdTnegative_cell_8 4 0.000
#> Cux2_tdTnegative_cell_9 3 0.000
#> Cux2_tdTnegative_cell_10 2 0.000
#> Cux2_tdTnegative_cell_11 2 0.000
#> Cux2_tdTnegative_cell_12 2 0.000
#> Cux2_tdTnegative_cell_13 2 0.000
#> Cux2_tdTnegative_cell_14 1 0.000
#> Cux2_tdTnegative_cell_15 2 0.000
#> Cux2_tdTnegative_cell_16 4 0.000
#> Gad2_tdTpositive_cell_1 3 0.000
#> Gad2_tdTpositive_cell_2 3 0.000
#> Gad2_tdTpositive_cell_3 3 0.000
#> Gad2_tdTpositive_cell_4 3 0.000
#> Gad2_tdTpositive_cell_5 3 0.000
#> Gad2_tdTpositive_cell_6 3 0.000
#> Gad2_tdTpositive_cell_7 3 0.000
#> Gad2_tdTpositive_cell_8 3 0.000
#> Gad2_tdTpositive_cell_9 3 0.000
#> Gad2_tdTpositive_cell_10 3 0.000
#> Gad2_tdTpositive_cell_11 3 0.000
#> Gad2_tdTpositive_cell_12 2 0.000
#> Gad2_tdTpositive_cell_13 3 0.000
#> Gad2_tdTpositive_cell_14 2 1.000
#> Gad2_tdTpositive_cell_15 2 1.000
#> Gad2_tdTpositive_cell_16 2 0.000
#> Gad2_tdTpositive_cell_17 3 0.000
#> Gad2_tdTpositive_cell_18 3 0.498
#> Gad2_tdTpositive_cell_19 3 0.000
#> Gad2_tdTpositive_cell_20 3 0.000
#> Gad2_tdTpositive_cell_21 3 0.000
#> Gad2_tdTpositive_cell_22 3 0.000
#> Gad2_tdTpositive_cell_23 3 0.000
#> Gad2_tdTpositive_cell_24 2 0.000
#> Gad2_tdTpositive_cell_25 3 0.000
#> Gad2_tdTpositive_cell_26 3 0.249
#> Gad2_tdTpositive_cell_27 3 0.000
#> Gad2_tdTpositive_cell_28 3 0.000
#> Gad2_tdTpositive_cell_29 2 1.000
#> Gad2_tdTpositive_cell_30 2 0.000
#> Gad2_tdTpositive_cell_31 3 0.000
#> Gad2_tdTpositive_cell_32 3 0.000
#> Gad2_tdTpositive_cell_33 2 0.751
#> Gad2_tdTpositive_cell_34 3 0.000
#> Gad2_tdTpositive_cell_35 3 0.000
#> Gad2_tdTpositive_cell_36 3 0.000
#> Gad2_tdTpositive_cell_37 3 0.000
#> Gad2_tdTpositive_cell_38 3 1.000
#> Gad2_tdTpositive_cell_39 2 0.000
#> Gad2_tdTpositive_cell_40 2 1.000
#> Gad2_tdTpositive_cell_41 2 0.000
#> Gad2_tdTpositive_cell_42 4 0.000
#> Gad2_tdTpositive_cell_43 3 0.000
#> Gad2_tdTpositive_cell_44 2 0.000
#> Gad2_tdTpositive_cell_45 2 1.000
#> Gad2_tdTpositive_cell_46 2 0.249
#> Gad2_tdTpositive_cell_47 3 0.000
#> Gad2_tdTpositive_cell_48 3 0.000
#> Gad2_tdTpositive_cell_49 3 0.000
#> Gad2_tdTpositive_cell_50 4 0.000
#> Gad2_tdTpositive_cell_51 4 0.000
#> Gad2_tdTpositive_cell_52 2 0.751
#> Gad2_tdTpositive_cell_53 2 0.498
#> Gad2_tdTpositive_cell_54 2 0.502
#> Gad2_tdTpositive_cell_55 3 0.000
#> Gad2_tdTpositive_cell_56 3 0.000
#> Gad2_tdTpositive_cell_57 3 0.000
#> Gad2_tdTpositive_cell_58 3 1.000
#> Gad2_tdTpositive_cell_59 3 0.747
#> Gad2_tdTpositive_cell_60 3 0.000
#> Gad2_tdTpositive_cell_61 3 0.000
#> Gad2_tdTpositive_cell_62 3 0.000
#> Gad2_tdTpositive_cell_63 3 0.000
#> Gad2_tdTpositive_cell_64 3 0.000
#> Gad2_tdTpositive_cell_65 3 0.000
#> Gad2_tdTpositive_cell_66 4 0.000
#> Gad2_tdTpositive_cell_67 3 0.000
#> Gad2_tdTpositive_cell_68 3 0.000
#> Gad2_tdTpositive_cell_69 2 0.502
#> Gad2_tdTpositive_cell_70 3 0.000
#> Gad2_tdTpositive_cell_71 3 0.000
#> Gad2_tdTpositive_cell_72 3 0.000
#> Gad2_tdTpositive_cell_73 3 0.000
#> Gad2_tdTpositive_cell_74 3 0.000
#> Gad2_tdTpositive_cell_75 3 0.000
#> Gad2_tdTpositive_cell_76 3 0.000
#> Gad2_tdTpositive_cell_77 2 0.000
#> Gad2_tdTpositive_cell_78 2 0.000
#> Gad2_tdTpositive_cell_79 2 0.000
#> Gad2_tdTpositive_cell_80 2 0.498
#> Htr3a_tdTpositive_cell_1 3 0.000
#> Htr3a_tdTpositive_cell_2 3 0.000
#> Htr3a_tdTpositive_cell_3 3 0.000
#> Htr3a_tdTpositive_cell_4 3 0.000
#> Htr3a_tdTpositive_cell_5 3 0.000
#> Htr3a_tdTpositive_cell_6 3 0.000
#> Htr3a_tdTpositive_cell_7 3 0.000
#> Htr3a_tdTpositive_cell_8 3 0.000
#> Htr3a_tdTpositive_cell_9 3 0.000
#> Htr3a_tdTpositive_cell_10 3 0.000
#> Htr3a_tdTpositive_cell_11 3 0.000
#> Htr3a_tdTpositive_cell_12 3 0.000
#> Htr3a_tdTpositive_cell_13 2 1.000
#> Htr3a_tdTpositive_cell_14 3 1.000
#> Htr3a_tdTpositive_cell_15 3 0.000
#> Htr3a_tdTpositive_cell_16 3 0.000
#> Htr3a_tdTpositive_cell_17 3 0.000
#> Htr3a_tdTpositive_cell_18 3 0.000
#> Htr3a_tdTpositive_cell_19 3 0.000
#> Htr3a_tdTpositive_cell_20 2 1.000
#> Htr3a_tdTpositive_cell_21 2 1.000
#> Htr3a_tdTpositive_cell_22 3 0.000
#> Htr3a_tdTpositive_cell_23 3 0.000
#> Htr3a_tdTpositive_cell_24 3 0.000
#> Htr3a_tdTpositive_cell_25 3 0.000
#> Htr3a_tdTpositive_cell_26 3 0.000
#> Htr3a_tdTpositive_cell_27 2 1.000
#> Htr3a_tdTpositive_cell_28 3 0.000
#> Htr3a_tdTpositive_cell_29 2 0.751
#> Htr3a_tdTpositive_cell_30 3 0.000
#> Htr3a_tdTpositive_cell_31 3 0.751
#> Htr3a_tdTpositive_cell_32 3 0.000
#> Htr3a_tdTpositive_cell_33 3 0.000
#> Htr3a_tdTpositive_cell_34 3 0.502
#> Htr3a_tdTpositive_cell_35 3 1.000
#> Htr3a_tdTpositive_cell_36 3 0.000
#> Htr3a_tdTpositive_cell_37 3 0.000
#> Htr3a_tdTpositive_cell_38 3 0.000
#> Htr3a_tdTpositive_cell_39 2 1.000
#> Htr3a_tdTpositive_cell_40 3 0.751
#> Htr3a_tdTpositive_cell_41 3 0.000
#> Htr3a_tdTpositive_cell_42 3 0.000
#> Htr3a_tdTpositive_cell_43 3 0.000
#> Htr3a_tdTpositive_cell_44 3 0.000
#> Htr3a_tdTpositive_cell_45 3 0.000
#> Htr3a_tdTpositive_cell_46 3 0.000
#> Htr3a_tdTpositive_cell_47 3 0.000
#> Htr3a_tdTpositive_cell_48 2 1.000
#> Htr3a_tdTpositive_cell_49 3 0.000
#> Htr3a_tdTpositive_cell_50 3 0.000
#> Htr3a_tdTpositive_cell_51 3 0.000
#> Htr3a_tdTpositive_cell_52 3 0.000
#> Htr3a_tdTpositive_cell_53 3 0.000
#> Htr3a_tdTpositive_cell_54 3 0.000
#> Htr3a_tdTpositive_cell_55 2 1.000
#> Htr3a_tdTpositive_cell_56 2 0.000
#> Htr3a_tdTpositive_cell_57 2 1.000
#> Htr3a_tdTpositive_cell_58 3 0.000
#> Htr3a_tdTpositive_cell_59 2 1.000
#> Htr3a_tdTpositive_cell_60 3 0.000
#> Htr3a_tdTpositive_cell_61 3 0.000
#> Htr3a_tdTpositive_cell_62 3 0.000
#> Htr3a_tdTpositive_cell_63 3 0.000
#> Htr3a_tdTpositive_cell_64 3 0.000
#> Htr3a_tdTpositive_cell_65 3 0.498
#> Htr3a_tdTpositive_cell_66 2 1.000
#> Htr3a_tdTpositive_cell_67 3 0.000
#> Htr3a_tdTpositive_cell_68 3 0.000
#> Htr3a_tdTpositive_cell_69 3 0.000
#> Htr3a_tdTpositive_cell_70 3 0.000
#> Htr3a_tdTpositive_cell_71 2 0.249
#> Htr3a_tdTpositive_cell_72 1 0.000
#> Htr3a_tdTpositive_cell_73 3 0.000
#> Htr3a_tdTpositive_cell_74 3 0.000
#> Htr3a_tdTpositive_cell_75 3 0.000
#> Htr3a_tdTpositive_cell_76 3 0.000
#> Htr3a_tdTpositive_cell_77 3 0.000
#> Htr3a_tdTpositive_cell_78 3 0.000
#> Htr3a_tdTpositive_cell_79 1 0.747
#> Htr3a_tdTpositive_cell_80 3 0.000
#> Htr3a_tdTpositive_cell_81 2 1.000
#> Htr3a_tdTpositive_cell_82 3 0.000
#> Htr3a_tdTpositive_cell_83 3 0.000
#> Htr3a_tdTpositive_cell_84 3 0.000
#> Htr3a_tdTpositive_cell_85 3 0.000
#> Htr3a_tdTpositive_cell_86 1 0.000
#> Htr3a_tdTpositive_cell_87 3 0.000
#> Htr3a_tdTpositive_cell_88 3 0.000
#> Htr3a_tdTpositive_cell_89 3 0.000
#> Htr3a_tdTpositive_cell_90 3 0.000
#> Htr3a_tdTpositive_cell_91 3 0.000
#> Htr3a_tdTpositive_cell_92 2 0.249
#> Htr3a_tdTpositive_cell_93 1 0.000
#> Htr3a_tdTpositive_cell_94 3 0.000
#> Htr3a_tdTpositive_cell_95 2 1.000
#> Htr3a_tdTpositive_cell_96 1 0.000
#> Htr3a_tdTpositive_cell_97 1 0.249
#> Htr3a_tdTpositive_cell_98 1 0.000
#> Htr3a_tdTpositive_cell_99 1 0.502
#> Htr3a_tdTpositive_cell_100 1 0.000
#> Htr3a_tdTpositive_cell_101 4 0.000
#> Htr3a_tdTpositive_cell_102 3 0.000
#> Htr3a_tdTpositive_cell_103 3 0.000
#> Htr3a_tdTpositive_cell_104 2 0.000
#> Htr3a_tdTpositive_cell_105 1 0.000
#> Htr3a_tdTpositive_cell_106 1 0.000
#> Htr3a_tdTpositive_cell_107 1 0.000
#> Htr3a_tdTpositive_cell_108 4 0.000
#> Htr3a_tdTpositive_cell_109 4 0.000
#> Htr3a_tdTpositive_cell_110 1 0.000
#> Htr3a_tdTpositive_cell_111 1 0.000
#> Htr3a_tdTpositive_cell_112 3 0.000
#> Htr3a_tdTpositive_cell_113 1 0.000
#> Htr3a_tdTpositive_cell_114 1 0.000
#> Htr3a_tdTpositive_cell_115 3 0.000
#> Htr3a_tdTpositive_cell_116 4 0.000
#> Htr3a_tdTpositive_cell_117 4 1.000
#> Htr3a_tdTpositive_cell_118 3 0.000
#> Htr3a_tdTpositive_cell_119 3 0.000
#> Htr3a_tdTpositive_cell_120 1 0.000
#> Htr3a_tdTpositive_cell_121 1 0.000
#> Htr3a_tdTpositive_cell_122 3 0.000
#> Htr3a_tdTpositive_cell_123 1 0.000
#> Ndnf_tdTpositive_cell_1 2 0.000
#> Ndnf_tdTpositive_cell_2 1 0.249
#> Ndnf_tdTpositive_cell_3 2 0.000
#> Ndnf_tdTpositive_cell_4 2 0.000
#> Ndnf_tdTpositive_cell_5 2 0.000
#> Ndnf_tdTpositive_cell_6 2 0.000
#> Ndnf_tdTpositive_cell_7 2 0.000
#> Ndnf_tdTpositive_cell_8 2 0.000
#> Ndnf_tdTpositive_cell_9 2 0.000
#> Ndnf_tdTpositive_cell_10 2 0.000
#> Ndnf_tdTpositive_cell_11 2 0.000
#> Ndnf_tdTpositive_cell_12 2 0.000
#> Ndnf_tdTpositive_cell_13 3 0.000
#> Ndnf_tdTpositive_cell_14 3 0.000
#> Ndnf_tdTpositive_cell_15 3 0.000
#> Ndnf_tdTpositive_cell_16 3 0.000
#> Ndnf_tdTpositive_cell_17 3 0.000
#> Ndnf_tdTpositive_cell_18 3 0.000
#> Ndnf_tdTpositive_cell_19 3 0.000
#> Ndnf_tdTpositive_cell_20 2 0.000
#> Ndnf_tdTpositive_cell_21 2 0.000
#> Ndnf_tdTnegative_cell_1 2 0.000
#> Ndnf_tdTnegative_cell_2 3 0.249
#> Ndnf_tdTnegative_cell_3 4 1.000
#> Ndnf_tdTnegative_cell_4 2 0.000
#> Ndnf_tdTnegative_cell_5 2 0.000
#> Ndnf_tdTnegative_cell_6 2 0.000
#> Ndnf_tdTnegative_cell_7 2 0.000
#> Ndnf_tdTnegative_cell_8 4 1.000
#> Ndnf_tdTnegative_cell_9 4 0.000
#> Ndnf_tdTnegative_cell_10 2 0.000
#> Ndnf_tdTnegative_cell_11 2 0.000
#> Ndnf_tdTnegative_cell_12 3 0.000
#> Nkx2-1_tdTpositive_cell_1 3 0.000
#> Nkx2-1_tdTpositive_cell_2 3 0.000
#> Nkx2-1_tdTpositive_cell_3 3 0.000
#> Nkx2-1_tdTpositive_cell_4 3 0.000
#> Nkx2-1_tdTpositive_cell_5 3 0.000
#> Nkx2-1_tdTpositive_cell_6 3 0.000
#> Nkx2-1_tdTpositive_cell_7 3 0.000
#> Nkx2-1_tdTpositive_cell_8 3 0.000
#> Nkx2-1_tdTpositive_cell_9 3 0.000
#> Nkx2-1_tdTpositive_cell_10 3 0.000
#> Nkx2-1_tdTpositive_cell_11 3 0.000
#> Nkx2-1_tdTpositive_cell_12 3 0.000
#> Nkx2-1_tdTpositive_cell_13 3 0.000
#> Nkx2-1_tdTpositive_cell_14 3 0.000
#> Nkx2-1_tdTpositive_cell_15 3 0.000
#> Nkx2-1_tdTpositive_cell_16 3 0.000
#> Nkx2-1_tdTpositive_cell_17 3 0.000
#> Nkx2-1_tdTpositive_cell_18 3 0.000
#> Nkx2-1_tdTpositive_cell_19 3 0.000
#> Nkx2-1_tdTpositive_cell_20 3 0.000
#> Nkx2-1_tdTpositive_cell_21 2 1.000
#> Nkx2-1_tdTpositive_cell_22 2 1.000
#> Nkx2-1_tdTpositive_cell_23 2 0.000
#> Nos1_tdTpositive_cell_1 2 0.000
#> Nos1_tdTpositive_cell_2 3 0.000
#> Nos1_tdTpositive_cell_3 3 1.000
#> Nos1_tdTpositive_cell_4 3 0.000
#> Nos1_tdTpositive_cell_5 3 0.000
#> Nos1_tdTpositive_cell_6 3 0.000
#> Nos1_tdTpositive_cell_7 3 1.000
#> Nos1_tdTpositive_cell_8 3 0.000
#> Nos1_tdTpositive_cell_9 3 0.000
#> Nos1_tdTpositive_cell_10 3 0.000
#> Nos1_tdTpositive_cell_11 3 0.000
#> Nos1_tdTpositive_cell_12 3 0.000
#> Nos1_tdTpositive_cell_13 3 0.000
#> Nos1_tdTpositive_cell_14 3 1.000
#> Nos1_tdTpositive_cell_15 3 1.000
#> Nos1_tdTpositive_cell_16 3 1.000
#> Nos1_tdTpositive_cell_17 3 0.000
#> Nos1_tdTpositive_cell_18 3 0.000
#> Nos1_tdTpositive_cell_19 3 0.000
#> Nos1_tdTpositive_cell_20 3 0.000
#> Nos1_tdTpositive_cell_21 3 0.000
#> Nos1_tdTpositive_cell_22 3 0.000
#> Nos1_tdTpositive_cell_23 1 0.502
#> Nos1_tdTpositive_cell_24 3 0.000
#> Nos1_tdTpositive_cell_25 3 0.000
#> Nos1_tdTpositive_cell_26 1 0.000
#> Nos1_tdTpositive_cell_27 1 0.502
#> Nos1_tdTpositive_cell_28 4 0.000
#> Nos1_tdTpositive_cell_29 3 0.000
#> Nos1_tdTpositive_cell_30 1 0.000
#> Nos1_tdTpositive_cell_31 3 0.000
#> Nos1_tdTpositive_cell_32 3 0.000
#> Nos1_tdTpositive_cell_33 4 0.253
#> Nos1_tdTpositive_cell_34 4 0.000
#> Nos1_tdTpositive_cell_35 3 0.000
#> Nos1_tdTpositive_cell_36 3 0.000
#> Nos1_tdTpositive_cell_37 1 0.000
#> Nos1_tdTpositive_cell_38 1 0.000
#> Nos1_tdTpositive_cell_39 3 0.000
#> Nos1_tdTpositive_cell_40 3 0.000
#> Nos1_tdTpositive_cell_41 3 0.000
#> Nos1_tdTpositive_cell_42 4 0.000
#> Nos1_tdTpositive_cell_43 4 1.000
#> Nos1_tdTpositive_cell_44 3 0.000
#> Nos1_tdTpositive_cell_45 3 0.000
#> Nos1_tdTpositive_cell_46 1 0.249
#> Nos1_tdTpositive_cell_47 3 0.000
#> Nos1_tdTpositive_cell_48 3 0.000
#> Nos1_tdTpositive_cell_49 1 0.498
#> Nos1_tdTpositive_cell_50 3 0.000
#> Nos1_tdTpositive_cell_51 1 0.000
#> Nos1_tdTpositive_cell_52 3 0.000
#> Nos1_tdTpositive_cell_53 3 0.000
#> Nos1_tdTpositive_cell_54 2 0.000
#> Nos1_tdTpositive_cell_55 3 0.000
#> Nos1_tdTpositive_cell_56 3 0.000
#> Nos1_tdTpositive_cell_57 3 0.000
#> Nos1_tdTpositive_cell_58 3 0.000
#> Nos1_tdTpositive_cell_59 1 0.000
#> Nos1_tdTpositive_cell_60 3 0.000
#> Nos1_tdTpositive_cell_61 1 0.000
#> Nos1_tdTpositive_cell_62 3 0.000
#> Nos1_tdTpositive_cell_63 3 0.000
#> Nos1_tdTpositive_cell_64 3 0.000
#> Nos1_tdTpositive_cell_65 1 0.000
#> Nos1_tdTpositive_cell_66 2 0.000
#> Nos1_tdTpositive_cell_67 3 0.000
#> Nos1_tdTpositive_cell_68 3 0.000
#> Nos1_tdTpositive_cell_69 3 0.000
#> Nos1_tdTpositive_cell_70 3 0.000
#> Nos1_tdTpositive_cell_71 1 0.000
#> Nos1_tdTpositive_cell_72 4 0.000
#> Nos1_tdTpositive_cell_73 2 0.000
#> Nr5a1_tdTpositive_cell_1 1 0.000
#> Nr5a1_tdTpositive_cell_2 1 0.000
#> Nr5a1_tdTpositive_cell_3 1 0.000
#> Nr5a1_tdTpositive_cell_4 1 0.000
#> Nr5a1_tdTpositive_cell_5 1 0.000
#> Nr5a1_tdTpositive_cell_6 4 0.000
#> Nr5a1_tdTpositive_cell_7 4 0.000
#> Nr5a1_tdTpositive_cell_8 1 0.000
#> Nr5a1_tdTpositive_cell_9 4 0.000
#> Nr5a1_tdTpositive_cell_10 4 0.000
#> Nr5a1_tdTpositive_cell_11 4 0.000
#> Nr5a1_tdTpositive_cell_12 4 0.000
#> Nr5a1_tdTpositive_cell_13 4 0.000
#> Nr5a1_tdTpositive_cell_14 4 0.253
#> Nr5a1_tdTpositive_cell_15 4 0.000
#> Nr5a1_tdTpositive_cell_16 4 0.000
#> Nr5a1_tdTpositive_cell_17 1 0.000
#> Nr5a1_tdTpositive_cell_18 4 0.502
#> Nr5a1_tdTpositive_cell_19 4 0.000
#> Nr5a1_tdTpositive_cell_20 4 0.751
#> Nr5a1_tdTpositive_cell_21 4 1.000
#> Nr5a1_tdTpositive_cell_22 4 0.000
#> Nr5a1_tdTpositive_cell_23 4 0.000
#> Nr5a1_tdTpositive_cell_24 4 0.000
#> Nr5a1_tdTpositive_cell_25 4 0.000
#> Nr5a1_tdTpositive_cell_26 4 0.000
#> Nr5a1_tdTpositive_cell_27 4 0.000
#> Nr5a1_tdTpositive_cell_28 4 0.000
#> Nr5a1_tdTpositive_cell_29 4 0.000
#> Nr5a1_tdTpositive_cell_30 1 0.000
#> Nr5a1_tdTpositive_cell_31 1 1.000
#> Nr5a1_tdTpositive_cell_32 4 0.000
#> Nr5a1_tdTpositive_cell_33 4 0.000
#> Nr5a1_tdTpositive_cell_34 4 0.000
#> Nr5a1_tdTpositive_cell_35 4 1.000
#> Nr5a1_tdTpositive_cell_36 4 0.000
#> Nr5a1_tdTpositive_cell_37 1 0.000
#> Nr5a1_tdTpositive_cell_38 1 0.000
#> Nr5a1_tdTpositive_cell_39 1 0.000
#> Nr5a1_tdTpositive_cell_40 1 1.000
#> Nr5a1_tdTpositive_cell_41 1 0.000
#> Nr5a1_tdTpositive_cell_42 1 0.000
#> Nr5a1_tdTpositive_cell_43 1 0.000
#> Nr5a1_tdTpositive_cell_44 1 0.000
#> Nr5a1_tdTpositive_cell_45 1 0.253
#> Nr5a1_tdTpositive_cell_46 1 0.000
#> Nr5a1_tdTpositive_cell_47 1 0.000
#> Nr5a1_tdTpositive_cell_48 1 0.000
#> Nr5a1_tdTpositive_cell_49 4 0.000
#> Nr5a1_tdTpositive_cell_50 4 0.000
#> Nr5a1_tdTpositive_cell_51 4 0.000
#> Nr5a1_tdTpositive_cell_52 4 0.000
#> Ntsr1_tdTpositive_cell_1 1 0.000
#> Ntsr1_tdTpositive_cell_2 1 0.000
#> Ntsr1_tdTpositive_cell_3 1 0.000
#> Ntsr1_tdTpositive_cell_4 1 0.000
#> Ntsr1_tdTpositive_cell_5 1 0.000
#> Ntsr1_tdTpositive_cell_6 4 0.502
#> Ntsr1_tdTpositive_cell_7 1 0.000
#> Ntsr1_tdTpositive_cell_8 1 0.000
#> Ntsr1_tdTpositive_cell_9 1 0.000
#> Ntsr1_tdTpositive_cell_10 1 0.000
#> Ntsr1_tdTpositive_cell_11 1 0.000
#> Ntsr1_tdTpositive_cell_12 1 0.502
#> Ntsr1_tdTpositive_cell_13 1 0.000
#> Ntsr1_tdTpositive_cell_14 1 0.000
#> Ntsr1_tdTpositive_cell_15 1 0.000
#> Ntsr1_tdTpositive_cell_16 1 0.253
#> Ntsr1_tdTpositive_cell_17 1 0.000
#> Ntsr1_tdTpositive_cell_18 1 0.000
#> Ntsr1_tdTpositive_cell_19 1 0.000
#> Ntsr1_tdTpositive_cell_20 3 0.498
#> Ntsr1_tdTpositive_cell_21 1 0.000
#> Ntsr1_tdTpositive_cell_22 1 1.000
#> Ntsr1_tdTpositive_cell_23 1 0.000
#> Ntsr1_tdTpositive_cell_24 1 0.000
#> Ntsr1_tdTpositive_cell_25 1 0.000
#> Ntsr1_tdTpositive_cell_26 1 0.000
#> Ntsr1_tdTpositive_cell_27 1 0.000
#> Ntsr1_tdTpositive_cell_28 4 0.249
#> Ntsr1_tdTpositive_cell_29 1 0.000
#> Ntsr1_tdTpositive_cell_30 1 0.000
#> Ntsr1_tdTpositive_cell_31 1 0.000
#> Ntsr1_tdTpositive_cell_32 1 0.000
#> Ntsr1_tdTpositive_cell_33 1 0.000
#> Ntsr1_tdTpositive_cell_34 1 0.000
#> Ntsr1_tdTpositive_cell_35 1 0.000
#> Ntsr1_tdTpositive_cell_36 1 0.000
#> Ntsr1_tdTpositive_cell_37 1 0.000
#> Ntsr1_tdTpositive_cell_38 1 1.000
#> Ntsr1_tdTpositive_cell_39 1 0.000
#> Ntsr1_tdTpositive_cell_40 1 0.000
#> Ntsr1_tdTpositive_cell_41 1 0.000
#> Ntsr1_tdTpositive_cell_42 1 0.000
#> Ntsr1_tdTpositive_cell_43 1 0.000
#> Ntsr1_tdTpositive_cell_44 1 0.000
#> Ntsr1_tdTpositive_cell_45 4 1.000
#> Ntsr1_tdTpositive_cell_46 4 0.000
#> Ntsr1_tdTpositive_cell_47 1 0.000
#> Ntsr1_tdTpositive_cell_48 1 0.000
#> Ntsr1_tdTpositive_cell_49 1 0.000
#> Ntsr1_tdTpositive_cell_50 1 0.000
#> Ntsr1_tdTpositive_cell_51 4 0.000
#> Ntsr1_tdTpositive_cell_52 1 1.000
#> Ntsr1_tdTpositive_cell_53 1 0.000
#> Ntsr1_tdTpositive_cell_54 4 0.000
#> Ntsr1_tdTpositive_cell_55 4 0.000
#> Ntsr1_tdTpositive_cell_56 4 0.000
#> Ntsr1_tdTpositive_cell_57 4 0.000
#> Ntsr1_tdTpositive_cell_58 4 0.000
#> Ntsr1_tdTpositive_cell_59 4 1.000
#> Ntsr1_tdTpositive_cell_60 1 0.000
#> Ntsr1_tdTpositive_cell_61 4 0.000
#> Ntsr1_tdTpositive_cell_62 1 1.000
#> Ntsr1_tdTpositive_cell_63 4 0.000
#> Ntsr1_tdTpositive_cell_64 4 0.000
#> Ntsr1_tdTpositive_cell_65 4 0.000
#> Ntsr1_tdTpositive_cell_66 4 0.000
#> Ntsr1_tdTpositive_cell_67 4 1.000
#> Ntsr1_tdTpositive_cell_68 4 0.000
#> Ntsr1_tdTpositive_cell_69 4 0.000
#> Ntsr1_tdTpositive_cell_70 1 1.000
#> Ntsr1_tdTpositive_cell_71 4 0.000
#> Ntsr1_tdTpositive_cell_72 4 1.000
#> Ntsr1_tdTpositive_cell_73 4 0.000
#> Ntsr1_tdTpositive_cell_74 4 0.000
#> Ntsr1_tdTpositive_cell_75 1 0.000
#> Ntsr1_tdTpositive_cell_76 1 0.000
#> Ntsr1_tdTpositive_cell_77 1 0.000
#> Ntsr1_tdTpositive_cell_78 2 1.000
#> Ntsr1_tdTpositive_cell_79 2 1.000
#> Ntsr1_tdTnegative_cell_1 4 0.000
#> Ntsr1_tdTnegative_cell_2 2 0.000
#> Ntsr1_tdTnegative_cell_3 2 0.000
#> Ntsr1_tdTnegative_cell_4 4 1.000
#> Ntsr1_tdTnegative_cell_5 2 0.000
#> Ntsr1_tdTnegative_cell_6 4 0.502
#> Ntsr1_tdTnegative_cell_7 4 0.000
#> Ntsr1_tdTnegative_cell_8 4 0.000
#> Ntsr1_tdTnegative_cell_9 4 0.000
#> Ntsr1_tdTnegative_cell_10 2 0.000
#> Ntsr1_tdTnegative_cell_11 2 0.000
#> Ntsr1_tdTnegative_cell_12 2 0.000
#> Ntsr1_tdTnegative_cell_13 2 0.000
#> Ntsr1_tdTnegative_cell_14 2 0.000
#> Ntsr1_tdTnegative_cell_15 4 0.000
#> Ntsr1_tdTnegative_cell_16 2 0.000
#> Ntsr1_tdTnegative_cell_17 2 0.000
#> Ntsr1_tdTnegative_cell_18 2 0.000
#> Ntsr1_tdTnegative_cell_19 2 0.000
#> Ntsr1_tdTnegative_cell_20 2 0.000
#> Ntsr1_tdTnegative_cell_21 2 0.000
#> Ntsr1_tdTnegative_cell_22 2 0.000
#> Ntsr1_tdTnegative_cell_23 2 0.000
#> Ntsr1_tdTnegative_cell_24 2 0.000
#> Ntsr1_tdTnegative_cell_25 2 0.000
#> Ntsr1_tdTnegative_cell_26 2 0.000
#> Ntsr1_tdTnegative_cell_27 2 0.000
#> Ntsr1_tdTnegative_cell_28 2 0.000
#> Ntsr1_tdTnegative_cell_29 2 0.000
#> Ntsr1_tdTnegative_cell_30 2 0.000
#> Ntsr1_tdTnegative_cell_31 4 0.000
#> Ntsr1_tdTnegative_cell_32 2 0.000
#> Ntsr1_tdTnegative_cell_33 2 0.000
#> Ntsr1_tdTnegative_cell_34 4 0.000
#> Ntsr1_tdTnegative_cell_35 4 0.000
#> Ntsr1_tdTnegative_cell_36 4 0.000
#> Ntsr1_tdTnegative_cell_37 4 0.000
#> Ntsr1_tdTnegative_cell_38 2 0.000
#> Ntsr1_tdTnegative_cell_39 2 0.000
#> Ntsr1_tdTnegative_cell_40 1 0.000
#> Ntsr1_tdTnegative_cell_41 2 0.000
#> Ntsr1_tdTnegative_cell_42 2 0.000
#> Ntsr1_tdTnegative_cell_43 1 0.000
#> Ntsr1_tdTnegative_cell_44 2 0.000
#> Ntsr1_tdTnegative_cell_45 2 0.000
#> Ntsr1_tdTnegative_cell_46 2 0.000
#> Ntsr1_tdTnegative_cell_47 1 0.000
#> Ntsr1_tdTnegative_cell_48 1 0.000
#> Ntsr1_tdTnegative_cell_49 4 0.000
#> Ntsr1_tdTnegative_cell_50 4 0.000
#> Ntsr1_tdTnegative_cell_51 4 0.000
#> Ntsr1_tdTnegative_cell_52 1 0.498
#> Ntsr1_tdTnegative_cell_53 4 1.000
#> Ntsr1_tdTnegative_cell_54 3 0.000
#> Ntsr1_tdTnegative_cell_55 3 0.000
#> Ntsr1_tdTnegative_cell_56 2 0.000
#> Ntsr1_tdTnegative_cell_57 2 0.000
#> Pvalb_tdTpositive_cell_1 3 0.000
#> Pvalb_tdTpositive_cell_2 3 0.000
#> Pvalb_tdTpositive_cell_3 3 0.000
#> Pvalb_tdTpositive_cell_4 3 0.000
#> Pvalb_tdTpositive_cell_5 3 0.000
#> Pvalb_tdTpositive_cell_6 3 0.000
#> Pvalb_tdTpositive_cell_7 3 0.000
#> Pvalb_tdTpositive_cell_8 3 0.000
#> Pvalb_tdTpositive_cell_9 3 0.000
#> Pvalb_tdTpositive_cell_10 3 0.000
#> Pvalb_tdTpositive_cell_11 3 1.000
#> Pvalb_tdTpositive_cell_12 3 0.000
#> Pvalb_tdTpositive_cell_13 3 0.000
#> Pvalb_tdTpositive_cell_14 3 0.000
#> Pvalb_tdTpositive_cell_15 2 1.000
#> Pvalb_tdTpositive_cell_16 3 0.000
#> Pvalb_tdTpositive_cell_17 3 0.000
#> Pvalb_tdTpositive_cell_18 3 0.000
#> Pvalb_tdTpositive_cell_19 3 0.000
#> Pvalb_tdTpositive_cell_20 3 0.000
#> Pvalb_tdTpositive_cell_21 3 0.000
#> Pvalb_tdTpositive_cell_22 3 0.000
#> Pvalb_tdTpositive_cell_23 3 0.000
#> Pvalb_tdTpositive_cell_24 3 0.502
#> Pvalb_tdTpositive_cell_25 3 0.000
#> Pvalb_tdTpositive_cell_26 3 0.000
#> Pvalb_tdTpositive_cell_27 3 0.000
#> Pvalb_tdTpositive_cell_28 3 0.000
#> Pvalb_tdTpositive_cell_29 3 0.000
#> Pvalb_tdTpositive_cell_30 3 0.000
#> Pvalb_tdTpositive_cell_31 2 1.000
#> Pvalb_tdTpositive_cell_32 3 0.000
#> Pvalb_tdTpositive_cell_33 3 0.000
#> Pvalb_tdTpositive_cell_34 3 0.000
#> Pvalb_tdTpositive_cell_35 3 0.000
#> Pvalb_tdTpositive_cell_36 3 0.000
#> Pvalb_tdTpositive_cell_37 3 0.000
#> Pvalb_tdTpositive_cell_38 3 0.000
#> Pvalb_tdTpositive_cell_39 3 0.000
#> Pvalb_tdTpositive_cell_40 3 0.000
#> Pvalb_tdTpositive_cell_41 3 0.000
#> Pvalb_tdTpositive_cell_42 3 0.000
#> Pvalb_tdTpositive_cell_43 3 0.000
#> Pvalb_tdTpositive_cell_44 3 0.000
#> Pvalb_tdTpositive_cell_45 3 1.000
#> Pvalb_tdTpositive_cell_46 3 0.000
#> Pvalb_tdTpositive_cell_47 3 0.000
#> Pvalb_tdTpositive_cell_48 3 0.000
#> Pvalb_tdTpositive_cell_49 3 0.000
#> Pvalb_tdTpositive_cell_50 3 0.000
#> Pvalb_tdTpositive_cell_51 3 0.000
#> Pvalb_tdTpositive_cell_52 3 0.000
#> Pvalb_tdTpositive_cell_53 3 0.000
#> Pvalb_tdTpositive_cell_54 3 0.000
#> Pvalb_tdTpositive_cell_55 3 0.000
#> Pvalb_tdTpositive_cell_56 3 0.000
#> Pvalb_tdTpositive_cell_57 3 0.000
#> Pvalb_tdTpositive_cell_58 3 0.000
#> Pvalb_tdTpositive_cell_59 3 0.000
#> Pvalb_tdTpositive_cell_60 3 0.000
#> Pvalb_tdTpositive_cell_61 3 0.000
#> Pvalb_tdTpositive_cell_62 3 0.000
#> Pvalb_tdTpositive_cell_63 3 0.000
#> Pvalb_tdTpositive_cell_64 3 0.000
#> Pvalb_tdTpositive_cell_65 3 0.000
#> Pvalb_tdTpositive_cell_66 3 0.000
#> Pvalb_tdTpositive_cell_67 3 0.000
#> Pvalb_tdTpositive_cell_68 3 0.000
#> Pvalb_tdTpositive_cell_69 3 0.000
#> Pvalb_tdTpositive_cell_70 3 0.000
#> Pvalb_tdTpositive_cell_71 3 0.000
#> Pvalb_tdTpositive_cell_72 3 0.000
#> Pvalb_tdTpositive_cell_73 3 0.000
#> Pvalb_tdTpositive_cell_74 3 0.000
#> Pvalb_tdTpositive_cell_75 3 0.000
#> Pvalb_tdTpositive_cell_76 3 0.000
#> Pvalb_tdTpositive_cell_77 3 0.000
#> Pvalb_tdTpositive_cell_78 3 0.000
#> Pvalb_tdTpositive_cell_79 3 0.000
#> Pvalb_tdTpositive_cell_80 3 0.000
#> Pvalb_tdTpositive_cell_81 2 0.000
#> Pvalb_tdTpositive_cell_82 3 0.000
#> Pvalb_tdTpositive_cell_83 3 0.000
#> Pvalb_tdTpositive_cell_84 3 0.000
#> Pvalb_tdTpositive_cell_85 3 0.000
#> Pvalb_tdTpositive_cell_86 3 0.000
#> Pvalb_tdTpositive_cell_87 3 0.000
#> Pvalb_tdTpositive_cell_88 3 0.000
#> Pvalb_tdTpositive_cell_89 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_1 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_2 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_3 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_4 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_5 3 0.249
#> PvalbD-Slc32a1_tdTpositive_cell_6 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_7 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_8 3 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_9 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_10 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_11 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_12 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_13 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_14 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_15 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_16 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_17 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_18 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_19 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_20 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_21 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_22 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_23 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_24 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_25 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_26 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_27 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_28 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_29 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_30 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_31 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_32 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_33 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_34 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_35 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_36 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_37 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_38 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_39 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_40 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_41 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_42 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_43 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_44 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_1 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_2 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_3 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_4 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_5 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_6 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_7 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_8 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_9 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_10 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_11 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_12 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_13 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_14 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_15 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_16 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_17 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_18 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_19 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_20 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_21 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_22 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_23 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_24 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_25 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_26 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_27 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_28 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_29 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_30 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_31 4 0.751
#> PvalbF-Gad2_tdTpositive_cell_32 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_33 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_34 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_35 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_36 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_37 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_38 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_39 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_40 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_41 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_42 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_43 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_44 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_45 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_46 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_47 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_48 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_49 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_50 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_51 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_52 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_53 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_54 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_55 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_56 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_57 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_58 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_59 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_60 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_61 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_62 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_63 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_64 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_65 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_66 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_67 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_68 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_69 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_70 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_71 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_72 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_73 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_74 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_75 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_76 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_77 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_78 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_79 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_80 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_81 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_82 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_83 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_84 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_85 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_86 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_87 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_88 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_89 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_90 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_91 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_92 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_93 3 0.000
#> PvalbF-Gad2_tdTpositive_cell_94 3 0.000
#> Rbp4_tdTpositive_cell_1 1 0.000
#> Rbp4_tdTpositive_cell_2 1 0.000
#> Rbp4_tdTpositive_cell_3 4 0.000
#> Rbp4_tdTpositive_cell_4 4 0.000
#> Rbp4_tdTpositive_cell_5 4 0.000
#> Rbp4_tdTpositive_cell_6 1 0.000
#> Rbp4_tdTpositive_cell_7 1 0.000
#> Rbp4_tdTpositive_cell_8 1 0.000
#> Rbp4_tdTpositive_cell_9 1 0.000
#> Rbp4_tdTpositive_cell_10 1 0.000
#> Rbp4_tdTpositive_cell_11 1 1.000
#> Rbp4_tdTpositive_cell_12 1 0.502
#> Rbp4_tdTpositive_cell_13 1 1.000
#> Rbp4_tdTpositive_cell_14 4 0.000
#> Rbp4_tdTpositive_cell_15 1 0.000
#> Rbp4_tdTpositive_cell_16 4 0.000
#> Rbp4_tdTpositive_cell_17 1 0.253
#> Rbp4_tdTpositive_cell_18 1 0.000
#> Rbp4_tdTpositive_cell_19 1 0.000
#> Rbp4_tdTpositive_cell_20 1 0.000
#> Rbp4_tdTpositive_cell_21 1 0.000
#> Rbp4_tdTpositive_cell_22 1 0.751
#> Rbp4_tdTpositive_cell_23 1 0.000
#> Rbp4_tdTpositive_cell_24 1 0.000
#> Rbp4_tdTpositive_cell_25 1 0.000
#> Rbp4_tdTpositive_cell_26 1 0.000
#> Rbp4_tdTpositive_cell_27 1 0.000
#> Rbp4_tdTpositive_cell_28 1 0.000
#> Rbp4_tdTpositive_cell_29 1 0.000
#> Rbp4_tdTpositive_cell_30 1 1.000
#> Rbp4_tdTpositive_cell_31 1 1.000
#> Rbp4_tdTpositive_cell_32 1 0.000
#> Rbp4_tdTpositive_cell_33 1 0.000
#> Rbp4_tdTpositive_cell_34 1 0.000
#> Rbp4_tdTpositive_cell_35 1 0.000
#> Rbp4_tdTpositive_cell_36 1 0.000
#> Rbp4_tdTpositive_cell_37 1 0.000
#> Rbp4_tdTpositive_cell_38 1 0.498
#> Rbp4_tdTpositive_cell_39 1 0.000
#> Rbp4_tdTpositive_cell_40 1 0.253
#> Rbp4_tdTpositive_cell_41 1 1.000
#> Rbp4_tdTpositive_cell_42 1 0.000
#> Rbp4_tdTpositive_cell_43 1 0.000
#> Rbp4_tdTpositive_cell_44 1 0.000
#> Rbp4_tdTpositive_cell_45 1 0.000
#> Rbp4_tdTpositive_cell_46 1 0.000
#> Rbp4_tdTpositive_cell_47 4 0.000
#> Rbp4_tdTpositive_cell_48 1 0.000
#> Rbp4_tdTpositive_cell_49 1 0.000
#> Rbp4_tdTpositive_cell_50 4 0.000
#> Rbp4_tdTpositive_cell_51 3 0.000
#> Rbp4_tdTpositive_cell_52 1 0.000
#> Rbp4_tdTpositive_cell_53 1 0.000
#> Rbp4_tdTpositive_cell_54 1 0.000
#> Rbp4_tdTpositive_cell_55 1 0.000
#> Rbp4_tdTpositive_cell_56 1 0.000
#> Rbp4_tdTpositive_cell_57 1 0.000
#> Rbp4_tdTpositive_cell_58 1 0.498
#> Rbp4_tdTpositive_cell_59 1 0.000
#> Rbp4_tdTpositive_cell_60 1 0.000
#> Rbp4_tdTpositive_cell_61 1 0.000
#> Rbp4_tdTpositive_cell_62 4 0.000
#> Rbp4_tdTpositive_cell_63 1 0.253
#> Rbp4_tdTpositive_cell_64 1 1.000
#> Rbp4_tdTpositive_cell_65 1 0.000
#> Rbp4_tdTpositive_cell_66 4 0.000
#> Rbp4_tdTpositive_cell_67 1 0.000
#> Rbp4_tdTpositive_cell_68 1 0.000
#> Rbp4_tdTpositive_cell_69 4 0.502
#> Rbp4_tdTpositive_cell_70 1 0.000
#> Rbp4_tdTpositive_cell_71 1 0.000
#> Rbp4_tdTpositive_cell_72 1 0.000
#> Rbp4_tdTpositive_cell_73 1 0.000
#> Rbp4_tdTpositive_cell_74 1 0.253
#> Rbp4_tdTpositive_cell_75 4 0.000
#> Rbp4_tdTpositive_cell_76 1 1.000
#> Rbp4_tdTpositive_cell_77 1 0.000
#> Rbp4_tdTpositive_cell_78 1 1.000
#> Rbp4_tdTpositive_cell_79 2 1.000
#> Rbp4_tdTpositive_cell_80 4 0.000
#> Rbp4_tdTpositive_cell_81 4 0.000
#> Rbp4_tdTpositive_cell_82 4 0.000
#> Rbp4_tdTpositive_cell_83 4 0.000
#> Rbp4_tdTpositive_cell_84 4 1.000
#> Rbp4_tdTpositive_cell_85 2 1.000
#> Rbp4_tdTpositive_cell_86 4 0.000
#> Rbp4_tdTpositive_cell_87 4 0.000
#> Rbp4_tdTpositive_cell_88 4 0.000
#> Rbp4_tdTpositive_cell_89 1 0.000
#> Rbp4_tdTpositive_cell_90 1 1.000
#> Rbp4_tdTpositive_cell_91 1 0.253
#> Rbp4_tdTpositive_cell_92 1 0.498
#> Rbp4_tdTpositive_cell_93 4 0.000
#> Rbp4_tdTpositive_cell_94 4 0.000
#> Rbp4_tdTpositive_cell_95 1 0.000
#> Rbp4_tdTpositive_cell_96 1 0.000
#> Rbp4_tdTpositive_cell_97 1 0.000
#> Rbp4_tdTpositive_cell_98 4 0.502
#> Rbp4_tdTpositive_cell_99 1 0.000
#> Rbp4_tdTpositive_cell_100 1 0.751
#> Rbp4_tdTpositive_cell_101 1 0.000
#> Rbp4_tdTpositive_cell_102 4 0.751
#> Rbp4_tdTpositive_cell_103 1 0.000
#> Rbp4_tdTpositive_cell_104 1 0.751
#> Rbp4_tdTpositive_cell_105 1 0.000
#> Rbp4_tdTpositive_cell_106 1 0.000
#> Rbp4_tdTpositive_cell_107 1 0.000
#> Rbp4_tdTpositive_cell_108 1 0.000
#> Rbp4_tdTpositive_cell_109 1 0.000
#> Rbp4_tdTpositive_cell_110 1 0.000
#> Rbp4_tdTpositive_cell_111 4 0.000
#> Rbp4_tdTpositive_cell_112 4 0.000
#> Rbp4_tdTpositive_cell_113 4 0.000
#> Rbp4_tdTpositive_cell_114 1 0.253
#> Rbp4_tdTpositive_cell_115 4 0.000
#> Rbp4_tdTpositive_cell_116 4 0.000
#> Rbp4_tdTpositive_cell_117 1 0.751
#> Rbp4_tdTpositive_cell_118 4 0.000
#> Rbp4_tdTpositive_cell_119 4 0.000
#> Rbp4_tdTpositive_cell_120 4 0.000
#> Rbp4_tdTpositive_cell_121 4 0.000
#> Rbp4_tdTpositive_cell_122 4 0.000
#> Rbp4_tdTpositive_cell_123 1 1.000
#> Rbp4_tdTpositive_cell_124 4 0.000
#> Rbp4_tdTpositive_cell_125 1 0.000
#> Rbp4_tdTpositive_cell_126 3 0.000
#> Rbp4_tdTpositive_cell_127 1 0.000
#> Rbp4_tdTpositive_cell_128 1 0.000
#> Rbp4_tdTpositive_cell_129 1 0.000
#> Rbp4_tdTpositive_cell_130 1 0.000
#> Rbp4_tdTpositive_cell_131 1 0.000
#> Rbp4_tdTpositive_cell_132 1 1.000
#> Rbp4_tdTpositive_cell_133 1 0.000
#> Rbp4_tdTpositive_cell_134 1 0.751
#> Rbp4_tdTpositive_cell_135 1 1.000
#> Rbp4_tdTpositive_cell_136 1 0.000
#> Rbp4_tdTpositive_cell_137 1 0.000
#> Rbp4_tdTpositive_cell_138 1 0.000
#> Rbp4_tdTpositive_cell_139 1 0.000
#> Rbp4_tdTpositive_cell_140 1 0.000
#> Rbp4_tdTpositive_cell_141 1 0.000
#> Rbp4_tdTpositive_cell_142 4 0.000
#> Rbp4_tdTpositive_cell_143 1 1.000
#> Rbp4_tdTpositive_cell_144 4 0.000
#> Rbp4_tdTpositive_cell_145 4 0.000
#> Rbp4_tdTpositive_cell_146 4 1.000
#> Rbp4_tdTpositive_cell_147 1 0.498
#> Rbp4_tdTpositive_cell_148 1 0.000
#> Rbp4_tdTpositive_cell_149 1 0.000
#> Rbp4_tdTpositive_cell_150 4 0.000
#> Rbp4_tdTpositive_cell_151 1 0.000
#> Rbp4_tdTpositive_cell_152 1 0.000
#> Rbp4_tdTpositive_cell_153 1 0.000
#> Rbp4_tdTpositive_cell_154 1 0.498
#> Rbp4_tdTpositive_cell_155 1 0.000
#> Rbp4_tdTpositive_cell_156 1 0.000
#> Rbp4_tdTpositive_cell_157 1 0.249
#> Rbp4_tdTpositive_cell_158 1 0.000
#> Rbp4_tdTpositive_cell_159 4 1.000
#> Rbp4_tdTpositive_cell_160 4 0.000
#> Rbp4_tdTpositive_cell_161 4 0.249
#> Rbp4_tdTpositive_cell_162 1 0.000
#> Rbp4_tdTpositive_cell_163 1 0.000
#> Rbp4_tdTpositive_cell_164 1 0.000
#> Rbp4_tdTpositive_cell_165 1 0.000
#> Rbp4_tdTpositive_cell_166 1 0.000
#> Rbp4_tdTpositive_cell_167 1 1.000
#> Rbp4_tdTpositive_cell_168 4 0.000
#> Rbp4_tdTpositive_cell_169 4 0.000
#> Rbp4_tdTpositive_cell_170 1 1.000
#> Rbp4_tdTpositive_cell_171 1 1.000
#> Rbp4_tdTpositive_cell_172 1 0.000
#> Rbp4_tdTpositive_cell_173 1 0.000
#> Rbp4_tdTpositive_cell_174 2 1.000
#> Rbp4_tdTpositive_cell_175 2 1.000
#> Rbp4_tdTpositive_cell_176 4 0.000
#> Rbp4_tdTpositive_cell_177 4 0.000
#> Rbp4_tdTpositive_cell_178 4 0.000
#> Rbp4_tdTpositive_cell_179 1 0.000
#> Rbp4_tdTpositive_cell_180 4 0.000
#> Rbp4_tdTpositive_cell_181 1 0.000
#> Rbp4_tdTpositive_cell_182 1 0.000
#> Rbp4_tdTpositive_cell_183 1 0.000
#> Rbp4_tdTpositive_cell_184 1 0.000
#> Rbp4_tdTpositive_cell_185 1 0.000
#> Rbp4_tdTpositive_cell_186 1 0.000
#> Rbp4_tdTpositive_cell_187 1 0.000
#> Rbp4_tdTpositive_cell_188 1 0.000
#> Rbp4_tdTpositive_cell_189 1 0.000
#> Rbp4_tdTpositive_cell_190 1 0.000
#> Rbp4_tdTnegative_cell_1 2 0.000
#> Rbp4_tdTnegative_cell_2 2 0.000
#> Rbp4_tdTnegative_cell_3 2 0.000
#> Rbp4_tdTnegative_cell_4 2 0.000
#> Rbp4_tdTnegative_cell_5 2 0.000
#> Rbp4_tdTnegative_cell_6 2 0.000
#> Rbp4_tdTnegative_cell_7 2 0.000
#> Rbp4_tdTnegative_cell_8 1 1.000
#> Rbp4_tdTnegative_cell_9 2 0.000
#> Rbp4_tdTnegative_cell_10 2 0.000
#> Rbp4_tdTnegative_cell_11 2 0.000
#> Rbp4_tdTnegative_cell_12 2 0.000
#> Rbp4_tdTnegative_cell_13 2 0.000
#> Rbp4_tdTnegative_cell_14 2 0.000
#> Rbp4_tdTnegative_cell_15 2 0.000
#> Rbp4_tdTnegative_cell_16 2 0.000
#> Rbp4_tdTnegative_cell_17 2 0.000
#> Rbp4_tdTnegative_cell_18 2 0.000
#> Rbp4_tdTnegative_cell_19 2 0.000
#> Rbp4_tdTnegative_cell_20 2 0.000
#> Rbp4_tdTnegative_cell_21 2 0.000
#> Rbp4_tdTnegative_cell_22 2 0.000
#> Rbp4_tdTnegative_cell_23 2 0.000
#> Rorb_tdTpositive_cell_1 4 0.000
#> Rorb_tdTpositive_cell_2 1 0.000
#> Rorb_tdTpositive_cell_3 1 0.000
#> Rorb_tdTpositive_cell_4 1 0.000
#> Rorb_tdTpositive_cell_5 1 0.000
#> Rorb_tdTpositive_cell_6 1 0.253
#> Rorb_tdTpositive_cell_7 4 0.000
#> Rorb_tdTpositive_cell_8 4 0.000
#> Rorb_tdTpositive_cell_9 4 0.000
#> Rorb_tdTpositive_cell_10 4 0.000
#> Rorb_tdTpositive_cell_11 4 0.000
#> Rorb_tdTpositive_cell_12 4 1.000
#> Rorb_tdTpositive_cell_13 4 0.000
#> Rorb_tdTpositive_cell_14 4 0.000
#> Rorb_tdTpositive_cell_15 4 0.000
#> Rorb_tdTpositive_cell_16 1 0.000
#> Rorb_tdTpositive_cell_17 4 0.000
#> Rorb_tdTpositive_cell_18 1 0.000
#> Rorb_tdTpositive_cell_19 1 0.000
#> Rorb_tdTpositive_cell_20 4 0.000
#> Rorb_tdTpositive_cell_21 1 0.751
#> Rorb_tdTpositive_cell_22 4 0.000
#> Rorb_tdTpositive_cell_23 1 0.000
#> Rorb_tdTpositive_cell_24 1 0.000
#> Rorb_tdTpositive_cell_25 1 0.751
#> Rorb_tdTpositive_cell_26 1 0.000
#> Rorb_tdTpositive_cell_27 1 0.000
#> Rorb_tdTpositive_cell_28 1 0.000
#> Rorb_tdTpositive_cell_29 1 1.000
#> Rorb_tdTpositive_cell_30 4 0.000
#> Rorb_tdTpositive_cell_31 1 0.000
#> Rorb_tdTpositive_cell_32 1 0.000
#> Rorb_tdTpositive_cell_33 1 0.000
#> Rorb_tdTpositive_cell_34 1 0.000
#> Rorb_tdTpositive_cell_35 1 0.000
#> Rorb_tdTpositive_cell_36 1 0.000
#> Rorb_tdTpositive_cell_37 1 0.000
#> Rorb_tdTpositive_cell_38 1 0.000
#> Rorb_tdTpositive_cell_39 2 0.000
#> Rorb_tdTpositive_cell_40 1 0.000
#> Rorb_tdTpositive_cell_41 1 0.000
#> Rorb_tdTpositive_cell_42 1 0.000
#> Rorb_tdTpositive_cell_43 1 0.000
#> Rorb_tdTpositive_cell_44 1 0.000
#> Rorb_tdTpositive_cell_45 1 0.000
#> Rorb_tdTpositive_cell_46 1 0.000
#> Rorb_tdTpositive_cell_47 2 0.000
#> Rorb_tdTpositive_cell_48 1 1.000
#> Rorb_tdTpositive_cell_49 1 0.000
#> Rorb_tdTpositive_cell_50 1 0.000
#> Rorb_tdTpositive_cell_51 1 0.000
#> Rorb_tdTpositive_cell_52 1 0.000
#> Rorb_tdTpositive_cell_53 1 0.000
#> Rorb_tdTpositive_cell_54 2 0.000
#> Rorb_tdTpositive_cell_55 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_1 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_2 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_3 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_4 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_5 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_6 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_7 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_8 4 0.253
#> Scnn1a-Tg2_tdTpositive_cell_9 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_11 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_12 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_13 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_14 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_15 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_16 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_17 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_19 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_20 4 0.498
#> Scnn1a-Tg2_tdTpositive_cell_21 2 1.000
#> Scnn1a-Tg2_tdTnegative_cell_1 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_2 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_3 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_4 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_5 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_6 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_7 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_8 1 1.000
#> Scnn1a-Tg2_tdTnegative_cell_9 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_10 4 0.249
#> Scnn1a-Tg2_tdTnegative_cell_11 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_12 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_13 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_14 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_15 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_16 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_17 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_18 2 0.000
#> Scnn1a-Tg2_tdTnegative_cell_19 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_1 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_3 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_5 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_8 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_9 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_10 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_11 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_12 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_13 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_14 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_15 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_16 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_17 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_18 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_19 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_20 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_21 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_22 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_23 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_24 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_25 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_26 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_27 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_28 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_29 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_30 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_31 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_32 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_33 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_34 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_35 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_36 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_37 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_38 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_39 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_40 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_41 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_42 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_44 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_45 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_46 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_47 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_48 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_49 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_50 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_51 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_52 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_53 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_54 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_55 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_56 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_57 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_58 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_59 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_60 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_61 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_62 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_63 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_64 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_65 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_66 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_67 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_68 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_69 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_70 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_71 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_72 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_73 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_74 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_75 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_76 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_77 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_78 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_79 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_80 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_81 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_82 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_83 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_84 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_85 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_86 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_87 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_88 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_89 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_90 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_91 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_92 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_93 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_94 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_95 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_96 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_97 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_98 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_99 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_100 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_101 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_102 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_103 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_106 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_107 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_108 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_109 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_110 4 0.000
#> Scnn1a-Tg3_tdTnegative_cell_1 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_2 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_3 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_4 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_5 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_6 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_7 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_8 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_9 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_10 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_11 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_12 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_13 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_14 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_15 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_16 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_17 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_18 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_19 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_20 4 0.249
#> Scnn1a-Tg3_tdTnegative_cell_21 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_22 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_23 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_24 2 0.000
#> Slc17a6_tdTpositive_cell_1 4 0.000
#> Slc17a6_tdTpositive_cell_2 4 0.000
#> Slc17a6_tdTpositive_cell_3 4 0.000
#> Slc17a6_tdTpositive_cell_4 4 0.000
#> Slc17a6_tdTpositive_cell_5 4 0.000
#> Slc17a6_tdTpositive_cell_6 4 0.000
#> Slc17a6_tdTpositive_cell_7 4 0.000
#> Slc17a6_tdTpositive_cell_8 4 0.000
#> Slc17a6_tdTpositive_cell_9 4 0.000
#> Slc17a6_tdTpositive_cell_10 4 0.000
#> Slc17a6_tdTpositive_cell_11 4 0.000
#> Slc17a6_tdTpositive_cell_12 4 0.000
#> Slc17a6_tdTpositive_cell_13 4 0.000
#> Slc17a6_tdTpositive_cell_14 4 0.000
#> Slc17a6_tdTpositive_cell_15 4 0.000
#> Slc17a6_tdTpositive_cell_16 4 0.000
#> Slc17a6_tdTpositive_cell_17 4 0.000
#> Slc17a6_tdTpositive_cell_18 4 0.000
#> Slc17a6_tdTpositive_cell_19 4 0.000
#> Slc17a6_tdTpositive_cell_20 4 0.000
#> Slc17a6_tdTpositive_cell_21 4 0.000
#> Slc17a6_tdTpositive_cell_22 4 0.000
#> Slc17a6_tdTpositive_cell_23 4 0.249
#> Slc17a6_tdTpositive_cell_24 4 0.000
#> Slc17a6_tdTpositive_cell_25 4 0.000
#> Slc17a6_tdTpositive_cell_26 4 0.000
#> Slc17a6_tdTpositive_cell_27 4 0.000
#> Slc17a6_tdTpositive_cell_28 4 0.000
#> Slc17a6_tdTpositive_cell_29 4 0.000
#> Slc17a6_tdTpositive_cell_30 4 0.000
#> Slc17a6_tdTpositive_cell_31 4 0.000
#> Slc17a6_tdTpositive_cell_32 4 0.000
#> Slc17a6_tdTpositive_cell_33 4 0.000
#> Slc17a6_tdTpositive_cell_34 4 0.000
#> Slc17a6_tdTpositive_cell_35 4 0.000
#> Slc17a6_tdTpositive_cell_36 4 0.000
#> Slc17a6_tdTpositive_cell_37 4 0.000
#> Slc17a6_tdTpositive_cell_38 4 0.000
#> Slc17a6_tdTpositive_cell_39 4 0.000
#> Slc17a6_tdTpositive_cell_40 4 0.000
#> Slc17a6_tdTpositive_cell_41 4 0.000
#> Slc17a6_tdTpositive_cell_42 4 0.000
#> Slc17a6_tdTpositive_cell_43 4 0.000
#> Slc17a6_tdTpositive_cell_44 1 0.000
#> Slc17a6_tdTpositive_cell_45 4 0.000
#> Slc17a6_tdTpositive_cell_46 4 0.000
#> Slc17a6_tdTpositive_cell_47 4 0.000
#> Sst_tdTpositive_cell_1 3 0.000
#> Sst_tdTpositive_cell_2 3 0.000
#> Sst_tdTpositive_cell_3 3 0.000
#> Sst_tdTpositive_cell_4 3 0.000
#> Sst_tdTpositive_cell_5 3 0.000
#> Sst_tdTpositive_cell_6 3 0.000
#> Sst_tdTpositive_cell_7 3 1.000
#> Sst_tdTpositive_cell_8 3 0.000
#> Sst_tdTpositive_cell_9 3 0.000
#> Sst_tdTpositive_cell_10 3 0.000
#> Sst_tdTpositive_cell_11 3 0.000
#> Sst_tdTpositive_cell_12 3 0.000
#> Sst_tdTpositive_cell_13 1 0.000
#> Sst_tdTpositive_cell_14 3 0.000
#> Sst_tdTpositive_cell_15 3 0.000
#> Sst_tdTpositive_cell_16 2 0.000
#> Sst_tdTpositive_cell_17 3 0.000
#> Sst_tdTpositive_cell_18 3 0.000
#> Sst_tdTpositive_cell_19 2 0.000
#> Sst_tdTpositive_cell_20 4 0.000
#> Sst_tdTpositive_cell_21 3 0.000
#> Sst_tdTpositive_cell_22 3 0.000
#> Sst_tdTpositive_cell_23 3 0.000
#> Sst_tdTpositive_cell_24 3 0.000
#> Sst_tdTpositive_cell_25 3 0.000
#> Sst_tdTpositive_cell_26 3 0.000
#> Sst_tdTpositive_cell_27 3 0.000
#> Sst_tdTpositive_cell_28 3 1.000
#> Sst_tdTpositive_cell_29 3 1.000
#> Sst_tdTpositive_cell_30 3 0.249
#> Sst_tdTpositive_cell_31 3 0.000
#> Sst_tdTpositive_cell_32 3 0.000
#> Sst_tdTpositive_cell_33 3 0.000
#> Sst_tdTpositive_cell_34 3 0.000
#> Sst_tdTpositive_cell_35 3 0.000
#> Sst_tdTpositive_cell_36 3 0.000
#> Sst_tdTpositive_cell_37 3 0.000
#> Sst_tdTpositive_cell_38 3 0.000
#> Sst_tdTpositive_cell_39 3 0.000
#> Sst_tdTpositive_cell_40 3 0.000
#> Sst_tdTpositive_cell_41 3 0.000
#> Sst_tdTpositive_cell_42 3 0.000
#> Sst_tdTpositive_cell_43 3 0.000
#> Sst_tdTpositive_cell_44 3 0.000
#> Sst_tdTpositive_cell_45 2 1.000
#> Sst_tdTpositive_cell_46 3 0.249
#> Sst_tdTpositive_cell_47 3 0.000
#> Sst_tdTpositive_cell_48 3 0.000
#> Sst_tdTpositive_cell_49 3 0.000
#> Sst_tdTpositive_cell_50 3 0.000
#> Sst_tdTpositive_cell_51 3 0.000
#> Sst_tdTpositive_cell_52 3 0.000
#> Sst_tdTpositive_cell_53 3 0.000
#> Sst_tdTpositive_cell_54 3 0.000
#> Sst_tdTpositive_cell_55 3 0.000
#> Sst_tdTpositive_cell_56 3 0.000
#> Sst_tdTpositive_cell_57 3 0.000
#> Sst_tdTpositive_cell_58 3 1.000
#> Sst_tdTpositive_cell_59 3 0.000
#> Sst_tdTpositive_cell_60 3 0.000
#> Sst_tdTpositive_cell_61 3 0.000
#> Sst_tdTpositive_cell_62 3 0.000
#> Sst_tdTpositive_cell_63 3 0.000
#> Sst_tdTpositive_cell_64 3 0.000
#> Sst_tdTpositive_cell_65 3 0.000
#> Sst_tdTpositive_cell_66 3 0.000
#> Sst_tdTpositive_cell_67 3 0.000
#> Sst_tdTpositive_cell_68 3 0.000
#> Sst_tdTpositive_cell_69 3 0.000
#> Sst_tdTpositive_cell_70 3 0.000
#> Sst_tdTpositive_cell_71 3 0.000
#> Sst_tdTpositive_cell_72 3 0.000
#> Sst_tdTpositive_cell_73 3 0.000
#> Sst_tdTpositive_cell_74 3 0.000
#> Sst_tdTpositive_cell_75 3 0.000
#> Sst_tdTpositive_cell_76 3 0.000
#> Sst_tdTpositive_cell_77 3 0.000
#> Sst_tdTpositive_cell_78 3 0.000
#> Sst_tdTpositive_cell_79 3 0.000
#> Sst_tdTpositive_cell_80 3 0.000
#> Sst_tdTpositive_cell_81 3 0.000
#> Sst_tdTpositive_cell_82 3 0.000
#> Sst_tdTpositive_cell_83 3 0.000
#> Sst_tdTpositive_cell_84 3 0.000
#> Sst_tdTpositive_cell_85 3 0.000
#> Sst_tdTpositive_cell_86 3 0.000
#> Sst_tdTpositive_cell_87 3 0.000
#> Sst_tdTpositive_cell_88 3 0.000
#> Sst_tdTpositive_cell_89 3 0.000
#> Sst_tdTpositive_cell_90 3 0.000
#> Sst_tdTpositive_cell_91 3 0.000
#> Sst_tdTpositive_cell_92 3 0.000
#> Sst_tdTpositive_cell_93 3 0.000
#> Sst_tdTpositive_cell_94 3 0.000
#> Sst_tdTpositive_cell_95 3 0.000
#> Sst_tdTpositive_cell_96 3 0.000
#> Sst_tdTpositive_cell_97 3 0.000
#> Sst_tdTpositive_cell_98 3 0.000
#> Sst_tdTpositive_cell_99 3 0.000
#> Sst_tdTpositive_cell_100 3 0.000
#> Sst_tdTpositive_cell_101 3 1.000
#> Sst_tdTpositive_cell_102 3 1.000
#> Sst_tdTpositive_cell_103 3 0.000
#> Sst_tdTpositive_cell_104 3 1.000
#> Sst_tdTpositive_cell_105 3 0.000
#> Sst_tdTpositive_cell_106 3 0.000
#> Sst_tdTpositive_cell_107 3 0.000
#> Tac2_tdTpositive_cell_1 3 0.000
#> Tac2_tdTpositive_cell_2 4 0.000
#> Tac2_tdTpositive_cell_3 4 0.000
#> Tac2_tdTpositive_cell_4 3 0.000
#> Tac2_tdTpositive_cell_5 3 0.000
#> Tac2_tdTpositive_cell_6 3 0.000
#> Tac2_tdTpositive_cell_7 3 0.000
#> Tac2_tdTpositive_cell_8 3 0.000
#> Vip_tdTpositive_cell_1 2 1.000
#> Vip_tdTpositive_cell_2 3 0.000
#> Vip_tdTpositive_cell_3 2 0.751
#> Vip_tdTpositive_cell_4 3 0.498
#> Vip_tdTpositive_cell_5 3 1.000
#> Vip_tdTpositive_cell_6 2 0.000
#> Vip_tdTpositive_cell_7 3 0.000
#> Vip_tdTpositive_cell_8 2 1.000
#> Vip_tdTpositive_cell_9 3 1.000
#> Vip_tdTpositive_cell_10 2 0.747
#> Vip_tdTpositive_cell_11 2 0.000
#> Vip_tdTpositive_cell_12 2 0.000
#> Vip_tdTpositive_cell_13 2 1.000
#> Vip_tdTpositive_cell_14 2 1.000
#> Vip_tdTpositive_cell_15 3 0.000
#> Vip_tdTpositive_cell_16 2 1.000
#> Vip_tdTpositive_cell_17 3 0.000
#> Vip_tdTpositive_cell_18 2 1.000
#> Vip_tdTpositive_cell_19 2 1.000
#> Vip_tdTpositive_cell_20 2 0.502
#> Vip_tdTpositive_cell_21 2 1.000
#> Vip_tdTpositive_cell_22 2 1.000
#> Vip_tdTpositive_cell_23 3 0.000
#> Vip_tdTpositive_cell_24 2 0.000
#> Vip_tdTpositive_cell_25 2 1.000
#> Vip_tdTpositive_cell_26 2 1.000
#> Vip_tdTpositive_cell_27 3 1.000
#> Vip_tdTpositive_cell_28 3 0.000
#> Vip_tdTpositive_cell_29 2 1.000
#> Vip_tdTpositive_cell_30 2 1.000
#> Vip_tdTpositive_cell_31 3 0.000
#> Vip_tdTpositive_cell_32 2 1.000
#> Vip_tdTpositive_cell_33 2 0.498
#> Vip_tdTpositive_cell_34 3 0.751
#> Vip_tdTpositive_cell_35 2 0.498
#> Vip_tdTpositive_cell_36 2 1.000
#> Vip_tdTpositive_cell_37 2 0.000
#> Vip_tdTpositive_cell_38 3 0.000
#> Vip_tdTpositive_cell_39 3 0.000
#> Vip_tdTpositive_cell_40 3 0.000
#> Vip_tdTpositive_cell_41 3 0.000
#> Vip_tdTpositive_cell_42 3 0.000
#> Vip_tdTpositive_cell_43 2 1.000
#> Vip_tdTpositive_cell_44 2 0.747
#> Vip_tdTpositive_cell_45 3 0.000
#> Vip_tdTpositive_cell_46 2 1.000
#> Vip_tdTpositive_cell_47 3 0.000
#> Vip_tdTpositive_cell_48 3 0.000
#> Vip_tdTpositive_cell_49 2 1.000
#> Vip_tdTpositive_cell_50 2 1.000
#> Vip_tdTpositive_cell_51 3 0.000
#> Vip_tdTpositive_cell_52 2 1.000
#> Vip_tdTpositive_cell_53 3 0.000
#> Vip_tdTpositive_cell_54 2 0.000
#> Vip_tdTpositive_cell_55 2 1.000
#> Vip_tdTpositive_cell_56 2 0.751
#> Vip_tdTpositive_cell_57 3 0.000
#> Vip_tdTpositive_cell_58 2 0.000
#> Vip_tdTpositive_cell_59 3 0.000
#> Vip_tdTpositive_cell_60 2 1.000
#> Vip_tdTpositive_cell_61 2 0.498
#> Vip_tdTpositive_cell_62 2 1.000
#> Vip_tdTpositive_cell_63 3 0.000
#> Vip_tdTpositive_cell_64 2 1.000
#> Vip_tdTpositive_cell_65 3 0.000
#> Vip_tdTpositive_cell_66 3 0.000
#> Vip_tdTpositive_cell_67 2 1.000
#> Vip_tdTpositive_cell_68 2 1.000
#> Vip_tdTpositive_cell_69 2 1.000
#> Vip_tdTpositive_cell_70 2 0.498
#> Ntsr1_tdTpos_10cell_1 2 1.000
#> Ntsr1_tdTpos_10cell_2 2 1.000
#> Ntsr1_tdTpos_10cell_3 2 1.000
#> Ntsr1_tdTpos_10cell_4 2 1.000
#> Ntsr1_tdTpos_10cell_5 2 1.000
#> Ntsr1_tdTpos_10cell_6 2 1.000
#> Ntsr1_tdTpos_10cell_7 2 1.000
#> Ntsr1_tdTpos_10cell_8 2 1.000
#> Ntsr1_tdTpos_10cell_9 2 1.000
#> Ntsr1_tdTpos_10cell_10 2 1.000
#> Ntsr1_tdTpos_100cell_1 2 1.000
#> Ntsr1_tdTpos_100cell_2 2 1.000
#> Ntsr1_tdTpos_100cell_3 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_1 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_4 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_5 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_6 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_7 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_8 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_9 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_10 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_11 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_12 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_14 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_16 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_17 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_18 1 0.502
#> CAV_LP_Ipsi_tdTpos_cell_19 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_20 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_21 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_22 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_23 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_24 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_25 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_26 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_27 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_28 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_29 4 0.498
#> CAV_LP_Ipsi_tdTpos_cell_30 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_31 1 0.498
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_33 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_34 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_35 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_37 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_38 1 0.747
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_41 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_42 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_43 4 0.253
#> CAV_VISp_Contra_tdTpos_cell_1 4 0.000
#> CAV_VISp_Contra_tdTpos_cell_2 4 0.000
#> CAV_VISp_Contra_tdTpos_cell_3 4 0.000
#> CAV_VISp_Contra_tdTpos_cell_4 4 0.000
#> CAV_VISp_Contra_tdTpos_cell_5 4 0.000
#> Rbp4_CTX_10pg_1 1 0.249
#> Rbp4_CTX_10pg_2 1 0.000
#> Rbp4_CTX_10pg_3 1 0.000
#> Rbp4_CTX_10pg_4 1 0.000
#> Rbp4_CTX_10pg_5 1 0.000
#> Rbp4_CTX_10pg_6 1 0.000
#> Rbp4_CTX_250ng_1 1 1.000
#> Rbp4_CTX_250ng_2 1 1.000
#> Trib2_CTX_250ng_1 1 1.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 980 1.06e-64 2
#> ATC:skmeans 1630 0.00e+00 3
#> ATC:skmeans 1488 0.00e+00 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node0. Child nodes: Node011 , Node012 , Node013 , Node021 , Node022 , Node023 , Node031 , Node032 , Node033 .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["01"]
A summary of res and all the functions that can be applied to it:
res
#> A 'DownSamplingConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13816 rows and 500 columns, randomly sampled from 818 columns.
#> Top rows (1312) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'DownSamplingConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.00 0.982 0.993 0.499 0.502 0.502
#> 3 3 1.00 0.976 0.990 0.255 0.838 0.687
#> 4 4 0.96 0.941 0.977 0.106 0.900 0.744
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
get_classes(res, k = 2)
#> class p
#> Calb2_tdTpositive_cell_3 2 0.000
#> Calb2_tdTpositive_cell_6 1 0.000
#> Calb2_tdTpositive_cell_7 1 0.000
#> Calb2_tdTpositive_cell_8 1 0.000
#> Calb2_tdTpositive_cell_9 2 0.751
#> Calb2_tdTpositive_cell_10 1 0.000
#> Calb2_tdTpositive_cell_12 2 0.751
#> Calb2_tdTpositive_cell_14 1 0.000
#> Calb2_tdTpositive_cell_23 2 0.000
#> Calb2_tdTpositive_cell_30 2 0.000
#> Calb2_tdTpositive_cell_31 2 0.000
#> Calb2_tdTpositive_cell_32 2 0.000
#> Calb2_tdTpositive_cell_33 2 0.000
#> Calb2_tdTpositive_cell_39 2 0.000
#> Calb2_tdTpositive_cell_42 2 0.000
#> Calb2_tdTpositive_cell_45 2 0.000
#> Calb2_tdTpositive_cell_47 2 0.000
#> Calb2_tdTpositive_cell_51 2 0.000
#> Chrna2_tdTpositive_cell_3 2 0.000
#> Chrna2_tdTpositive_cell_18 2 0.000
#> Chrna2_tdTpositive_cell_22 2 0.249
#> Chrna2_tdTpositive_cell_24 2 1.000
#> Chrna2_tdTpositive_cell_38 2 0.000
#> Chrna2_tdTpositive_cell_51 1 0.000
#> Chrna2_tdTpositive_cell_58 2 0.502
#> Chrna2_tdTpositive_cell_63 2 0.249
#> Chrna2_tdTpositive_cell_67 1 0.000
#> Chrna2_tdTpositive_cell_68 2 0.751
#> Chrna2_tdTpositive_cell_69 2 0.502
#> Chrna2_tdTpositive_cell_72 2 0.253
#> Chrna2_tdTpositive_cell_73 2 0.000
#> Chrna2_tdTpositive_cell_74 2 0.751
#> Chrna2_tdTpositive_cell_75 2 0.253
#> Chrna2_tdTpositive_cell_82 2 1.000
#> Ctgf_tdTpositive_cell_11 2 0.000
#> Ctgf_tdTpositive_cell_12 2 0.000
#> Ctgf_tdTpositive_cell_13 2 0.000
#> Ctgf_tdTpositive_cell_14 2 0.000
#> Ctgf_tdTpositive_cell_15 2 0.000
#> Ctgf_tdTpositive_cell_16 2 0.000
#> Ctgf_tdTpositive_cell_17 2 0.502
#> Ctgf_tdTpositive_cell_18 2 0.000
#> Ctgf_tdTpositive_cell_19 2 0.000
#> Ctgf_tdTpositive_cell_20 2 0.000
#> Ctgf_tdTpositive_cell_21 2 0.000
#> Ctgf_tdTpositive_cell_22 2 0.000
#> Ctgf_tdTpositive_cell_23 2 0.000
#> Cux2_tdTpositive_cell_1 1 0.000
#> Cux2_tdTpositive_cell_2 1 0.000
#> Cux2_tdTpositive_cell_3 1 0.000
#> Cux2_tdTpositive_cell_4 1 0.253
#> Cux2_tdTpositive_cell_5 1 0.000
#> Cux2_tdTpositive_cell_6 1 0.249
#> Cux2_tdTpositive_cell_7 1 0.000
#> Cux2_tdTpositive_cell_8 1 0.000
#> Cux2_tdTpositive_cell_9 2 0.498
#> Cux2_tdTpositive_cell_10 1 0.249
#> Cux2_tdTpositive_cell_11 1 0.249
#> Cux2_tdTpositive_cell_12 2 0.000
#> Cux2_tdTpositive_cell_13 1 1.000
#> Cux2_tdTpositive_cell_14 2 0.000
#> Cux2_tdTpositive_cell_15 1 0.502
#> Cux2_tdTpositive_cell_16 2 0.000
#> Cux2_tdTpositive_cell_17 2 0.747
#> Cux2_tdTpositive_cell_18 2 0.249
#> Cux2_tdTpositive_cell_19 2 0.000
#> Cux2_tdTpositive_cell_20 1 1.000
#> Cux2_tdTpositive_cell_21 2 0.000
#> Cux2_tdTpositive_cell_22 2 0.000
#> Cux2_tdTpositive_cell_23 2 0.000
#> Cux2_tdTpositive_cell_24 2 0.502
#> Cux2_tdTpositive_cell_25 1 1.000
#> Cux2_tdTpositive_cell_26 1 0.000
#> Cux2_tdTpositive_cell_27 2 0.000
#> Cux2_tdTpositive_cell_28 1 0.000
#> Cux2_tdTpositive_cell_29 2 0.000
#> Cux2_tdTpositive_cell_30 2 0.498
#> Cux2_tdTpositive_cell_31 2 0.000
#> Cux2_tdTpositive_cell_32 2 0.000
#> Cux2_tdTpositive_cell_33 2 0.000
#> Cux2_tdTpositive_cell_34 1 1.000
#> Cux2_tdTpositive_cell_35 1 0.249
#> Cux2_tdTpositive_cell_36 1 0.498
#> Cux2_tdTpositive_cell_37 1 0.751
#> Cux2_tdTpositive_cell_38 1 0.253
#> Cux2_tdTpositive_cell_39 2 0.000
#> Cux2_tdTpositive_cell_40 2 0.000
#> Cux2_tdTpositive_cell_41 1 1.000
#> Cux2_tdTpositive_cell_42 2 0.000
#> Cux2_tdTpositive_cell_43 2 0.000
#> Cux2_tdTpositive_cell_44 1 0.000
#> Cux2_tdTpositive_cell_45 1 1.000
#> Cux2_tdTpositive_cell_46 1 0.000
#> Cux2_tdTpositive_cell_47 1 0.747
#> Cux2_tdTpositive_cell_48 2 0.751
#> Cux2_tdTpositive_cell_49 1 1.000
#> Cux2_tdTpositive_cell_50 2 0.000
#> Cux2_tdTpositive_cell_51 2 0.000
#> Cux2_tdTpositive_cell_52 2 0.000
#> Cux2_tdTpositive_cell_53 2 0.249
#> Cux2_tdTpositive_cell_54 2 0.502
#> Cux2_tdTpositive_cell_55 2 0.000
#> Cux2_tdTpositive_cell_56 2 0.000
#> Cux2_tdTpositive_cell_57 2 1.000
#> Cux2_tdTpositive_cell_58 1 0.751
#> Cux2_tdTpositive_cell_59 2 0.000
#> Cux2_tdTpositive_cell_60 2 0.000
#> Cux2_tdTpositive_cell_61 2 0.000
#> Cux2_tdTpositive_cell_62 1 0.751
#> Cux2_tdTpositive_cell_64 2 0.751
#> Cux2_tdTpositive_cell_65 2 0.249
#> Cux2_tdTpositive_cell_66 2 0.249
#> Cux2_tdTpositive_cell_67 2 0.249
#> Cux2_tdTpositive_cell_68 2 0.498
#> Cux2_tdTpositive_cell_69 2 0.249
#> Cux2_tdTpositive_cell_70 2 0.000
#> Cux2_tdTpositive_cell_71 2 0.000
#> Cux2_tdTpositive_cell_75 2 0.000
#> Cux2_tdTpositive_cell_76 2 0.000
#> Cux2_tdTpositive_cell_78 2 0.000
#> Cux2_tdTpositive_cell_79 2 0.000
#> Cux2_tdTpositive_cell_80 2 0.000
#> Cux2_tdTpositive_cell_81 2 0.000
#> Cux2_tdTpositive_cell_82 2 0.000
#> Cux2_tdTpositive_cell_83 2 0.000
#> Cux2_tdTpositive_cell_84 2 0.000
#> Cux2_tdTpositive_cell_88 2 0.751
#> Cux2_tdTpositive_cell_89 2 0.000
#> Cux2_tdTpositive_cell_90 2 0.253
#> Cux2_tdTpositive_cell_91 2 0.253
#> Cux2_tdTpositive_cell_92 1 0.000
#> Cux2_tdTpositive_cell_95 2 0.000
#> Cux2_tdTpositive_cell_96 2 0.000
#> Cux2_tdTpositive_cell_97 2 0.000
#> Cux2_tdTpositive_cell_99 2 0.000
#> Cux2_tdTpositive_cell_100 2 0.000
#> Cux2_tdTpositive_cell_101 2 0.000
#> Cux2_tdTpositive_cell_102 2 0.000
#> Cux2_tdTpositive_cell_103 2 0.249
#> Cux2_tdTpositive_cell_104 2 0.000
#> Cux2_tdTpositive_cell_105 2 0.000
#> Cux2_tdTpositive_cell_106 2 0.000
#> Cux2_tdTpositive_cell_107 2 0.000
#> Cux2_tdTpositive_cell_108 2 0.000
#> Cux2_tdTpositive_cell_109 2 0.000
#> Cux2_tdTpositive_cell_110 2 0.000
#> Cux2_tdTpositive_cell_111 2 0.000
#> Cux2_tdTpositive_cell_112 2 0.000
#> Cux2_tdTpositive_cell_113 2 0.000
#> Cux2_tdTpositive_cell_114 2 0.000
#> Cux2_tdTpositive_cell_115 1 0.000
#> Cux2_tdTpositive_cell_116 1 0.000
#> Cux2_tdTpositive_cell_117 1 0.253
#> Cux2_tdTpositive_cell_118 1 0.000
#> Cux2_tdTpositive_cell_119 1 0.000
#> Cux2_tdTpositive_cell_120 1 0.000
#> Cux2_tdTpositive_cell_121 1 0.000
#> Cux2_tdTpositive_cell_122 2 1.000
#> Cux2_tdTpositive_cell_123 2 0.000
#> Cux2_tdTnegative_cell_8 2 0.000
#> Cux2_tdTnegative_cell_14 1 0.253
#> Gad2_tdTpositive_cell_42 2 0.000
#> Gad2_tdTpositive_cell_50 2 0.000
#> Gad2_tdTpositive_cell_51 2 0.000
#> Gad2_tdTpositive_cell_66 2 0.249
#> Htr3a_tdTpositive_cell_72 2 0.747
#> Htr3a_tdTpositive_cell_79 2 1.000
#> Htr3a_tdTpositive_cell_86 1 0.249
#> Htr3a_tdTpositive_cell_93 1 0.000
#> Htr3a_tdTpositive_cell_96 1 0.249
#> Htr3a_tdTpositive_cell_97 2 0.498
#> Htr3a_tdTpositive_cell_98 1 0.751
#> Htr3a_tdTpositive_cell_99 2 0.751
#> Htr3a_tdTpositive_cell_100 2 0.000
#> Htr3a_tdTpositive_cell_105 1 0.249
#> Htr3a_tdTpositive_cell_106 1 1.000
#> Htr3a_tdTpositive_cell_107 2 0.502
#> Htr3a_tdTpositive_cell_108 2 0.000
#> Htr3a_tdTpositive_cell_109 2 0.000
#> Htr3a_tdTpositive_cell_110 1 0.751
#> Htr3a_tdTpositive_cell_111 1 1.000
#> Htr3a_tdTpositive_cell_113 1 0.747
#> Htr3a_tdTpositive_cell_114 1 1.000
#> Htr3a_tdTpositive_cell_116 2 0.000
#> Htr3a_tdTpositive_cell_117 2 0.000
#> Htr3a_tdTpositive_cell_120 1 0.498
#> Htr3a_tdTpositive_cell_121 1 1.000
#> Htr3a_tdTpositive_cell_123 1 0.502
#> Ndnf_tdTpositive_cell_2 2 1.000
#> Ndnf_tdTnegative_cell_3 1 0.502
#> Ndnf_tdTnegative_cell_8 2 0.498
#> Ndnf_tdTnegative_cell_9 2 0.000
#> Nos1_tdTpositive_cell_23 1 0.253
#> Nos1_tdTpositive_cell_26 2 1.000
#> Nos1_tdTpositive_cell_27 2 1.000
#> Nos1_tdTpositive_cell_28 2 0.000
#> Nos1_tdTpositive_cell_30 1 0.249
#> Nos1_tdTpositive_cell_33 2 0.751
#> Nos1_tdTpositive_cell_34 2 0.000
#> Nos1_tdTpositive_cell_37 1 0.498
#> Nos1_tdTpositive_cell_38 1 0.249
#> Nos1_tdTpositive_cell_42 2 0.000
#> Nos1_tdTpositive_cell_43 2 0.000
#> Nos1_tdTpositive_cell_46 2 0.249
#> Nos1_tdTpositive_cell_49 2 1.000
#> Nos1_tdTpositive_cell_51 1 0.000
#> Nos1_tdTpositive_cell_59 1 0.000
#> Nos1_tdTpositive_cell_61 1 0.000
#> Nos1_tdTpositive_cell_65 1 0.000
#> Nos1_tdTpositive_cell_71 1 0.498
#> Nos1_tdTpositive_cell_72 2 0.000
#> Nr5a1_tdTpositive_cell_1 1 0.000
#> Nr5a1_tdTpositive_cell_2 1 0.000
#> Nr5a1_tdTpositive_cell_3 1 0.000
#> Nr5a1_tdTpositive_cell_4 1 0.000
#> Nr5a1_tdTpositive_cell_5 1 0.000
#> Nr5a1_tdTpositive_cell_6 2 1.000
#> Nr5a1_tdTpositive_cell_7 2 1.000
#> Nr5a1_tdTpositive_cell_8 1 0.000
#> Nr5a1_tdTpositive_cell_9 2 0.000
#> Nr5a1_tdTpositive_cell_10 2 0.000
#> Nr5a1_tdTpositive_cell_11 2 0.000
#> Nr5a1_tdTpositive_cell_12 2 0.000
#> Nr5a1_tdTpositive_cell_13 2 0.249
#> Nr5a1_tdTpositive_cell_14 2 0.747
#> Nr5a1_tdTpositive_cell_15 2 0.000
#> Nr5a1_tdTpositive_cell_16 2 0.000
#> Nr5a1_tdTpositive_cell_17 1 0.000
#> Nr5a1_tdTpositive_cell_18 2 0.000
#> Nr5a1_tdTpositive_cell_19 2 0.253
#> Nr5a1_tdTpositive_cell_20 2 0.751
#> Nr5a1_tdTpositive_cell_21 1 0.249
#> Nr5a1_tdTpositive_cell_22 2 0.751
#> Nr5a1_tdTpositive_cell_23 2 0.000
#> Nr5a1_tdTpositive_cell_24 2 0.000
#> Nr5a1_tdTpositive_cell_25 2 0.000
#> Nr5a1_tdTpositive_cell_26 2 0.000
#> Nr5a1_tdTpositive_cell_27 2 0.000
#> Nr5a1_tdTpositive_cell_28 2 0.000
#> Nr5a1_tdTpositive_cell_29 2 0.000
#> Nr5a1_tdTpositive_cell_30 2 1.000
#> Nr5a1_tdTpositive_cell_31 2 0.249
#> Nr5a1_tdTpositive_cell_32 2 0.000
#> Nr5a1_tdTpositive_cell_33 2 0.498
#> Nr5a1_tdTpositive_cell_34 2 0.000
#> Nr5a1_tdTpositive_cell_36 2 0.000
#> Nr5a1_tdTpositive_cell_37 1 0.000
#> Nr5a1_tdTpositive_cell_38 1 0.000
#> Nr5a1_tdTpositive_cell_39 1 0.000
#> Nr5a1_tdTpositive_cell_40 1 0.253
#> Nr5a1_tdTpositive_cell_41 1 0.000
#> Nr5a1_tdTpositive_cell_42 1 0.000
#> Nr5a1_tdTpositive_cell_43 1 0.000
#> Nr5a1_tdTpositive_cell_44 1 0.000
#> Nr5a1_tdTpositive_cell_45 2 0.747
#> Nr5a1_tdTpositive_cell_46 1 0.000
#> Nr5a1_tdTpositive_cell_47 1 0.498
#> Nr5a1_tdTpositive_cell_48 1 0.502
#> Nr5a1_tdTpositive_cell_50 1 0.249
#> Nr5a1_tdTpositive_cell_52 2 0.502
#> Ntsr1_tdTpositive_cell_1 1 0.000
#> Ntsr1_tdTpositive_cell_2 1 0.000
#> Ntsr1_tdTpositive_cell_3 1 0.000
#> Ntsr1_tdTpositive_cell_4 1 0.000
#> Ntsr1_tdTpositive_cell_5 1 0.000
#> Ntsr1_tdTpositive_cell_6 2 0.249
#> Ntsr1_tdTpositive_cell_7 1 0.000
#> Ntsr1_tdTpositive_cell_8 1 0.249
#> Ntsr1_tdTpositive_cell_9 1 0.000
#> Ntsr1_tdTpositive_cell_10 1 0.747
#> Ntsr1_tdTpositive_cell_11 1 0.000
#> Ntsr1_tdTpositive_cell_12 1 0.249
#> Ntsr1_tdTpositive_cell_13 1 0.747
#> Ntsr1_tdTpositive_cell_14 1 0.000
#> Ntsr1_tdTpositive_cell_15 1 0.000
#> Ntsr1_tdTpositive_cell_16 2 1.000
#> Ntsr1_tdTpositive_cell_17 1 0.000
#> Ntsr1_tdTpositive_cell_18 1 0.751
#> Ntsr1_tdTpositive_cell_19 1 0.000
#> Ntsr1_tdTpositive_cell_21 1 0.000
#> Ntsr1_tdTpositive_cell_22 1 0.000
#> Ntsr1_tdTpositive_cell_23 1 0.000
#> Ntsr1_tdTpositive_cell_24 1 0.000
#> Ntsr1_tdTpositive_cell_25 1 0.249
#> Ntsr1_tdTpositive_cell_26 1 0.498
#> Ntsr1_tdTpositive_cell_27 2 1.000
#> Ntsr1_tdTpositive_cell_28 1 1.000
#> Ntsr1_tdTpositive_cell_29 1 0.000
#> Ntsr1_tdTpositive_cell_30 1 0.000
#> Ntsr1_tdTpositive_cell_31 2 1.000
#> Ntsr1_tdTpositive_cell_32 2 1.000
#> Ntsr1_tdTpositive_cell_33 1 0.000
#> Ntsr1_tdTpositive_cell_34 1 0.000
#> Ntsr1_tdTpositive_cell_35 1 0.000
#> Ntsr1_tdTpositive_cell_36 1 0.000
#> Ntsr1_tdTpositive_cell_37 1 0.249
#> Ntsr1_tdTpositive_cell_38 2 0.000
#> Ntsr1_tdTpositive_cell_39 2 1.000
#> Ntsr1_tdTpositive_cell_40 1 0.000
#> Ntsr1_tdTpositive_cell_41 1 0.000
#> Ntsr1_tdTpositive_cell_42 1 0.000
#> Ntsr1_tdTpositive_cell_43 2 0.000
#> Ntsr1_tdTpositive_cell_44 2 0.747
#> Ntsr1_tdTpositive_cell_45 2 0.253
#> Ntsr1_tdTpositive_cell_46 2 0.000
#> Ntsr1_tdTpositive_cell_47 2 0.000
#> Ntsr1_tdTpositive_cell_48 2 0.249
#> Ntsr1_tdTpositive_cell_49 2 1.000
#> Ntsr1_tdTpositive_cell_50 2 0.249
#> Ntsr1_tdTpositive_cell_51 2 0.000
#> Ntsr1_tdTpositive_cell_52 2 0.000
#> Ntsr1_tdTpositive_cell_53 1 1.000
#> Ntsr1_tdTpositive_cell_54 2 0.000
#> Ntsr1_tdTpositive_cell_55 2 0.000
#> Ntsr1_tdTpositive_cell_56 2 0.000
#> Ntsr1_tdTpositive_cell_57 2 0.000
#> Ntsr1_tdTpositive_cell_58 2 0.000
#> Ntsr1_tdTpositive_cell_59 2 0.000
#> Ntsr1_tdTpositive_cell_60 2 1.000
#> Ntsr1_tdTpositive_cell_61 2 0.000
#> Ntsr1_tdTpositive_cell_62 2 0.000
#> Ntsr1_tdTpositive_cell_63 2 0.000
#> Ntsr1_tdTpositive_cell_64 2 0.249
#> Ntsr1_tdTpositive_cell_65 2 0.000
#> Ntsr1_tdTpositive_cell_66 2 0.000
#> Ntsr1_tdTpositive_cell_67 2 1.000
#> Ntsr1_tdTpositive_cell_68 2 0.000
#> Ntsr1_tdTpositive_cell_69 2 0.253
#> Ntsr1_tdTpositive_cell_70 2 0.502
#> Ntsr1_tdTpositive_cell_71 2 0.000
#> Ntsr1_tdTpositive_cell_72 2 0.498
#> Ntsr1_tdTpositive_cell_73 2 0.000
#> Ntsr1_tdTpositive_cell_74 2 0.000
#> Ntsr1_tdTpositive_cell_75 1 0.000
#> Ntsr1_tdTpositive_cell_76 1 0.000
#> Ntsr1_tdTpositive_cell_77 1 0.000
#> Ntsr1_tdTnegative_cell_1 2 0.502
#> Ntsr1_tdTnegative_cell_4 2 0.000
#> Ntsr1_tdTnegative_cell_6 2 0.249
#> Ntsr1_tdTnegative_cell_7 2 0.000
#> Ntsr1_tdTnegative_cell_8 2 0.000
#> Ntsr1_tdTnegative_cell_9 2 0.000
#> Ntsr1_tdTnegative_cell_15 2 0.000
#> Ntsr1_tdTnegative_cell_31 2 0.000
#> Ntsr1_tdTnegative_cell_34 2 0.000
#> Ntsr1_tdTnegative_cell_35 2 0.000
#> Ntsr1_tdTnegative_cell_36 2 0.249
#> Ntsr1_tdTnegative_cell_37 2 0.000
#> Ntsr1_tdTnegative_cell_40 1 0.000
#> Ntsr1_tdTnegative_cell_43 1 0.000
#> Ntsr1_tdTnegative_cell_47 1 0.000
#> Ntsr1_tdTnegative_cell_48 1 1.000
#> Ntsr1_tdTnegative_cell_49 2 0.000
#> Ntsr1_tdTnegative_cell_50 2 0.000
#> Ntsr1_tdTnegative_cell_51 2 0.253
#> Ntsr1_tdTnegative_cell_52 1 0.249
#> Ntsr1_tdTnegative_cell_53 2 0.249
#> PvalbF-Gad2_tdTpositive_cell_31 2 1.000
#> Rbp4_tdTpositive_cell_1 1 0.249
#> Rbp4_tdTpositive_cell_2 1 0.000
#> Rbp4_tdTpositive_cell_3 2 0.249
#> Rbp4_tdTpositive_cell_4 2 0.000
#> Rbp4_tdTpositive_cell_5 2 0.000
#> Rbp4_tdTpositive_cell_6 1 0.000
#> Rbp4_tdTpositive_cell_7 1 0.000
#> Rbp4_tdTpositive_cell_8 1 0.000
#> Rbp4_tdTpositive_cell_9 1 0.000
#> Rbp4_tdTpositive_cell_10 1 0.000
#> Rbp4_tdTpositive_cell_11 2 1.000
#> Rbp4_tdTpositive_cell_12 2 1.000
#> Rbp4_tdTpositive_cell_13 2 1.000
#> Rbp4_tdTpositive_cell_14 2 0.249
#> Rbp4_tdTpositive_cell_15 2 1.000
#> Rbp4_tdTpositive_cell_16 1 0.000
#> Rbp4_tdTpositive_cell_17 1 0.000
#> Rbp4_tdTpositive_cell_18 1 0.000
#> Rbp4_tdTpositive_cell_19 1 0.000
#> Rbp4_tdTpositive_cell_20 1 0.000
#> Rbp4_tdTpositive_cell_21 1 0.249
#> Rbp4_tdTpositive_cell_22 1 0.498
#> Rbp4_tdTpositive_cell_23 1 0.000
#> Rbp4_tdTpositive_cell_24 1 0.000
#> Rbp4_tdTpositive_cell_25 1 0.000
#> Rbp4_tdTpositive_cell_26 1 0.000
#> Rbp4_tdTpositive_cell_27 1 0.000
#> Rbp4_tdTpositive_cell_28 1 0.000
#> Rbp4_tdTpositive_cell_29 1 0.000
#> Rbp4_tdTpositive_cell_30 2 0.751
#> Rbp4_tdTpositive_cell_31 1 0.751
#> Rbp4_tdTpositive_cell_32 1 0.000
#> Rbp4_tdTpositive_cell_33 1 0.000
#> Rbp4_tdTpositive_cell_34 1 0.000
#> Rbp4_tdTpositive_cell_35 1 0.000
#> Rbp4_tdTpositive_cell_36 1 0.000
#> Rbp4_tdTpositive_cell_37 1 0.000
#> Rbp4_tdTpositive_cell_38 1 0.000
#> Rbp4_tdTpositive_cell_39 1 0.498
#> Rbp4_tdTpositive_cell_40 2 0.751
#> Rbp4_tdTpositive_cell_41 2 1.000
#> Rbp4_tdTpositive_cell_42 1 0.000
#> Rbp4_tdTpositive_cell_43 1 0.000
#> Rbp4_tdTpositive_cell_44 1 0.000
#> Rbp4_tdTpositive_cell_45 1 0.000
#> Rbp4_tdTpositive_cell_46 1 0.000
#> Rbp4_tdTpositive_cell_47 2 0.000
#> Rbp4_tdTpositive_cell_48 1 0.000
#> Rbp4_tdTpositive_cell_49 1 0.253
#> Rbp4_tdTpositive_cell_50 2 0.249
#> Rbp4_tdTpositive_cell_52 1 0.249
#> Rbp4_tdTpositive_cell_53 1 0.000
#> Rbp4_tdTpositive_cell_54 1 0.502
#> Rbp4_tdTpositive_cell_55 1 0.502
#> Rbp4_tdTpositive_cell_56 1 0.000
#> Rbp4_tdTpositive_cell_57 2 0.751
#> Rbp4_tdTpositive_cell_58 1 0.253
#> Rbp4_tdTpositive_cell_59 1 0.000
#> Rbp4_tdTpositive_cell_60 1 0.249
#> Rbp4_tdTpositive_cell_61 1 0.000
#> Rbp4_tdTpositive_cell_62 2 0.000
#> Rbp4_tdTpositive_cell_63 2 0.249
#> Rbp4_tdTpositive_cell_64 2 0.751
#> Rbp4_tdTpositive_cell_65 1 0.000
#> Rbp4_tdTpositive_cell_66 2 0.000
#> Rbp4_tdTpositive_cell_67 1 0.000
#> Rbp4_tdTpositive_cell_68 1 0.000
#> Rbp4_tdTpositive_cell_69 2 0.249
#> Rbp4_tdTpositive_cell_70 1 0.249
#> Rbp4_tdTpositive_cell_71 1 0.000
#> Rbp4_tdTpositive_cell_72 1 0.000
#> Rbp4_tdTpositive_cell_73 1 0.000
#> Rbp4_tdTpositive_cell_74 2 0.253
#> Rbp4_tdTpositive_cell_75 2 0.000
#> Rbp4_tdTpositive_cell_76 2 0.249
#> Rbp4_tdTpositive_cell_77 2 0.249
#> Rbp4_tdTpositive_cell_78 1 1.000
#> Rbp4_tdTpositive_cell_80 2 0.000
#> Rbp4_tdTpositive_cell_81 2 0.000
#> Rbp4_tdTpositive_cell_82 2 0.751
#> Rbp4_tdTpositive_cell_83 2 0.253
#> Rbp4_tdTpositive_cell_84 2 0.747
#> Rbp4_tdTpositive_cell_86 2 0.000
#> Rbp4_tdTpositive_cell_87 2 1.000
#> Rbp4_tdTpositive_cell_88 2 0.000
#> Rbp4_tdTpositive_cell_89 2 1.000
#> Rbp4_tdTpositive_cell_90 2 0.000
#> Rbp4_tdTpositive_cell_91 2 1.000
#> Rbp4_tdTpositive_cell_92 2 0.000
#> Rbp4_tdTpositive_cell_93 2 0.502
#> Rbp4_tdTpositive_cell_94 2 0.249
#> Rbp4_tdTpositive_cell_95 1 0.000
#> Rbp4_tdTpositive_cell_96 1 0.000
#> Rbp4_tdTpositive_cell_97 2 0.747
#> Rbp4_tdTpositive_cell_98 2 0.000
#> Rbp4_tdTpositive_cell_99 2 0.747
#> Rbp4_tdTpositive_cell_100 2 0.751
#> Rbp4_tdTpositive_cell_101 1 0.000
#> Rbp4_tdTpositive_cell_102 2 0.253
#> Rbp4_tdTpositive_cell_103 1 1.000
#> Rbp4_tdTpositive_cell_104 2 0.000
#> Rbp4_tdTpositive_cell_105 2 0.502
#> Rbp4_tdTpositive_cell_106 1 0.249
#> Rbp4_tdTpositive_cell_107 1 1.000
#> Rbp4_tdTpositive_cell_108 1 0.249
#> Rbp4_tdTpositive_cell_109 1 0.502
#> Rbp4_tdTpositive_cell_110 1 0.000
#> Rbp4_tdTpositive_cell_111 2 0.000
#> Rbp4_tdTpositive_cell_112 2 0.000
#> Rbp4_tdTpositive_cell_113 2 0.498
#> Rbp4_tdTpositive_cell_114 2 0.751
#> Rbp4_tdTpositive_cell_115 2 0.000
#> Rbp4_tdTpositive_cell_116 2 0.249
#> Rbp4_tdTpositive_cell_117 2 1.000
#> Rbp4_tdTpositive_cell_118 2 0.000
#> Rbp4_tdTpositive_cell_119 2 0.249
#> Rbp4_tdTpositive_cell_120 2 1.000
#> Rbp4_tdTpositive_cell_122 2 0.249
#> Rbp4_tdTpositive_cell_123 1 0.249
#> Rbp4_tdTpositive_cell_124 2 0.000
#> Rbp4_tdTpositive_cell_125 1 0.000
#> Rbp4_tdTpositive_cell_127 1 0.000
#> Rbp4_tdTpositive_cell_128 1 0.000
#> Rbp4_tdTpositive_cell_129 2 1.000
#> Rbp4_tdTpositive_cell_130 2 1.000
#> Rbp4_tdTpositive_cell_131 1 0.498
#> Rbp4_tdTpositive_cell_132 1 0.751
#> Rbp4_tdTpositive_cell_133 1 0.000
#> Rbp4_tdTpositive_cell_134 1 0.000
#> Rbp4_tdTpositive_cell_135 2 0.498
#> Rbp4_tdTpositive_cell_136 1 0.000
#> Rbp4_tdTpositive_cell_137 1 0.000
#> Rbp4_tdTpositive_cell_138 1 0.000
#> Rbp4_tdTpositive_cell_139 1 0.000
#> Rbp4_tdTpositive_cell_140 1 0.000
#> Rbp4_tdTpositive_cell_141 1 0.000
#> Rbp4_tdTpositive_cell_142 2 0.498
#> Rbp4_tdTpositive_cell_143 2 0.751
#> Rbp4_tdTpositive_cell_144 2 1.000
#> Rbp4_tdTpositive_cell_145 2 0.751
#> Rbp4_tdTpositive_cell_146 2 0.498
#> Rbp4_tdTpositive_cell_147 1 0.000
#> Rbp4_tdTpositive_cell_148 1 0.000
#> Rbp4_tdTpositive_cell_149 1 0.000
#> Rbp4_tdTpositive_cell_150 2 0.747
#> Rbp4_tdTpositive_cell_151 1 0.000
#> Rbp4_tdTpositive_cell_152 1 0.000
#> Rbp4_tdTpositive_cell_153 1 0.253
#> Rbp4_tdTpositive_cell_154 1 0.498
#> Rbp4_tdTpositive_cell_155 1 0.000
#> Rbp4_tdTpositive_cell_156 1 0.498
#> Rbp4_tdTpositive_cell_157 1 0.751
#> Rbp4_tdTpositive_cell_158 1 0.000
#> Rbp4_tdTpositive_cell_159 2 0.747
#> Rbp4_tdTpositive_cell_160 2 0.000
#> Rbp4_tdTpositive_cell_161 2 0.498
#> Rbp4_tdTpositive_cell_162 1 0.000
#> Rbp4_tdTpositive_cell_163 1 0.253
#> Rbp4_tdTpositive_cell_164 1 0.000
#> Rbp4_tdTpositive_cell_165 1 0.000
#> Rbp4_tdTpositive_cell_166 1 0.751
#> Rbp4_tdTpositive_cell_167 2 0.000
#> Rbp4_tdTpositive_cell_168 2 0.000
#> Rbp4_tdTpositive_cell_169 2 0.000
#> Rbp4_tdTpositive_cell_170 2 0.000
#> Rbp4_tdTpositive_cell_171 2 0.000
#> Rbp4_tdTpositive_cell_172 1 0.249
#> Rbp4_tdTpositive_cell_173 1 0.249
#> Rbp4_tdTpositive_cell_177 2 0.751
#> Rbp4_tdTpositive_cell_178 2 0.253
#> Rbp4_tdTpositive_cell_179 1 0.000
#> Rbp4_tdTpositive_cell_180 2 0.751
#> Rbp4_tdTpositive_cell_181 1 0.000
#> Rbp4_tdTpositive_cell_182 1 0.000
#> Rbp4_tdTpositive_cell_183 1 0.000
#> Rbp4_tdTpositive_cell_184 1 0.000
#> Rbp4_tdTpositive_cell_185 1 0.000
#> Rbp4_tdTpositive_cell_186 1 0.000
#> Rbp4_tdTpositive_cell_187 1 0.000
#> Rbp4_tdTpositive_cell_188 1 0.000
#> Rbp4_tdTpositive_cell_189 1 0.000
#> Rbp4_tdTpositive_cell_190 1 0.000
#> Rbp4_tdTnegative_cell_8 1 0.498
#> Rorb_tdTpositive_cell_1 1 1.000
#> Rorb_tdTpositive_cell_2 1 0.000
#> Rorb_tdTpositive_cell_3 1 0.502
#> Rorb_tdTpositive_cell_4 1 0.502
#> Rorb_tdTpositive_cell_5 1 0.000
#> Rorb_tdTpositive_cell_6 1 0.253
#> Rorb_tdTpositive_cell_7 2 0.498
#> Rorb_tdTpositive_cell_8 2 0.000
#> Rorb_tdTpositive_cell_9 2 0.000
#> Rorb_tdTpositive_cell_10 2 0.000
#> Rorb_tdTpositive_cell_13 2 0.000
#> Rorb_tdTpositive_cell_15 2 0.000
#> Rorb_tdTpositive_cell_16 1 0.502
#> Rorb_tdTpositive_cell_17 2 0.000
#> Rorb_tdTpositive_cell_18 1 0.249
#> Rorb_tdTpositive_cell_19 1 0.000
#> Rorb_tdTpositive_cell_20 2 0.000
#> Rorb_tdTpositive_cell_21 1 0.502
#> Rorb_tdTpositive_cell_22 2 0.000
#> Rorb_tdTpositive_cell_23 1 0.751
#> Rorb_tdTpositive_cell_24 1 0.000
#> Rorb_tdTpositive_cell_25 1 0.249
#> Rorb_tdTpositive_cell_26 1 0.000
#> Rorb_tdTpositive_cell_27 1 0.000
#> Rorb_tdTpositive_cell_28 1 0.000
#> Rorb_tdTpositive_cell_29 1 0.000
#> Rorb_tdTpositive_cell_30 2 0.253
#> Rorb_tdTpositive_cell_31 1 0.000
#> Rorb_tdTpositive_cell_32 1 0.000
#> Rorb_tdTpositive_cell_33 1 0.000
#> Rorb_tdTpositive_cell_34 1 0.000
#> Rorb_tdTpositive_cell_35 1 0.000
#> Rorb_tdTpositive_cell_36 1 0.000
#> Rorb_tdTpositive_cell_37 1 0.000
#> Rorb_tdTpositive_cell_38 1 0.000
#> Rorb_tdTpositive_cell_40 1 0.498
#> Rorb_tdTpositive_cell_41 1 0.000
#> Rorb_tdTpositive_cell_42 1 0.502
#> Rorb_tdTpositive_cell_43 2 0.498
#> Rorb_tdTpositive_cell_44 1 0.253
#> Rorb_tdTpositive_cell_45 1 0.000
#> Rorb_tdTpositive_cell_46 1 0.000
#> Rorb_tdTpositive_cell_48 2 0.000
#> Rorb_tdTpositive_cell_49 1 0.253
#> Rorb_tdTpositive_cell_50 1 0.502
#> Rorb_tdTpositive_cell_51 1 0.751
#> Rorb_tdTpositive_cell_52 1 0.253
#> Rorb_tdTpositive_cell_53 1 0.253
#> Rorb_tdTpositive_cell_55 2 0.498
#> Scnn1a-Tg2_tdTpositive_cell_1 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_2 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_3 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_4 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_5 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_6 1 0.502
#> Scnn1a-Tg2_tdTpositive_cell_7 2 1.000
#> Scnn1a-Tg2_tdTpositive_cell_8 2 0.498
#> Scnn1a-Tg2_tdTpositive_cell_9 2 1.000
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_11 1 0.249
#> Scnn1a-Tg2_tdTpositive_cell_12 2 0.249
#> Scnn1a-Tg2_tdTpositive_cell_13 2 0.498
#> Scnn1a-Tg2_tdTpositive_cell_14 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_15 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_16 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_17 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_19 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_2 1 0.498
#> Scnn1a-Tg2_tdTnegative_cell_7 1 0.498
#> Scnn1a-Tg2_tdTnegative_cell_8 1 0.502
#> Scnn1a-Tg2_tdTnegative_cell_10 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_1 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_3 2 0.502
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.502
#> Scnn1a-Tg3_tdTpositive_cell_5 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_8 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_9 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_10 2 0.751
#> Scnn1a-Tg3_tdTpositive_cell_11 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_12 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_13 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_14 1 0.498
#> Scnn1a-Tg3_tdTpositive_cell_15 2 0.751
#> Scnn1a-Tg3_tdTpositive_cell_16 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_17 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_18 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_19 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_20 1 0.498
#> Scnn1a-Tg3_tdTpositive_cell_21 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_22 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_23 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_24 2 0.751
#> Scnn1a-Tg3_tdTpositive_cell_25 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_26 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_27 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_28 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_29 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_30 2 0.253
#> Scnn1a-Tg3_tdTpositive_cell_31 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_32 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_33 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_34 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_35 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_36 2 0.751
#> Scnn1a-Tg3_tdTpositive_cell_37 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_38 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_39 1 0.747
#> Scnn1a-Tg3_tdTpositive_cell_40 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_41 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.498
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_44 2 0.747
#> Scnn1a-Tg3_tdTpositive_cell_45 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_46 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_47 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_48 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_49 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_50 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_51 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_52 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_53 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_54 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_55 2 0.747
#> Scnn1a-Tg3_tdTpositive_cell_56 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_57 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_58 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_59 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_60 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_61 1 0.502
#> Scnn1a-Tg3_tdTpositive_cell_62 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_63 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_64 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_67 1 0.498
#> Scnn1a-Tg3_tdTpositive_cell_68 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_69 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_72 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_73 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_74 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_75 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_76 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_77 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_78 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_79 2 0.502
#> Scnn1a-Tg3_tdTpositive_cell_80 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_81 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_82 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_83 2 0.751
#> Scnn1a-Tg3_tdTpositive_cell_84 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_91 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_92 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_93 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_94 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_95 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_96 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_97 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_98 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_99 1 0.751
#> Scnn1a-Tg3_tdTpositive_cell_100 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_102 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_106 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_107 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_108 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_110 2 0.253
#> Scnn1a-Tg3_tdTnegative_cell_20 2 0.000
#> Slc17a6_tdTpositive_cell_1 2 0.000
#> Slc17a6_tdTpositive_cell_2 2 0.000
#> Slc17a6_tdTpositive_cell_3 2 0.000
#> Slc17a6_tdTpositive_cell_4 2 0.000
#> Slc17a6_tdTpositive_cell_6 2 0.000
#> Slc17a6_tdTpositive_cell_7 2 0.000
#> Slc17a6_tdTpositive_cell_8 2 0.000
#> Slc17a6_tdTpositive_cell_9 2 0.000
#> Slc17a6_tdTpositive_cell_10 2 0.000
#> Slc17a6_tdTpositive_cell_11 2 0.000
#> Slc17a6_tdTpositive_cell_12 2 0.000
#> Slc17a6_tdTpositive_cell_13 2 0.498
#> Slc17a6_tdTpositive_cell_14 2 0.000
#> Slc17a6_tdTpositive_cell_15 2 0.000
#> Slc17a6_tdTpositive_cell_16 2 0.000
#> Slc17a6_tdTpositive_cell_17 2 0.000
#> Slc17a6_tdTpositive_cell_18 2 0.249
#> Slc17a6_tdTpositive_cell_19 2 0.000
#> Slc17a6_tdTpositive_cell_20 2 0.000
#> Slc17a6_tdTpositive_cell_21 2 0.000
#> Slc17a6_tdTpositive_cell_22 2 0.000
#> Slc17a6_tdTpositive_cell_24 2 0.253
#> Slc17a6_tdTpositive_cell_25 2 0.000
#> Slc17a6_tdTpositive_cell_26 2 0.000
#> Slc17a6_tdTpositive_cell_27 2 0.000
#> Slc17a6_tdTpositive_cell_28 2 0.000
#> Slc17a6_tdTpositive_cell_29 2 0.000
#> Slc17a6_tdTpositive_cell_30 2 0.000
#> Slc17a6_tdTpositive_cell_31 2 0.000
#> Slc17a6_tdTpositive_cell_32 2 0.000
#> Slc17a6_tdTpositive_cell_33 2 0.000
#> Slc17a6_tdTpositive_cell_34 2 0.000
#> Slc17a6_tdTpositive_cell_35 2 0.000
#> Slc17a6_tdTpositive_cell_36 2 0.000
#> Slc17a6_tdTpositive_cell_37 2 0.000
#> Slc17a6_tdTpositive_cell_38 2 0.000
#> Slc17a6_tdTpositive_cell_39 2 0.000
#> Slc17a6_tdTpositive_cell_40 2 0.000
#> Slc17a6_tdTpositive_cell_41 2 0.000
#> Slc17a6_tdTpositive_cell_42 2 0.000
#> Slc17a6_tdTpositive_cell_43 2 0.253
#> Slc17a6_tdTpositive_cell_44 1 0.000
#> Slc17a6_tdTpositive_cell_45 2 0.000
#> Slc17a6_tdTpositive_cell_46 2 0.249
#> Slc17a6_tdTpositive_cell_47 2 0.000
#> Sst_tdTpositive_cell_13 1 0.249
#> Sst_tdTpositive_cell_20 2 0.502
#> Tac2_tdTpositive_cell_2 2 0.502
#> Tac2_tdTpositive_cell_3 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_1 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_4 1 0.249
#> CAV_LP_Ipsi_tdTpos_cell_5 1 0.249
#> CAV_LP_Ipsi_tdTpos_cell_6 2 0.502
#> CAV_LP_Ipsi_tdTpos_cell_7 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_8 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_9 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_10 1 0.249
#> CAV_LP_Ipsi_tdTpos_cell_11 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_12 2 0.000
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.249
#> CAV_LP_Ipsi_tdTpos_cell_14 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_16 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_17 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_18 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_19 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_20 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_21 2 0.751
#> CAV_LP_Ipsi_tdTpos_cell_22 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_23 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_24 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_25 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_26 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_27 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_28 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_29 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_30 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_31 2 0.747
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_33 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_34 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_35 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_37 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_38 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_41 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_42 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_43 2 1.000
#> CAV_VISp_Contra_tdTpos_cell_1 2 0.502
#> CAV_VISp_Contra_tdTpos_cell_2 2 0.751
#> CAV_VISp_Contra_tdTpos_cell_3 2 0.000
#> CAV_VISp_Contra_tdTpos_cell_4 2 0.249
#> CAV_VISp_Contra_tdTpos_cell_5 2 0.751
#> Rbp4_CTX_10pg_1 1 0.000
#> Rbp4_CTX_10pg_2 1 0.000
#> Rbp4_CTX_10pg_3 1 0.000
#> Rbp4_CTX_10pg_4 1 0.000
#> Rbp4_CTX_10pg_5 1 0.000
#> Rbp4_CTX_10pg_6 1 0.747
#> Rbp4_CTX_250ng_1 1 1.000
#> Rbp4_CTX_250ng_2 1 1.000
#> Trib2_CTX_250ng_1 1 1.000
get_classes(res, k = 3)
#> class p
#> Calb2_tdTpositive_cell_3 2 0.000
#> Calb2_tdTpositive_cell_6 1 0.000
#> Calb2_tdTpositive_cell_7 1 0.000
#> Calb2_tdTpositive_cell_8 1 1.000
#> Calb2_tdTpositive_cell_9 3 0.000
#> Calb2_tdTpositive_cell_10 1 1.000
#> Calb2_tdTpositive_cell_12 3 0.000
#> Calb2_tdTpositive_cell_14 1 0.000
#> Calb2_tdTpositive_cell_23 2 0.000
#> Calb2_tdTpositive_cell_30 2 0.000
#> Calb2_tdTpositive_cell_31 2 0.000
#> Calb2_tdTpositive_cell_32 2 0.000
#> Calb2_tdTpositive_cell_33 2 0.000
#> Calb2_tdTpositive_cell_39 2 0.000
#> Calb2_tdTpositive_cell_42 3 0.000
#> Calb2_tdTpositive_cell_45 2 0.000
#> Calb2_tdTpositive_cell_47 2 0.000
#> Calb2_tdTpositive_cell_51 2 0.000
#> Chrna2_tdTpositive_cell_3 2 1.000
#> Chrna2_tdTpositive_cell_18 2 1.000
#> Chrna2_tdTpositive_cell_22 3 0.000
#> Chrna2_tdTpositive_cell_24 3 0.000
#> Chrna2_tdTpositive_cell_38 2 1.000
#> Chrna2_tdTpositive_cell_51 3 0.000
#> Chrna2_tdTpositive_cell_58 3 0.249
#> Chrna2_tdTpositive_cell_63 3 0.249
#> Chrna2_tdTpositive_cell_67 1 1.000
#> Chrna2_tdTpositive_cell_68 3 0.000
#> Chrna2_tdTpositive_cell_69 2 1.000
#> Chrna2_tdTpositive_cell_72 2 0.751
#> Chrna2_tdTpositive_cell_73 3 0.000
#> Chrna2_tdTpositive_cell_74 3 0.000
#> Chrna2_tdTpositive_cell_75 2 1.000
#> Chrna2_tdTpositive_cell_82 3 0.000
#> Ctgf_tdTpositive_cell_11 2 0.000
#> Ctgf_tdTpositive_cell_12 2 1.000
#> Ctgf_tdTpositive_cell_13 2 1.000
#> Ctgf_tdTpositive_cell_14 2 1.000
#> Ctgf_tdTpositive_cell_15 2 1.000
#> Ctgf_tdTpositive_cell_16 2 1.000
#> Ctgf_tdTpositive_cell_17 2 0.747
#> Ctgf_tdTpositive_cell_18 3 1.000
#> Ctgf_tdTpositive_cell_19 2 1.000
#> Ctgf_tdTpositive_cell_20 2 1.000
#> Ctgf_tdTpositive_cell_21 2 0.502
#> Ctgf_tdTpositive_cell_22 2 1.000
#> Ctgf_tdTpositive_cell_23 2 0.000
#> Cux2_tdTpositive_cell_1 1 0.000
#> Cux2_tdTpositive_cell_2 1 0.000
#> Cux2_tdTpositive_cell_3 1 0.000
#> Cux2_tdTpositive_cell_4 1 0.000
#> Cux2_tdTpositive_cell_5 1 0.751
#> Cux2_tdTpositive_cell_6 1 0.000
#> Cux2_tdTpositive_cell_7 1 0.000
#> Cux2_tdTpositive_cell_8 1 1.000
#> Cux2_tdTpositive_cell_9 2 0.000
#> Cux2_tdTpositive_cell_10 1 0.000
#> Cux2_tdTpositive_cell_11 1 0.000
#> Cux2_tdTpositive_cell_12 2 0.000
#> Cux2_tdTpositive_cell_13 1 1.000
#> Cux2_tdTpositive_cell_14 2 0.000
#> Cux2_tdTpositive_cell_15 3 1.000
#> Cux2_tdTpositive_cell_16 2 0.000
#> Cux2_tdTpositive_cell_17 3 0.000
#> Cux2_tdTpositive_cell_18 2 1.000
#> Cux2_tdTpositive_cell_19 2 0.751
#> Cux2_tdTpositive_cell_20 3 0.000
#> Cux2_tdTpositive_cell_21 2 0.000
#> Cux2_tdTpositive_cell_22 2 0.249
#> Cux2_tdTpositive_cell_23 2 0.000
#> Cux2_tdTpositive_cell_24 2 0.000
#> Cux2_tdTpositive_cell_25 1 0.000
#> Cux2_tdTpositive_cell_26 1 0.000
#> Cux2_tdTpositive_cell_27 2 1.000
#> Cux2_tdTpositive_cell_28 1 0.502
#> Cux2_tdTpositive_cell_29 2 0.000
#> Cux2_tdTpositive_cell_30 3 1.000
#> Cux2_tdTpositive_cell_31 2 0.000
#> Cux2_tdTpositive_cell_32 2 0.000
#> Cux2_tdTpositive_cell_33 2 0.000
#> Cux2_tdTpositive_cell_34 1 0.249
#> Cux2_tdTpositive_cell_35 1 0.000
#> Cux2_tdTpositive_cell_36 1 0.000
#> Cux2_tdTpositive_cell_37 1 0.000
#> Cux2_tdTpositive_cell_38 1 0.000
#> Cux2_tdTpositive_cell_39 2 0.249
#> Cux2_tdTpositive_cell_40 2 1.000
#> Cux2_tdTpositive_cell_41 1 1.000
#> Cux2_tdTpositive_cell_42 2 0.000
#> Cux2_tdTpositive_cell_43 2 0.000
#> Cux2_tdTpositive_cell_44 1 0.000
#> Cux2_tdTpositive_cell_45 1 0.000
#> Cux2_tdTpositive_cell_46 1 1.000
#> Cux2_tdTpositive_cell_47 1 0.000
#> Cux2_tdTpositive_cell_48 3 1.000
#> Cux2_tdTpositive_cell_49 1 0.000
#> Cux2_tdTpositive_cell_50 2 0.000
#> Cux2_tdTpositive_cell_51 2 0.000
#> Cux2_tdTpositive_cell_52 2 0.000
#> Cux2_tdTpositive_cell_53 2 1.000
#> Cux2_tdTpositive_cell_54 2 0.000
#> Cux2_tdTpositive_cell_55 2 0.000
#> Cux2_tdTpositive_cell_56 2 0.000
#> Cux2_tdTpositive_cell_57 3 0.498
#> Cux2_tdTpositive_cell_58 2 1.000
#> Cux2_tdTpositive_cell_59 2 0.000
#> Cux2_tdTpositive_cell_60 3 0.000
#> Cux2_tdTpositive_cell_61 2 0.000
#> Cux2_tdTpositive_cell_62 1 0.000
#> Cux2_tdTpositive_cell_64 2 0.253
#> Cux2_tdTpositive_cell_65 2 0.000
#> Cux2_tdTpositive_cell_66 2 0.000
#> Cux2_tdTpositive_cell_67 2 0.000
#> Cux2_tdTpositive_cell_68 2 1.000
#> Cux2_tdTpositive_cell_69 2 0.000
#> Cux2_tdTpositive_cell_70 2 0.000
#> Cux2_tdTpositive_cell_71 2 0.000
#> Cux2_tdTpositive_cell_75 2 0.249
#> Cux2_tdTpositive_cell_76 2 0.000
#> Cux2_tdTpositive_cell_78 2 0.000
#> Cux2_tdTpositive_cell_79 2 1.000
#> Cux2_tdTpositive_cell_80 2 0.000
#> Cux2_tdTpositive_cell_81 2 0.000
#> Cux2_tdTpositive_cell_82 2 0.000
#> Cux2_tdTpositive_cell_83 2 1.000
#> Cux2_tdTpositive_cell_84 2 0.502
#> Cux2_tdTpositive_cell_88 2 0.000
#> Cux2_tdTpositive_cell_89 2 0.000
#> Cux2_tdTpositive_cell_90 2 0.000
#> Cux2_tdTpositive_cell_91 2 0.000
#> Cux2_tdTpositive_cell_92 1 0.249
#> Cux2_tdTpositive_cell_95 2 0.498
#> Cux2_tdTpositive_cell_96 2 1.000
#> Cux2_tdTpositive_cell_97 2 1.000
#> Cux2_tdTpositive_cell_99 2 0.000
#> Cux2_tdTpositive_cell_100 2 0.000
#> Cux2_tdTpositive_cell_101 2 0.000
#> Cux2_tdTpositive_cell_102 2 0.000
#> Cux2_tdTpositive_cell_103 2 0.751
#> Cux2_tdTpositive_cell_104 2 0.000
#> Cux2_tdTpositive_cell_105 2 0.000
#> Cux2_tdTpositive_cell_106 2 0.000
#> Cux2_tdTpositive_cell_107 2 1.000
#> Cux2_tdTpositive_cell_108 2 0.000
#> Cux2_tdTpositive_cell_109 2 0.000
#> Cux2_tdTpositive_cell_110 2 0.000
#> Cux2_tdTpositive_cell_111 2 0.000
#> Cux2_tdTpositive_cell_112 2 0.000
#> Cux2_tdTpositive_cell_113 2 0.000
#> Cux2_tdTpositive_cell_114 2 1.000
#> Cux2_tdTpositive_cell_115 1 0.000
#> Cux2_tdTpositive_cell_116 1 0.000
#> Cux2_tdTpositive_cell_117 1 0.000
#> Cux2_tdTpositive_cell_118 1 0.000
#> Cux2_tdTpositive_cell_119 1 0.000
#> Cux2_tdTpositive_cell_120 1 0.000
#> Cux2_tdTpositive_cell_121 1 1.000
#> Cux2_tdTpositive_cell_122 2 1.000
#> Cux2_tdTpositive_cell_123 2 0.000
#> Cux2_tdTnegative_cell_8 2 1.000
#> Cux2_tdTnegative_cell_14 1 1.000
#> Gad2_tdTpositive_cell_42 2 0.000
#> Gad2_tdTpositive_cell_50 2 0.000
#> Gad2_tdTpositive_cell_51 2 0.000
#> Gad2_tdTpositive_cell_66 2 0.000
#> Htr3a_tdTpositive_cell_72 3 0.000
#> Htr3a_tdTpositive_cell_79 3 0.000
#> Htr3a_tdTpositive_cell_86 3 0.000
#> Htr3a_tdTpositive_cell_93 1 1.000
#> Htr3a_tdTpositive_cell_96 3 0.000
#> Htr3a_tdTpositive_cell_97 3 0.000
#> Htr3a_tdTpositive_cell_98 3 0.000
#> Htr3a_tdTpositive_cell_99 3 0.000
#> Htr3a_tdTpositive_cell_100 3 0.000
#> Htr3a_tdTpositive_cell_105 3 0.000
#> Htr3a_tdTpositive_cell_106 1 0.498
#> Htr3a_tdTpositive_cell_107 3 0.000
#> Htr3a_tdTpositive_cell_108 2 1.000
#> Htr3a_tdTpositive_cell_109 2 0.000
#> Htr3a_tdTpositive_cell_110 1 1.000
#> Htr3a_tdTpositive_cell_111 3 0.000
#> Htr3a_tdTpositive_cell_113 3 0.000
#> Htr3a_tdTpositive_cell_114 3 0.000
#> Htr3a_tdTpositive_cell_116 2 1.000
#> Htr3a_tdTpositive_cell_117 3 1.000
#> Htr3a_tdTpositive_cell_120 3 0.000
#> Htr3a_tdTpositive_cell_121 1 1.000
#> Htr3a_tdTpositive_cell_123 3 0.000
#> Ndnf_tdTpositive_cell_2 3 0.000
#> Ndnf_tdTnegative_cell_3 3 1.000
#> Ndnf_tdTnegative_cell_8 3 1.000
#> Ndnf_tdTnegative_cell_9 2 0.000
#> Nos1_tdTpositive_cell_23 1 1.000
#> Nos1_tdTpositive_cell_26 3 0.000
#> Nos1_tdTpositive_cell_27 3 0.000
#> Nos1_tdTpositive_cell_28 2 1.000
#> Nos1_tdTpositive_cell_30 1 0.000
#> Nos1_tdTpositive_cell_33 3 0.000
#> Nos1_tdTpositive_cell_34 3 0.000
#> Nos1_tdTpositive_cell_37 3 0.751
#> Nos1_tdTpositive_cell_38 1 0.000
#> Nos1_tdTpositive_cell_42 2 0.000
#> Nos1_tdTpositive_cell_43 3 0.000
#> Nos1_tdTpositive_cell_46 3 0.000
#> Nos1_tdTpositive_cell_49 3 0.000
#> Nos1_tdTpositive_cell_51 1 1.000
#> Nos1_tdTpositive_cell_59 1 1.000
#> Nos1_tdTpositive_cell_61 1 0.000
#> Nos1_tdTpositive_cell_65 1 1.000
#> Nos1_tdTpositive_cell_71 1 0.000
#> Nos1_tdTpositive_cell_72 2 1.000
#> Nr5a1_tdTpositive_cell_1 1 0.000
#> Nr5a1_tdTpositive_cell_2 1 0.000
#> Nr5a1_tdTpositive_cell_3 1 0.000
#> Nr5a1_tdTpositive_cell_4 1 0.000
#> Nr5a1_tdTpositive_cell_5 1 0.000
#> Nr5a1_tdTpositive_cell_6 2 0.000
#> Nr5a1_tdTpositive_cell_7 2 0.000
#> Nr5a1_tdTpositive_cell_8 1 0.000
#> Nr5a1_tdTpositive_cell_9 2 0.000
#> Nr5a1_tdTpositive_cell_10 2 0.000
#> Nr5a1_tdTpositive_cell_11 2 0.000
#> Nr5a1_tdTpositive_cell_12 2 0.000
#> Nr5a1_tdTpositive_cell_13 2 0.000
#> Nr5a1_tdTpositive_cell_14 2 0.249
#> Nr5a1_tdTpositive_cell_15 2 0.000
#> Nr5a1_tdTpositive_cell_16 2 0.000
#> Nr5a1_tdTpositive_cell_17 1 1.000
#> Nr5a1_tdTpositive_cell_18 2 1.000
#> Nr5a1_tdTpositive_cell_19 2 0.000
#> Nr5a1_tdTpositive_cell_20 3 0.000
#> Nr5a1_tdTpositive_cell_21 3 0.000
#> Nr5a1_tdTpositive_cell_22 2 1.000
#> Nr5a1_tdTpositive_cell_23 2 0.000
#> Nr5a1_tdTpositive_cell_24 2 0.000
#> Nr5a1_tdTpositive_cell_25 2 0.000
#> Nr5a1_tdTpositive_cell_26 2 0.000
#> Nr5a1_tdTpositive_cell_27 2 0.000
#> Nr5a1_tdTpositive_cell_28 2 0.000
#> Nr5a1_tdTpositive_cell_29 2 0.000
#> Nr5a1_tdTpositive_cell_30 3 0.000
#> Nr5a1_tdTpositive_cell_31 3 0.000
#> Nr5a1_tdTpositive_cell_32 2 0.000
#> Nr5a1_tdTpositive_cell_33 3 0.249
#> Nr5a1_tdTpositive_cell_34 2 1.000
#> Nr5a1_tdTpositive_cell_36 2 0.000
#> Nr5a1_tdTpositive_cell_37 1 1.000
#> Nr5a1_tdTpositive_cell_38 1 0.000
#> Nr5a1_tdTpositive_cell_39 1 0.000
#> Nr5a1_tdTpositive_cell_40 1 0.000
#> Nr5a1_tdTpositive_cell_41 1 0.000
#> Nr5a1_tdTpositive_cell_42 1 0.000
#> Nr5a1_tdTpositive_cell_43 1 1.000
#> Nr5a1_tdTpositive_cell_44 1 1.000
#> Nr5a1_tdTpositive_cell_45 3 0.000
#> Nr5a1_tdTpositive_cell_46 1 0.000
#> Nr5a1_tdTpositive_cell_47 1 0.498
#> Nr5a1_tdTpositive_cell_48 1 1.000
#> Nr5a1_tdTpositive_cell_50 1 0.249
#> Nr5a1_tdTpositive_cell_52 2 0.000
#> Ntsr1_tdTpositive_cell_1 1 0.000
#> Ntsr1_tdTpositive_cell_2 1 1.000
#> Ntsr1_tdTpositive_cell_3 1 0.249
#> Ntsr1_tdTpositive_cell_4 1 1.000
#> Ntsr1_tdTpositive_cell_5 1 0.000
#> Ntsr1_tdTpositive_cell_6 2 1.000
#> Ntsr1_tdTpositive_cell_7 1 0.751
#> Ntsr1_tdTpositive_cell_8 1 0.502
#> Ntsr1_tdTpositive_cell_9 1 1.000
#> Ntsr1_tdTpositive_cell_10 1 0.000
#> Ntsr1_tdTpositive_cell_11 1 0.498
#> Ntsr1_tdTpositive_cell_12 1 1.000
#> Ntsr1_tdTpositive_cell_13 3 0.747
#> Ntsr1_tdTpositive_cell_14 1 0.249
#> Ntsr1_tdTpositive_cell_15 1 1.000
#> Ntsr1_tdTpositive_cell_16 3 0.000
#> Ntsr1_tdTpositive_cell_17 1 1.000
#> Ntsr1_tdTpositive_cell_18 1 1.000
#> Ntsr1_tdTpositive_cell_19 1 0.000
#> Ntsr1_tdTpositive_cell_21 3 0.000
#> Ntsr1_tdTpositive_cell_22 1 0.000
#> Ntsr1_tdTpositive_cell_23 1 0.747
#> Ntsr1_tdTpositive_cell_24 1 1.000
#> Ntsr1_tdTpositive_cell_25 1 0.000
#> Ntsr1_tdTpositive_cell_26 3 0.000
#> Ntsr1_tdTpositive_cell_27 3 0.000
#> Ntsr1_tdTpositive_cell_28 3 0.000
#> Ntsr1_tdTpositive_cell_29 1 1.000
#> Ntsr1_tdTpositive_cell_30 1 1.000
#> Ntsr1_tdTpositive_cell_31 3 0.000
#> Ntsr1_tdTpositive_cell_32 3 0.000
#> Ntsr1_tdTpositive_cell_33 1 1.000
#> Ntsr1_tdTpositive_cell_34 1 1.000
#> Ntsr1_tdTpositive_cell_35 1 1.000
#> Ntsr1_tdTpositive_cell_36 1 1.000
#> Ntsr1_tdTpositive_cell_37 3 1.000
#> Ntsr1_tdTpositive_cell_38 3 0.000
#> Ntsr1_tdTpositive_cell_39 3 0.000
#> Ntsr1_tdTpositive_cell_40 1 1.000
#> Ntsr1_tdTpositive_cell_41 3 0.751
#> Ntsr1_tdTpositive_cell_42 3 0.000
#> Ntsr1_tdTpositive_cell_43 3 0.000
#> Ntsr1_tdTpositive_cell_44 3 0.000
#> Ntsr1_tdTpositive_cell_45 3 0.751
#> Ntsr1_tdTpositive_cell_46 2 1.000
#> Ntsr1_tdTpositive_cell_47 3 0.000
#> Ntsr1_tdTpositive_cell_48 3 0.000
#> Ntsr1_tdTpositive_cell_49 3 0.000
#> Ntsr1_tdTpositive_cell_50 3 0.000
#> Ntsr1_tdTpositive_cell_51 2 1.000
#> Ntsr1_tdTpositive_cell_52 3 0.000
#> Ntsr1_tdTpositive_cell_53 1 0.249
#> Ntsr1_tdTpositive_cell_54 2 0.249
#> Ntsr1_tdTpositive_cell_55 2 0.000
#> Ntsr1_tdTpositive_cell_56 2 0.000
#> Ntsr1_tdTpositive_cell_57 2 0.502
#> Ntsr1_tdTpositive_cell_58 2 0.000
#> Ntsr1_tdTpositive_cell_59 3 0.498
#> Ntsr1_tdTpositive_cell_60 3 0.000
#> Ntsr1_tdTpositive_cell_61 2 0.000
#> Ntsr1_tdTpositive_cell_62 2 1.000
#> Ntsr1_tdTpositive_cell_63 2 0.000
#> Ntsr1_tdTpositive_cell_64 2 0.000
#> Ntsr1_tdTpositive_cell_65 2 1.000
#> Ntsr1_tdTpositive_cell_66 2 1.000
#> Ntsr1_tdTpositive_cell_67 3 1.000
#> Ntsr1_tdTpositive_cell_68 2 0.000
#> Ntsr1_tdTpositive_cell_69 2 0.000
#> Ntsr1_tdTpositive_cell_70 3 1.000
#> Ntsr1_tdTpositive_cell_71 2 0.000
#> Ntsr1_tdTpositive_cell_72 2 0.000
#> Ntsr1_tdTpositive_cell_73 2 0.253
#> Ntsr1_tdTpositive_cell_74 2 0.000
#> Ntsr1_tdTpositive_cell_75 1 1.000
#> Ntsr1_tdTpositive_cell_76 1 1.000
#> Ntsr1_tdTpositive_cell_77 1 1.000
#> Ntsr1_tdTnegative_cell_1 2 1.000
#> Ntsr1_tdTnegative_cell_4 3 1.000
#> Ntsr1_tdTnegative_cell_6 3 1.000
#> Ntsr1_tdTnegative_cell_7 2 1.000
#> Ntsr1_tdTnegative_cell_8 2 1.000
#> Ntsr1_tdTnegative_cell_9 2 1.000
#> Ntsr1_tdTnegative_cell_15 2 0.502
#> Ntsr1_tdTnegative_cell_31 3 1.000
#> Ntsr1_tdTnegative_cell_34 2 0.000
#> Ntsr1_tdTnegative_cell_35 2 0.000
#> Ntsr1_tdTnegative_cell_36 2 1.000
#> Ntsr1_tdTnegative_cell_37 2 0.000
#> Ntsr1_tdTnegative_cell_40 1 0.000
#> Ntsr1_tdTnegative_cell_43 1 0.000
#> Ntsr1_tdTnegative_cell_47 1 0.000
#> Ntsr1_tdTnegative_cell_48 1 0.747
#> Ntsr1_tdTnegative_cell_49 2 0.000
#> Ntsr1_tdTnegative_cell_50 2 0.000
#> Ntsr1_tdTnegative_cell_51 2 0.000
#> Ntsr1_tdTnegative_cell_52 1 0.000
#> Ntsr1_tdTnegative_cell_53 2 0.751
#> PvalbF-Gad2_tdTpositive_cell_31 3 0.498
#> Rbp4_tdTpositive_cell_1 1 0.000
#> Rbp4_tdTpositive_cell_2 1 1.000
#> Rbp4_tdTpositive_cell_3 2 1.000
#> Rbp4_tdTpositive_cell_4 2 1.000
#> Rbp4_tdTpositive_cell_5 2 1.000
#> Rbp4_tdTpositive_cell_6 3 0.000
#> Rbp4_tdTpositive_cell_7 1 1.000
#> Rbp4_tdTpositive_cell_8 1 1.000
#> Rbp4_tdTpositive_cell_9 3 0.000
#> Rbp4_tdTpositive_cell_10 3 0.000
#> Rbp4_tdTpositive_cell_11 3 0.747
#> Rbp4_tdTpositive_cell_12 3 0.502
#> Rbp4_tdTpositive_cell_13 3 0.253
#> Rbp4_tdTpositive_cell_14 3 1.000
#> Rbp4_tdTpositive_cell_15 3 0.000
#> Rbp4_tdTpositive_cell_16 1 1.000
#> Rbp4_tdTpositive_cell_17 1 0.000
#> Rbp4_tdTpositive_cell_18 1 1.000
#> Rbp4_tdTpositive_cell_19 1 0.000
#> Rbp4_tdTpositive_cell_20 1 1.000
#> Rbp4_tdTpositive_cell_21 1 0.000
#> Rbp4_tdTpositive_cell_22 1 0.000
#> Rbp4_tdTpositive_cell_23 1 1.000
#> Rbp4_tdTpositive_cell_24 1 0.000
#> Rbp4_tdTpositive_cell_25 1 1.000
#> Rbp4_tdTpositive_cell_26 1 0.000
#> Rbp4_tdTpositive_cell_27 1 0.000
#> Rbp4_tdTpositive_cell_28 1 0.000
#> Rbp4_tdTpositive_cell_29 1 0.249
#> Rbp4_tdTpositive_cell_30 3 1.000
#> Rbp4_tdTpositive_cell_31 3 0.249
#> Rbp4_tdTpositive_cell_32 1 0.000
#> Rbp4_tdTpositive_cell_33 3 0.249
#> Rbp4_tdTpositive_cell_34 1 0.747
#> Rbp4_tdTpositive_cell_35 3 0.000
#> Rbp4_tdTpositive_cell_36 1 0.000
#> Rbp4_tdTpositive_cell_37 3 1.000
#> Rbp4_tdTpositive_cell_38 1 0.000
#> Rbp4_tdTpositive_cell_39 3 0.000
#> Rbp4_tdTpositive_cell_40 3 1.000
#> Rbp4_tdTpositive_cell_41 3 0.000
#> Rbp4_tdTpositive_cell_42 1 0.502
#> Rbp4_tdTpositive_cell_43 3 0.000
#> Rbp4_tdTpositive_cell_44 3 0.000
#> Rbp4_tdTpositive_cell_45 3 1.000
#> Rbp4_tdTpositive_cell_46 1 1.000
#> Rbp4_tdTpositive_cell_47 3 1.000
#> Rbp4_tdTpositive_cell_48 1 1.000
#> Rbp4_tdTpositive_cell_49 3 0.000
#> Rbp4_tdTpositive_cell_50 2 1.000
#> Rbp4_tdTpositive_cell_52 3 1.000
#> Rbp4_tdTpositive_cell_53 1 1.000
#> Rbp4_tdTpositive_cell_54 3 0.000
#> Rbp4_tdTpositive_cell_55 1 1.000
#> Rbp4_tdTpositive_cell_56 3 0.000
#> Rbp4_tdTpositive_cell_57 3 0.000
#> Rbp4_tdTpositive_cell_58 3 0.000
#> Rbp4_tdTpositive_cell_59 1 0.000
#> Rbp4_tdTpositive_cell_60 3 0.000
#> Rbp4_tdTpositive_cell_61 1 1.000
#> Rbp4_tdTpositive_cell_62 2 1.000
#> Rbp4_tdTpositive_cell_63 3 0.000
#> Rbp4_tdTpositive_cell_64 3 0.498
#> Rbp4_tdTpositive_cell_65 1 1.000
#> Rbp4_tdTpositive_cell_66 2 0.000
#> Rbp4_tdTpositive_cell_67 1 0.000
#> Rbp4_tdTpositive_cell_68 1 0.747
#> Rbp4_tdTpositive_cell_69 2 0.000
#> Rbp4_tdTpositive_cell_70 1 1.000
#> Rbp4_tdTpositive_cell_71 1 0.747
#> Rbp4_tdTpositive_cell_72 1 0.000
#> Rbp4_tdTpositive_cell_73 1 0.000
#> Rbp4_tdTpositive_cell_74 3 0.000
#> Rbp4_tdTpositive_cell_75 2 0.751
#> Rbp4_tdTpositive_cell_76 2 1.000
#> Rbp4_tdTpositive_cell_77 3 0.000
#> Rbp4_tdTpositive_cell_78 1 1.000
#> Rbp4_tdTpositive_cell_80 2 0.498
#> Rbp4_tdTpositive_cell_81 2 1.000
#> Rbp4_tdTpositive_cell_82 2 0.000
#> Rbp4_tdTpositive_cell_83 2 0.000
#> Rbp4_tdTpositive_cell_84 2 1.000
#> Rbp4_tdTpositive_cell_86 2 1.000
#> Rbp4_tdTpositive_cell_87 2 1.000
#> Rbp4_tdTpositive_cell_88 2 0.000
#> Rbp4_tdTpositive_cell_89 3 0.000
#> Rbp4_tdTpositive_cell_90 2 0.498
#> Rbp4_tdTpositive_cell_91 3 1.000
#> Rbp4_tdTpositive_cell_92 3 0.249
#> Rbp4_tdTpositive_cell_93 2 1.000
#> Rbp4_tdTpositive_cell_94 2 0.000
#> Rbp4_tdTpositive_cell_95 1 1.000
#> Rbp4_tdTpositive_cell_96 1 0.000
#> Rbp4_tdTpositive_cell_97 3 0.000
#> Rbp4_tdTpositive_cell_98 2 0.000
#> Rbp4_tdTpositive_cell_99 3 0.000
#> Rbp4_tdTpositive_cell_100 3 1.000
#> Rbp4_tdTpositive_cell_101 1 0.000
#> Rbp4_tdTpositive_cell_102 3 1.000
#> Rbp4_tdTpositive_cell_103 3 0.000
#> Rbp4_tdTpositive_cell_104 3 0.751
#> Rbp4_tdTpositive_cell_105 3 0.000
#> Rbp4_tdTpositive_cell_106 3 0.000
#> Rbp4_tdTpositive_cell_107 3 1.000
#> Rbp4_tdTpositive_cell_108 3 0.000
#> Rbp4_tdTpositive_cell_109 1 0.000
#> Rbp4_tdTpositive_cell_110 1 1.000
#> Rbp4_tdTpositive_cell_111 2 0.000
#> Rbp4_tdTpositive_cell_112 2 1.000
#> Rbp4_tdTpositive_cell_113 2 0.000
#> Rbp4_tdTpositive_cell_114 3 0.249
#> Rbp4_tdTpositive_cell_115 2 0.000
#> Rbp4_tdTpositive_cell_116 2 0.000
#> Rbp4_tdTpositive_cell_117 3 0.502
#> Rbp4_tdTpositive_cell_118 2 0.000
#> Rbp4_tdTpositive_cell_119 2 1.000
#> Rbp4_tdTpositive_cell_120 2 1.000
#> Rbp4_tdTpositive_cell_122 2 1.000
#> Rbp4_tdTpositive_cell_123 1 0.000
#> Rbp4_tdTpositive_cell_124 2 0.000
#> Rbp4_tdTpositive_cell_125 1 1.000
#> Rbp4_tdTpositive_cell_127 1 1.000
#> Rbp4_tdTpositive_cell_128 1 0.000
#> Rbp4_tdTpositive_cell_129 3 0.000
#> Rbp4_tdTpositive_cell_130 3 0.000
#> Rbp4_tdTpositive_cell_131 3 0.000
#> Rbp4_tdTpositive_cell_132 3 0.000
#> Rbp4_tdTpositive_cell_133 1 0.000
#> Rbp4_tdTpositive_cell_134 1 0.000
#> Rbp4_tdTpositive_cell_135 3 0.000
#> Rbp4_tdTpositive_cell_136 1 0.498
#> Rbp4_tdTpositive_cell_137 1 1.000
#> Rbp4_tdTpositive_cell_138 1 0.000
#> Rbp4_tdTpositive_cell_139 1 0.000
#> Rbp4_tdTpositive_cell_140 1 0.000
#> Rbp4_tdTpositive_cell_141 1 1.000
#> Rbp4_tdTpositive_cell_142 2 0.000
#> Rbp4_tdTpositive_cell_143 2 1.000
#> Rbp4_tdTpositive_cell_144 2 0.000
#> Rbp4_tdTpositive_cell_145 2 1.000
#> Rbp4_tdTpositive_cell_146 2 1.000
#> Rbp4_tdTpositive_cell_147 1 0.000
#> Rbp4_tdTpositive_cell_148 1 1.000
#> Rbp4_tdTpositive_cell_149 1 1.000
#> Rbp4_tdTpositive_cell_150 2 0.751
#> Rbp4_tdTpositive_cell_151 3 0.000
#> Rbp4_tdTpositive_cell_152 1 0.751
#> Rbp4_tdTpositive_cell_153 3 0.000
#> Rbp4_tdTpositive_cell_154 1 0.000
#> Rbp4_tdTpositive_cell_155 1 0.000
#> Rbp4_tdTpositive_cell_156 1 0.000
#> Rbp4_tdTpositive_cell_157 1 0.000
#> Rbp4_tdTpositive_cell_158 3 1.000
#> Rbp4_tdTpositive_cell_159 2 1.000
#> Rbp4_tdTpositive_cell_160 2 1.000
#> Rbp4_tdTpositive_cell_161 3 1.000
#> Rbp4_tdTpositive_cell_162 1 1.000
#> Rbp4_tdTpositive_cell_163 1 0.000
#> Rbp4_tdTpositive_cell_164 1 0.000
#> Rbp4_tdTpositive_cell_165 1 0.000
#> Rbp4_tdTpositive_cell_166 1 1.000
#> Rbp4_tdTpositive_cell_167 3 1.000
#> Rbp4_tdTpositive_cell_168 2 1.000
#> Rbp4_tdTpositive_cell_169 2 0.000
#> Rbp4_tdTpositive_cell_170 3 1.000
#> Rbp4_tdTpositive_cell_171 3 0.000
#> Rbp4_tdTpositive_cell_172 1 0.249
#> Rbp4_tdTpositive_cell_173 1 0.000
#> Rbp4_tdTpositive_cell_177 2 0.000
#> Rbp4_tdTpositive_cell_178 2 0.000
#> Rbp4_tdTpositive_cell_179 1 0.000
#> Rbp4_tdTpositive_cell_180 2 0.000
#> Rbp4_tdTpositive_cell_181 1 0.000
#> Rbp4_tdTpositive_cell_182 1 0.000
#> Rbp4_tdTpositive_cell_183 1 0.000
#> Rbp4_tdTpositive_cell_184 1 0.000
#> Rbp4_tdTpositive_cell_185 1 0.253
#> Rbp4_tdTpositive_cell_186 1 0.000
#> Rbp4_tdTpositive_cell_187 1 1.000
#> Rbp4_tdTpositive_cell_188 1 0.000
#> Rbp4_tdTpositive_cell_189 1 1.000
#> Rbp4_tdTpositive_cell_190 1 1.000
#> Rbp4_tdTnegative_cell_8 1 0.000
#> Rorb_tdTpositive_cell_1 1 1.000
#> Rorb_tdTpositive_cell_2 1 0.000
#> Rorb_tdTpositive_cell_3 1 0.751
#> Rorb_tdTpositive_cell_4 1 0.000
#> Rorb_tdTpositive_cell_5 1 0.000
#> Rorb_tdTpositive_cell_6 1 0.000
#> Rorb_tdTpositive_cell_7 2 0.000
#> Rorb_tdTpositive_cell_8 2 0.000
#> Rorb_tdTpositive_cell_9 2 1.000
#> Rorb_tdTpositive_cell_10 2 0.751
#> Rorb_tdTpositive_cell_13 2 0.000
#> Rorb_tdTpositive_cell_15 2 0.000
#> Rorb_tdTpositive_cell_16 1 0.000
#> Rorb_tdTpositive_cell_17 2 0.000
#> Rorb_tdTpositive_cell_18 1 0.000
#> Rorb_tdTpositive_cell_19 1 0.000
#> Rorb_tdTpositive_cell_20 2 0.000
#> Rorb_tdTpositive_cell_21 1 0.000
#> Rorb_tdTpositive_cell_22 2 0.000
#> Rorb_tdTpositive_cell_23 1 0.000
#> Rorb_tdTpositive_cell_24 1 0.000
#> Rorb_tdTpositive_cell_25 1 0.000
#> Rorb_tdTpositive_cell_26 1 0.000
#> Rorb_tdTpositive_cell_27 1 0.000
#> Rorb_tdTpositive_cell_28 1 0.000
#> Rorb_tdTpositive_cell_29 1 0.000
#> Rorb_tdTpositive_cell_30 2 0.000
#> Rorb_tdTpositive_cell_31 1 0.498
#> Rorb_tdTpositive_cell_32 1 1.000
#> Rorb_tdTpositive_cell_33 1 0.000
#> Rorb_tdTpositive_cell_34 1 0.000
#> Rorb_tdTpositive_cell_35 1 0.498
#> Rorb_tdTpositive_cell_36 1 0.000
#> Rorb_tdTpositive_cell_37 1 0.498
#> Rorb_tdTpositive_cell_38 1 0.000
#> Rorb_tdTpositive_cell_40 1 0.498
#> Rorb_tdTpositive_cell_41 1 1.000
#> Rorb_tdTpositive_cell_42 1 1.000
#> Rorb_tdTpositive_cell_43 3 0.000
#> Rorb_tdTpositive_cell_44 3 1.000
#> Rorb_tdTpositive_cell_45 1 1.000
#> Rorb_tdTpositive_cell_46 1 1.000
#> Rorb_tdTpositive_cell_48 3 0.249
#> Rorb_tdTpositive_cell_49 3 0.000
#> Rorb_tdTpositive_cell_50 1 0.000
#> Rorb_tdTpositive_cell_51 3 1.000
#> Rorb_tdTpositive_cell_52 3 1.000
#> Rorb_tdTpositive_cell_53 1 0.747
#> Rorb_tdTpositive_cell_55 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_1 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_2 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_3 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_4 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_5 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_6 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_7 2 0.751
#> Scnn1a-Tg2_tdTpositive_cell_8 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_9 2 1.000
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_11 1 0.498
#> Scnn1a-Tg2_tdTpositive_cell_12 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_13 3 0.249
#> Scnn1a-Tg2_tdTpositive_cell_14 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_15 3 0.253
#> Scnn1a-Tg2_tdTpositive_cell_16 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_17 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_19 2 0.000
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_2 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_7 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_8 1 0.000
#> Scnn1a-Tg2_tdTnegative_cell_10 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_1 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_3 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_5 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_8 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_9 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_10 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_11 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_12 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_13 3 1.000
#> Scnn1a-Tg3_tdTpositive_cell_14 3 1.000
#> Scnn1a-Tg3_tdTpositive_cell_15 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_16 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_17 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_18 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_19 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_20 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_21 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_22 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_23 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_24 3 0.249
#> Scnn1a-Tg3_tdTpositive_cell_25 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_26 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_27 3 0.751
#> Scnn1a-Tg3_tdTpositive_cell_28 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_29 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_30 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_31 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_32 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_33 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_34 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_35 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_36 3 1.000
#> Scnn1a-Tg3_tdTpositive_cell_37 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_38 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_39 3 1.000
#> Scnn1a-Tg3_tdTpositive_cell_40 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_41 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_44 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_45 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_46 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_47 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_48 2 0.249
#> Scnn1a-Tg3_tdTpositive_cell_49 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_50 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_51 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_52 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_53 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_54 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_55 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_56 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_57 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_58 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_59 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_60 2 0.751
#> Scnn1a-Tg3_tdTpositive_cell_61 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_62 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_63 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_64 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_67 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_68 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_69 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_72 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_73 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_74 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_75 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_76 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_77 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_78 2 0.253
#> Scnn1a-Tg3_tdTpositive_cell_79 2 0.751
#> Scnn1a-Tg3_tdTpositive_cell_80 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_81 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_82 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_83 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_84 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_91 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_92 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_93 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_94 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_95 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_96 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_97 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_98 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_99 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_100 1 0.249
#> Scnn1a-Tg3_tdTpositive_cell_102 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_106 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_107 1 0.498
#> Scnn1a-Tg3_tdTpositive_cell_108 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_110 2 0.000
#> Scnn1a-Tg3_tdTnegative_cell_20 3 0.751
#> Slc17a6_tdTpositive_cell_1 2 0.000
#> Slc17a6_tdTpositive_cell_2 2 0.000
#> Slc17a6_tdTpositive_cell_3 2 1.000
#> Slc17a6_tdTpositive_cell_4 2 0.000
#> Slc17a6_tdTpositive_cell_6 2 1.000
#> Slc17a6_tdTpositive_cell_7 2 0.000
#> Slc17a6_tdTpositive_cell_8 2 0.751
#> Slc17a6_tdTpositive_cell_9 2 1.000
#> Slc17a6_tdTpositive_cell_10 2 0.751
#> Slc17a6_tdTpositive_cell_11 2 0.000
#> Slc17a6_tdTpositive_cell_12 2 0.000
#> Slc17a6_tdTpositive_cell_13 3 1.000
#> Slc17a6_tdTpositive_cell_14 2 0.000
#> Slc17a6_tdTpositive_cell_15 2 0.000
#> Slc17a6_tdTpositive_cell_16 2 1.000
#> Slc17a6_tdTpositive_cell_17 2 1.000
#> Slc17a6_tdTpositive_cell_18 2 0.000
#> Slc17a6_tdTpositive_cell_19 2 0.502
#> Slc17a6_tdTpositive_cell_20 2 0.253
#> Slc17a6_tdTpositive_cell_21 2 0.000
#> Slc17a6_tdTpositive_cell_22 2 0.249
#> Slc17a6_tdTpositive_cell_24 2 1.000
#> Slc17a6_tdTpositive_cell_25 2 0.000
#> Slc17a6_tdTpositive_cell_26 2 0.000
#> Slc17a6_tdTpositive_cell_27 2 0.000
#> Slc17a6_tdTpositive_cell_28 2 1.000
#> Slc17a6_tdTpositive_cell_29 2 0.000
#> Slc17a6_tdTpositive_cell_30 2 0.000
#> Slc17a6_tdTpositive_cell_31 2 1.000
#> Slc17a6_tdTpositive_cell_32 2 1.000
#> Slc17a6_tdTpositive_cell_33 2 1.000
#> Slc17a6_tdTpositive_cell_34 2 1.000
#> Slc17a6_tdTpositive_cell_35 2 1.000
#> Slc17a6_tdTpositive_cell_36 2 1.000
#> Slc17a6_tdTpositive_cell_37 2 0.751
#> Slc17a6_tdTpositive_cell_38 2 0.000
#> Slc17a6_tdTpositive_cell_39 2 1.000
#> Slc17a6_tdTpositive_cell_40 2 1.000
#> Slc17a6_tdTpositive_cell_41 2 1.000
#> Slc17a6_tdTpositive_cell_42 2 1.000
#> Slc17a6_tdTpositive_cell_43 2 1.000
#> Slc17a6_tdTpositive_cell_44 1 0.000
#> Slc17a6_tdTpositive_cell_45 2 0.000
#> Slc17a6_tdTpositive_cell_46 2 1.000
#> Slc17a6_tdTpositive_cell_47 2 0.249
#> Sst_tdTpositive_cell_13 1 0.000
#> Sst_tdTpositive_cell_20 2 0.000
#> Tac2_tdTpositive_cell_2 2 0.751
#> Tac2_tdTpositive_cell_3 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_1 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_2 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_3 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_4 3 0.502
#> CAV_LP_Ipsi_tdTpos_cell_5 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_6 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_7 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_8 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_9 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_10 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_11 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_12 2 0.000
#> CAV_LP_Ipsi_tdTpos_cell_13 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_14 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_15 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_16 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_17 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_18 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_19 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_20 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_21 2 0.000
#> CAV_LP_Ipsi_tdTpos_cell_22 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_23 3 0.502
#> CAV_LP_Ipsi_tdTpos_cell_24 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_25 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_26 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_27 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_28 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_29 2 0.000
#> CAV_LP_Ipsi_tdTpos_cell_30 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_31 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_32 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_33 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_34 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_35 2 0.000
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.747
#> CAV_LP_Ipsi_tdTpos_cell_37 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_38 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.249
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.747
#> CAV_LP_Ipsi_tdTpos_cell_41 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_42 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_43 1 1.000
#> CAV_VISp_Contra_tdTpos_cell_1 3 1.000
#> CAV_VISp_Contra_tdTpos_cell_2 2 0.000
#> CAV_VISp_Contra_tdTpos_cell_3 2 0.000
#> CAV_VISp_Contra_tdTpos_cell_4 2 0.000
#> CAV_VISp_Contra_tdTpos_cell_5 2 0.000
#> Rbp4_CTX_10pg_1 1 1.000
#> Rbp4_CTX_10pg_2 1 1.000
#> Rbp4_CTX_10pg_3 1 1.000
#> Rbp4_CTX_10pg_4 1 1.000
#> Rbp4_CTX_10pg_5 1 1.000
#> Rbp4_CTX_10pg_6 3 1.000
#> Rbp4_CTX_250ng_1 1 1.000
#> Rbp4_CTX_250ng_2 1 1.000
#> Trib2_CTX_250ng_1 1 1.000
get_classes(res, k = 4)
#> class p
#> Calb2_tdTpositive_cell_3 2 1.000
#> Calb2_tdTpositive_cell_6 1 0.000
#> Calb2_tdTpositive_cell_7 1 1.000
#> Calb2_tdTpositive_cell_8 1 1.000
#> Calb2_tdTpositive_cell_9 3 1.000
#> Calb2_tdTpositive_cell_10 1 1.000
#> Calb2_tdTpositive_cell_12 3 0.000
#> Calb2_tdTpositive_cell_14 1 1.000
#> Calb2_tdTpositive_cell_23 2 1.000
#> Calb2_tdTpositive_cell_30 2 1.000
#> Calb2_tdTpositive_cell_31 2 1.000
#> Calb2_tdTpositive_cell_32 4 1.000
#> Calb2_tdTpositive_cell_33 2 0.000
#> Calb2_tdTpositive_cell_39 2 1.000
#> Calb2_tdTpositive_cell_42 3 0.000
#> Calb2_tdTpositive_cell_45 2 1.000
#> Calb2_tdTpositive_cell_47 2 1.000
#> Calb2_tdTpositive_cell_51 2 1.000
#> Chrna2_tdTpositive_cell_3 2 1.000
#> Chrna2_tdTpositive_cell_18 2 1.000
#> Chrna2_tdTpositive_cell_22 3 0.000
#> Chrna2_tdTpositive_cell_24 3 0.000
#> Chrna2_tdTpositive_cell_38 2 1.000
#> Chrna2_tdTpositive_cell_51 3 0.000
#> Chrna2_tdTpositive_cell_58 3 0.249
#> Chrna2_tdTpositive_cell_63 3 0.000
#> Chrna2_tdTpositive_cell_67 1 1.000
#> Chrna2_tdTpositive_cell_68 3 0.000
#> Chrna2_tdTpositive_cell_69 4 0.000
#> Chrna2_tdTpositive_cell_72 2 0.751
#> Chrna2_tdTpositive_cell_73 3 0.000
#> Chrna2_tdTpositive_cell_74 3 0.000
#> Chrna2_tdTpositive_cell_75 2 1.000
#> Chrna2_tdTpositive_cell_82 3 0.000
#> Ctgf_tdTpositive_cell_11 2 0.502
#> Ctgf_tdTpositive_cell_12 2 0.000
#> Ctgf_tdTpositive_cell_13 2 1.000
#> Ctgf_tdTpositive_cell_14 2 1.000
#> Ctgf_tdTpositive_cell_15 2 0.000
#> Ctgf_tdTpositive_cell_16 2 1.000
#> Ctgf_tdTpositive_cell_17 2 0.000
#> Ctgf_tdTpositive_cell_18 2 1.000
#> Ctgf_tdTpositive_cell_19 2 1.000
#> Ctgf_tdTpositive_cell_20 2 1.000
#> Ctgf_tdTpositive_cell_21 2 0.000
#> Ctgf_tdTpositive_cell_22 2 1.000
#> Ctgf_tdTpositive_cell_23 2 1.000
#> Cux2_tdTpositive_cell_1 1 0.000
#> Cux2_tdTpositive_cell_2 1 0.000
#> Cux2_tdTpositive_cell_3 1 0.000
#> Cux2_tdTpositive_cell_4 1 0.000
#> Cux2_tdTpositive_cell_5 1 0.502
#> Cux2_tdTpositive_cell_6 1 1.000
#> Cux2_tdTpositive_cell_7 1 0.000
#> Cux2_tdTpositive_cell_8 1 1.000
#> Cux2_tdTpositive_cell_9 4 0.000
#> Cux2_tdTpositive_cell_10 4 0.000
#> Cux2_tdTpositive_cell_11 4 0.000
#> Cux2_tdTpositive_cell_12 2 1.000
#> Cux2_tdTpositive_cell_13 4 0.000
#> Cux2_tdTpositive_cell_14 4 0.249
#> Cux2_tdTpositive_cell_15 4 0.000
#> Cux2_tdTpositive_cell_16 2 1.000
#> Cux2_tdTpositive_cell_17 3 0.000
#> Cux2_tdTpositive_cell_18 4 0.000
#> Cux2_tdTpositive_cell_19 4 0.000
#> Cux2_tdTpositive_cell_20 3 0.000
#> Cux2_tdTpositive_cell_21 4 0.000
#> Cux2_tdTpositive_cell_22 2 0.249
#> Cux2_tdTpositive_cell_23 4 1.000
#> Cux2_tdTpositive_cell_24 2 1.000
#> Cux2_tdTpositive_cell_25 4 1.000
#> Cux2_tdTpositive_cell_26 1 1.000
#> Cux2_tdTpositive_cell_27 4 0.000
#> Cux2_tdTpositive_cell_28 4 0.000
#> Cux2_tdTpositive_cell_29 4 0.000
#> Cux2_tdTpositive_cell_30 4 0.000
#> Cux2_tdTpositive_cell_31 4 0.000
#> Cux2_tdTpositive_cell_32 4 0.000
#> Cux2_tdTpositive_cell_33 2 1.000
#> Cux2_tdTpositive_cell_34 4 0.000
#> Cux2_tdTpositive_cell_35 4 0.000
#> Cux2_tdTpositive_cell_36 4 0.000
#> Cux2_tdTpositive_cell_37 4 0.000
#> Cux2_tdTpositive_cell_38 1 1.000
#> Cux2_tdTpositive_cell_39 4 0.000
#> Cux2_tdTpositive_cell_40 4 0.000
#> Cux2_tdTpositive_cell_41 1 0.747
#> Cux2_tdTpositive_cell_42 2 1.000
#> Cux2_tdTpositive_cell_43 4 0.000
#> Cux2_tdTpositive_cell_44 1 0.498
#> Cux2_tdTpositive_cell_45 4 1.000
#> Cux2_tdTpositive_cell_46 1 1.000
#> Cux2_tdTpositive_cell_47 1 1.000
#> Cux2_tdTpositive_cell_48 3 1.000
#> Cux2_tdTpositive_cell_49 1 1.000
#> Cux2_tdTpositive_cell_50 2 1.000
#> Cux2_tdTpositive_cell_51 2 1.000
#> Cux2_tdTpositive_cell_52 2 1.000
#> Cux2_tdTpositive_cell_53 2 0.747
#> Cux2_tdTpositive_cell_54 2 1.000
#> Cux2_tdTpositive_cell_55 2 1.000
#> Cux2_tdTpositive_cell_56 2 1.000
#> Cux2_tdTpositive_cell_57 4 1.000
#> Cux2_tdTpositive_cell_58 4 0.000
#> Cux2_tdTpositive_cell_59 4 0.000
#> Cux2_tdTpositive_cell_60 3 0.000
#> Cux2_tdTpositive_cell_61 2 1.000
#> Cux2_tdTpositive_cell_62 1 1.000
#> Cux2_tdTpositive_cell_64 4 0.502
#> Cux2_tdTpositive_cell_65 4 0.000
#> Cux2_tdTpositive_cell_66 2 1.000
#> Cux2_tdTpositive_cell_67 2 1.000
#> Cux2_tdTpositive_cell_68 4 0.000
#> Cux2_tdTpositive_cell_69 2 1.000
#> Cux2_tdTpositive_cell_70 2 1.000
#> Cux2_tdTpositive_cell_71 2 1.000
#> Cux2_tdTpositive_cell_75 2 0.000
#> Cux2_tdTpositive_cell_76 4 0.000
#> Cux2_tdTpositive_cell_78 2 0.751
#> Cux2_tdTpositive_cell_79 2 0.000
#> Cux2_tdTpositive_cell_80 2 1.000
#> Cux2_tdTpositive_cell_81 2 1.000
#> Cux2_tdTpositive_cell_82 2 1.000
#> Cux2_tdTpositive_cell_83 2 0.498
#> Cux2_tdTpositive_cell_84 2 0.751
#> Cux2_tdTpositive_cell_88 2 1.000
#> Cux2_tdTpositive_cell_89 2 1.000
#> Cux2_tdTpositive_cell_90 2 1.000
#> Cux2_tdTpositive_cell_91 2 1.000
#> Cux2_tdTpositive_cell_92 1 0.498
#> Cux2_tdTpositive_cell_95 2 0.000
#> Cux2_tdTpositive_cell_96 2 1.000
#> Cux2_tdTpositive_cell_97 2 1.000
#> Cux2_tdTpositive_cell_99 2 1.000
#> Cux2_tdTpositive_cell_100 2 0.751
#> Cux2_tdTpositive_cell_101 2 1.000
#> Cux2_tdTpositive_cell_102 2 1.000
#> Cux2_tdTpositive_cell_103 2 0.000
#> Cux2_tdTpositive_cell_104 2 1.000
#> Cux2_tdTpositive_cell_105 2 1.000
#> Cux2_tdTpositive_cell_106 2 1.000
#> Cux2_tdTpositive_cell_107 2 1.000
#> Cux2_tdTpositive_cell_108 2 0.249
#> Cux2_tdTpositive_cell_109 2 0.249
#> Cux2_tdTpositive_cell_110 2 1.000
#> Cux2_tdTpositive_cell_111 2 0.000
#> Cux2_tdTpositive_cell_112 2 1.000
#> Cux2_tdTpositive_cell_113 2 0.751
#> Cux2_tdTpositive_cell_114 2 0.000
#> Cux2_tdTpositive_cell_115 1 0.000
#> Cux2_tdTpositive_cell_116 1 0.000
#> Cux2_tdTpositive_cell_117 1 0.000
#> Cux2_tdTpositive_cell_118 1 0.000
#> Cux2_tdTpositive_cell_119 1 0.000
#> Cux2_tdTpositive_cell_120 1 0.000
#> Cux2_tdTpositive_cell_121 1 1.000
#> Cux2_tdTpositive_cell_122 2 1.000
#> Cux2_tdTpositive_cell_123 2 1.000
#> Cux2_tdTnegative_cell_8 2 0.747
#> Cux2_tdTnegative_cell_14 1 1.000
#> Gad2_tdTpositive_cell_42 2 1.000
#> Gad2_tdTpositive_cell_50 2 1.000
#> Gad2_tdTpositive_cell_51 2 1.000
#> Gad2_tdTpositive_cell_66 2 1.000
#> Htr3a_tdTpositive_cell_72 3 0.000
#> Htr3a_tdTpositive_cell_79 3 0.000
#> Htr3a_tdTpositive_cell_86 3 0.000
#> Htr3a_tdTpositive_cell_93 1 1.000
#> Htr3a_tdTpositive_cell_96 3 0.000
#> Htr3a_tdTpositive_cell_97 3 0.000
#> Htr3a_tdTpositive_cell_98 3 0.000
#> Htr3a_tdTpositive_cell_99 3 0.000
#> Htr3a_tdTpositive_cell_100 3 0.000
#> Htr3a_tdTpositive_cell_105 3 0.000
#> Htr3a_tdTpositive_cell_106 1 0.498
#> Htr3a_tdTpositive_cell_107 3 0.000
#> Htr3a_tdTpositive_cell_108 2 1.000
#> Htr3a_tdTpositive_cell_109 4 0.000
#> Htr3a_tdTpositive_cell_110 1 1.000
#> Htr3a_tdTpositive_cell_111 3 0.000
#> Htr3a_tdTpositive_cell_113 3 0.000
#> Htr3a_tdTpositive_cell_114 3 0.000
#> Htr3a_tdTpositive_cell_116 2 0.000
#> Htr3a_tdTpositive_cell_117 3 1.000
#> Htr3a_tdTpositive_cell_120 3 0.000
#> Htr3a_tdTpositive_cell_121 1 1.000
#> Htr3a_tdTpositive_cell_123 3 0.000
#> Ndnf_tdTpositive_cell_2 3 0.000
#> Ndnf_tdTnegative_cell_3 4 0.000
#> Ndnf_tdTnegative_cell_8 4 0.000
#> Ndnf_tdTnegative_cell_9 2 1.000
#> Nos1_tdTpositive_cell_23 1 1.000
#> Nos1_tdTpositive_cell_26 3 0.000
#> Nos1_tdTpositive_cell_27 3 0.000
#> Nos1_tdTpositive_cell_28 2 1.000
#> Nos1_tdTpositive_cell_30 1 1.000
#> Nos1_tdTpositive_cell_33 3 0.000
#> Nos1_tdTpositive_cell_34 3 0.000
#> Nos1_tdTpositive_cell_37 3 0.000
#> Nos1_tdTpositive_cell_38 1 0.498
#> Nos1_tdTpositive_cell_42 2 1.000
#> Nos1_tdTpositive_cell_43 3 0.000
#> Nos1_tdTpositive_cell_46 3 0.000
#> Nos1_tdTpositive_cell_49 3 0.000
#> Nos1_tdTpositive_cell_51 1 1.000
#> Nos1_tdTpositive_cell_59 1 1.000
#> Nos1_tdTpositive_cell_61 1 0.498
#> Nos1_tdTpositive_cell_65 1 1.000
#> Nos1_tdTpositive_cell_71 1 0.747
#> Nos1_tdTpositive_cell_72 4 0.000
#> Nr5a1_tdTpositive_cell_1 1 1.000
#> Nr5a1_tdTpositive_cell_2 1 1.000
#> Nr5a1_tdTpositive_cell_3 1 1.000
#> Nr5a1_tdTpositive_cell_4 1 0.000
#> Nr5a1_tdTpositive_cell_5 1 1.000
#> Nr5a1_tdTpositive_cell_6 4 0.000
#> Nr5a1_tdTpositive_cell_7 4 1.000
#> Nr5a1_tdTpositive_cell_8 1 1.000
#> Nr5a1_tdTpositive_cell_9 2 1.000
#> Nr5a1_tdTpositive_cell_10 2 1.000
#> Nr5a1_tdTpositive_cell_11 2 1.000
#> Nr5a1_tdTpositive_cell_12 2 1.000
#> Nr5a1_tdTpositive_cell_13 2 1.000
#> Nr5a1_tdTpositive_cell_14 4 0.000
#> Nr5a1_tdTpositive_cell_15 4 0.000
#> Nr5a1_tdTpositive_cell_16 2 1.000
#> Nr5a1_tdTpositive_cell_17 1 1.000
#> Nr5a1_tdTpositive_cell_18 2 0.747
#> Nr5a1_tdTpositive_cell_19 4 0.000
#> Nr5a1_tdTpositive_cell_20 4 1.000
#> Nr5a1_tdTpositive_cell_21 3 0.751
#> Nr5a1_tdTpositive_cell_22 4 0.000
#> Nr5a1_tdTpositive_cell_23 2 1.000
#> Nr5a1_tdTpositive_cell_24 2 1.000
#> Nr5a1_tdTpositive_cell_25 2 1.000
#> Nr5a1_tdTpositive_cell_26 2 0.249
#> Nr5a1_tdTpositive_cell_27 2 1.000
#> Nr5a1_tdTpositive_cell_28 2 1.000
#> Nr5a1_tdTpositive_cell_29 4 1.000
#> Nr5a1_tdTpositive_cell_30 3 0.000
#> Nr5a1_tdTpositive_cell_31 3 0.000
#> Nr5a1_tdTpositive_cell_32 2 1.000
#> Nr5a1_tdTpositive_cell_33 3 1.000
#> Nr5a1_tdTpositive_cell_34 2 0.751
#> Nr5a1_tdTpositive_cell_36 2 1.000
#> Nr5a1_tdTpositive_cell_37 1 1.000
#> Nr5a1_tdTpositive_cell_38 1 0.249
#> Nr5a1_tdTpositive_cell_39 1 1.000
#> Nr5a1_tdTpositive_cell_40 1 1.000
#> Nr5a1_tdTpositive_cell_41 1 0.498
#> Nr5a1_tdTpositive_cell_42 1 0.000
#> Nr5a1_tdTpositive_cell_43 1 1.000
#> Nr5a1_tdTpositive_cell_44 1 1.000
#> Nr5a1_tdTpositive_cell_45 3 0.000
#> Nr5a1_tdTpositive_cell_46 1 1.000
#> Nr5a1_tdTpositive_cell_47 1 0.747
#> Nr5a1_tdTpositive_cell_48 1 1.000
#> Nr5a1_tdTpositive_cell_50 4 0.000
#> Nr5a1_tdTpositive_cell_52 4 0.000
#> Ntsr1_tdTpositive_cell_1 1 0.000
#> Ntsr1_tdTpositive_cell_2 1 1.000
#> Ntsr1_tdTpositive_cell_3 1 0.249
#> Ntsr1_tdTpositive_cell_4 1 1.000
#> Ntsr1_tdTpositive_cell_5 1 1.000
#> Ntsr1_tdTpositive_cell_6 2 1.000
#> Ntsr1_tdTpositive_cell_7 1 0.249
#> Ntsr1_tdTpositive_cell_8 1 0.000
#> Ntsr1_tdTpositive_cell_9 1 1.000
#> Ntsr1_tdTpositive_cell_10 1 0.000
#> Ntsr1_tdTpositive_cell_11 1 0.000
#> Ntsr1_tdTpositive_cell_12 4 0.000
#> Ntsr1_tdTpositive_cell_13 3 0.249
#> Ntsr1_tdTpositive_cell_14 1 0.000
#> Ntsr1_tdTpositive_cell_15 1 1.000
#> Ntsr1_tdTpositive_cell_16 3 0.000
#> Ntsr1_tdTpositive_cell_17 1 1.000
#> Ntsr1_tdTpositive_cell_18 1 0.000
#> Ntsr1_tdTpositive_cell_19 1 0.000
#> Ntsr1_tdTpositive_cell_21 3 0.000
#> Ntsr1_tdTpositive_cell_22 4 0.000
#> Ntsr1_tdTpositive_cell_23 1 1.000
#> Ntsr1_tdTpositive_cell_24 1 1.000
#> Ntsr1_tdTpositive_cell_25 1 1.000
#> Ntsr1_tdTpositive_cell_26 3 0.000
#> Ntsr1_tdTpositive_cell_27 3 0.000
#> Ntsr1_tdTpositive_cell_28 3 0.000
#> Ntsr1_tdTpositive_cell_29 1 0.751
#> Ntsr1_tdTpositive_cell_30 1 1.000
#> Ntsr1_tdTpositive_cell_31 3 0.000
#> Ntsr1_tdTpositive_cell_32 3 0.000
#> Ntsr1_tdTpositive_cell_33 1 1.000
#> Ntsr1_tdTpositive_cell_34 1 1.000
#> Ntsr1_tdTpositive_cell_35 1 1.000
#> Ntsr1_tdTpositive_cell_36 1 1.000
#> Ntsr1_tdTpositive_cell_37 3 1.000
#> Ntsr1_tdTpositive_cell_38 3 0.000
#> Ntsr1_tdTpositive_cell_39 3 0.000
#> Ntsr1_tdTpositive_cell_40 1 1.000
#> Ntsr1_tdTpositive_cell_41 3 0.249
#> Ntsr1_tdTpositive_cell_42 3 0.000
#> Ntsr1_tdTpositive_cell_43 3 0.000
#> Ntsr1_tdTpositive_cell_44 3 0.000
#> Ntsr1_tdTpositive_cell_45 3 1.000
#> Ntsr1_tdTpositive_cell_46 2 1.000
#> Ntsr1_tdTpositive_cell_47 3 0.000
#> Ntsr1_tdTpositive_cell_48 3 0.000
#> Ntsr1_tdTpositive_cell_49 3 0.000
#> Ntsr1_tdTpositive_cell_50 3 0.000
#> Ntsr1_tdTpositive_cell_51 2 1.000
#> Ntsr1_tdTpositive_cell_52 3 0.000
#> Ntsr1_tdTpositive_cell_53 1 0.502
#> Ntsr1_tdTpositive_cell_54 2 0.000
#> Ntsr1_tdTpositive_cell_55 2 0.249
#> Ntsr1_tdTpositive_cell_56 2 1.000
#> Ntsr1_tdTpositive_cell_57 2 0.000
#> Ntsr1_tdTpositive_cell_58 2 1.000
#> Ntsr1_tdTpositive_cell_59 3 1.000
#> Ntsr1_tdTpositive_cell_60 3 0.000
#> Ntsr1_tdTpositive_cell_61 2 1.000
#> Ntsr1_tdTpositive_cell_62 4 0.000
#> Ntsr1_tdTpositive_cell_63 2 1.000
#> Ntsr1_tdTpositive_cell_64 2 1.000
#> Ntsr1_tdTpositive_cell_65 2 1.000
#> Ntsr1_tdTpositive_cell_66 2 1.000
#> Ntsr1_tdTpositive_cell_67 3 1.000
#> Ntsr1_tdTpositive_cell_68 4 1.000
#> Ntsr1_tdTpositive_cell_69 2 1.000
#> Ntsr1_tdTpositive_cell_70 4 0.000
#> Ntsr1_tdTpositive_cell_71 2 1.000
#> Ntsr1_tdTpositive_cell_72 4 0.498
#> Ntsr1_tdTpositive_cell_73 2 0.000
#> Ntsr1_tdTpositive_cell_74 2 0.000
#> Ntsr1_tdTpositive_cell_75 1 0.751
#> Ntsr1_tdTpositive_cell_76 1 1.000
#> Ntsr1_tdTpositive_cell_77 1 1.000
#> Ntsr1_tdTnegative_cell_1 2 1.000
#> Ntsr1_tdTnegative_cell_4 4 1.000
#> Ntsr1_tdTnegative_cell_6 3 1.000
#> Ntsr1_tdTnegative_cell_7 2 1.000
#> Ntsr1_tdTnegative_cell_8 2 1.000
#> Ntsr1_tdTnegative_cell_9 2 0.000
#> Ntsr1_tdTnegative_cell_15 2 0.000
#> Ntsr1_tdTnegative_cell_31 2 1.000
#> Ntsr1_tdTnegative_cell_34 4 0.000
#> Ntsr1_tdTnegative_cell_35 2 1.000
#> Ntsr1_tdTnegative_cell_36 2 0.249
#> Ntsr1_tdTnegative_cell_37 2 1.000
#> Ntsr1_tdTnegative_cell_40 1 0.000
#> Ntsr1_tdTnegative_cell_43 1 1.000
#> Ntsr1_tdTnegative_cell_47 1 1.000
#> Ntsr1_tdTnegative_cell_48 1 0.751
#> Ntsr1_tdTnegative_cell_49 2 1.000
#> Ntsr1_tdTnegative_cell_50 2 1.000
#> Ntsr1_tdTnegative_cell_51 2 1.000
#> Ntsr1_tdTnegative_cell_52 4 0.000
#> Ntsr1_tdTnegative_cell_53 4 0.000
#> PvalbF-Gad2_tdTpositive_cell_31 3 0.000
#> Rbp4_tdTpositive_cell_1 1 1.000
#> Rbp4_tdTpositive_cell_2 1 1.000
#> Rbp4_tdTpositive_cell_3 2 1.000
#> Rbp4_tdTpositive_cell_4 2 1.000
#> Rbp4_tdTpositive_cell_5 2 1.000
#> Rbp4_tdTpositive_cell_6 3 0.000
#> Rbp4_tdTpositive_cell_7 1 1.000
#> Rbp4_tdTpositive_cell_8 1 1.000
#> Rbp4_tdTpositive_cell_9 3 0.000
#> Rbp4_tdTpositive_cell_10 3 0.000
#> Rbp4_tdTpositive_cell_11 3 1.000
#> Rbp4_tdTpositive_cell_12 4 0.249
#> Rbp4_tdTpositive_cell_13 3 0.502
#> Rbp4_tdTpositive_cell_14 4 0.000
#> Rbp4_tdTpositive_cell_15 3 0.000
#> Rbp4_tdTpositive_cell_16 4 0.000
#> Rbp4_tdTpositive_cell_17 1 1.000
#> Rbp4_tdTpositive_cell_18 1 1.000
#> Rbp4_tdTpositive_cell_19 1 1.000
#> Rbp4_tdTpositive_cell_20 1 1.000
#> Rbp4_tdTpositive_cell_21 1 1.000
#> Rbp4_tdTpositive_cell_22 4 1.000
#> Rbp4_tdTpositive_cell_23 1 1.000
#> Rbp4_tdTpositive_cell_24 1 0.747
#> Rbp4_tdTpositive_cell_25 1 1.000
#> Rbp4_tdTpositive_cell_26 1 0.000
#> Rbp4_tdTpositive_cell_27 1 0.000
#> Rbp4_tdTpositive_cell_28 1 0.751
#> Rbp4_tdTpositive_cell_29 1 0.000
#> Rbp4_tdTpositive_cell_30 4 0.000
#> Rbp4_tdTpositive_cell_31 3 0.000
#> Rbp4_tdTpositive_cell_32 1 0.000
#> Rbp4_tdTpositive_cell_33 3 0.000
#> Rbp4_tdTpositive_cell_34 1 0.751
#> Rbp4_tdTpositive_cell_35 3 0.000
#> Rbp4_tdTpositive_cell_36 1 1.000
#> Rbp4_tdTpositive_cell_37 3 1.000
#> Rbp4_tdTpositive_cell_38 4 0.000
#> Rbp4_tdTpositive_cell_39 3 0.000
#> Rbp4_tdTpositive_cell_40 4 0.502
#> Rbp4_tdTpositive_cell_41 3 0.000
#> Rbp4_tdTpositive_cell_42 1 1.000
#> Rbp4_tdTpositive_cell_43 3 0.000
#> Rbp4_tdTpositive_cell_44 3 0.000
#> Rbp4_tdTpositive_cell_45 3 1.000
#> Rbp4_tdTpositive_cell_46 1 1.000
#> Rbp4_tdTpositive_cell_47 2 1.000
#> Rbp4_tdTpositive_cell_48 1 1.000
#> Rbp4_tdTpositive_cell_49 3 0.000
#> Rbp4_tdTpositive_cell_50 2 1.000
#> Rbp4_tdTpositive_cell_52 4 0.000
#> Rbp4_tdTpositive_cell_53 1 1.000
#> Rbp4_tdTpositive_cell_54 3 0.000
#> Rbp4_tdTpositive_cell_55 1 1.000
#> Rbp4_tdTpositive_cell_56 3 0.000
#> Rbp4_tdTpositive_cell_57 3 0.249
#> Rbp4_tdTpositive_cell_58 3 0.000
#> Rbp4_tdTpositive_cell_59 1 0.000
#> Rbp4_tdTpositive_cell_60 3 0.000
#> Rbp4_tdTpositive_cell_61 1 1.000
#> Rbp4_tdTpositive_cell_62 2 1.000
#> Rbp4_tdTpositive_cell_63 3 0.000
#> Rbp4_tdTpositive_cell_64 3 1.000
#> Rbp4_tdTpositive_cell_65 1 1.000
#> Rbp4_tdTpositive_cell_66 2 1.000
#> Rbp4_tdTpositive_cell_67 1 1.000
#> Rbp4_tdTpositive_cell_68 1 1.000
#> Rbp4_tdTpositive_cell_69 2 0.249
#> Rbp4_tdTpositive_cell_70 1 1.000
#> Rbp4_tdTpositive_cell_71 1 0.502
#> Rbp4_tdTpositive_cell_72 1 1.000
#> Rbp4_tdTpositive_cell_73 1 1.000
#> Rbp4_tdTpositive_cell_74 3 0.000
#> Rbp4_tdTpositive_cell_75 2 0.000
#> Rbp4_tdTpositive_cell_76 2 1.000
#> Rbp4_tdTpositive_cell_77 3 0.000
#> Rbp4_tdTpositive_cell_78 4 0.000
#> Rbp4_tdTpositive_cell_80 2 0.000
#> Rbp4_tdTpositive_cell_81 2 0.751
#> Rbp4_tdTpositive_cell_82 2 1.000
#> Rbp4_tdTpositive_cell_83 4 0.000
#> Rbp4_tdTpositive_cell_84 2 0.751
#> Rbp4_tdTpositive_cell_86 2 1.000
#> Rbp4_tdTpositive_cell_87 2 0.000
#> Rbp4_tdTpositive_cell_88 2 1.000
#> Rbp4_tdTpositive_cell_89 3 0.000
#> Rbp4_tdTpositive_cell_90 2 0.000
#> Rbp4_tdTpositive_cell_91 4 0.000
#> Rbp4_tdTpositive_cell_92 3 0.000
#> Rbp4_tdTpositive_cell_93 2 1.000
#> Rbp4_tdTpositive_cell_94 4 0.000
#> Rbp4_tdTpositive_cell_95 1 1.000
#> Rbp4_tdTpositive_cell_96 1 1.000
#> Rbp4_tdTpositive_cell_97 3 0.000
#> Rbp4_tdTpositive_cell_98 4 0.000
#> Rbp4_tdTpositive_cell_99 3 0.000
#> Rbp4_tdTpositive_cell_100 4 0.000
#> Rbp4_tdTpositive_cell_101 1 1.000
#> Rbp4_tdTpositive_cell_102 4 0.000
#> Rbp4_tdTpositive_cell_103 3 0.000
#> Rbp4_tdTpositive_cell_104 3 0.751
#> Rbp4_tdTpositive_cell_105 3 0.000
#> Rbp4_tdTpositive_cell_106 3 0.000
#> Rbp4_tdTpositive_cell_107 4 0.000
#> Rbp4_tdTpositive_cell_108 3 0.000
#> Rbp4_tdTpositive_cell_109 4 0.000
#> Rbp4_tdTpositive_cell_110 1 1.000
#> Rbp4_tdTpositive_cell_111 2 0.000
#> Rbp4_tdTpositive_cell_112 2 1.000
#> Rbp4_tdTpositive_cell_113 2 0.751
#> Rbp4_tdTpositive_cell_114 3 0.249
#> Rbp4_tdTpositive_cell_115 2 1.000
#> Rbp4_tdTpositive_cell_116 2 1.000
#> Rbp4_tdTpositive_cell_117 3 0.249
#> Rbp4_tdTpositive_cell_118 2 1.000
#> Rbp4_tdTpositive_cell_119 2 1.000
#> Rbp4_tdTpositive_cell_120 2 0.751
#> Rbp4_tdTpositive_cell_122 2 1.000
#> Rbp4_tdTpositive_cell_123 4 0.000
#> Rbp4_tdTpositive_cell_124 2 1.000
#> Rbp4_tdTpositive_cell_125 1 1.000
#> Rbp4_tdTpositive_cell_127 1 1.000
#> Rbp4_tdTpositive_cell_128 1 1.000
#> Rbp4_tdTpositive_cell_129 3 0.000
#> Rbp4_tdTpositive_cell_130 3 0.000
#> Rbp4_tdTpositive_cell_131 3 1.000
#> Rbp4_tdTpositive_cell_132 3 0.000
#> Rbp4_tdTpositive_cell_133 1 1.000
#> Rbp4_tdTpositive_cell_134 4 1.000
#> Rbp4_tdTpositive_cell_135 3 0.502
#> Rbp4_tdTpositive_cell_136 1 0.249
#> Rbp4_tdTpositive_cell_137 1 1.000
#> Rbp4_tdTpositive_cell_138 1 1.000
#> Rbp4_tdTpositive_cell_139 1 0.502
#> Rbp4_tdTpositive_cell_140 1 1.000
#> Rbp4_tdTpositive_cell_141 1 0.747
#> Rbp4_tdTpositive_cell_142 2 1.000
#> Rbp4_tdTpositive_cell_143 4 0.249
#> Rbp4_tdTpositive_cell_144 2 1.000
#> Rbp4_tdTpositive_cell_145 2 1.000
#> Rbp4_tdTpositive_cell_146 2 1.000
#> Rbp4_tdTpositive_cell_147 1 1.000
#> Rbp4_tdTpositive_cell_148 1 1.000
#> Rbp4_tdTpositive_cell_149 1 1.000
#> Rbp4_tdTpositive_cell_150 2 0.000
#> Rbp4_tdTpositive_cell_151 3 0.000
#> Rbp4_tdTpositive_cell_152 1 0.751
#> Rbp4_tdTpositive_cell_153 3 0.000
#> Rbp4_tdTpositive_cell_154 1 0.747
#> Rbp4_tdTpositive_cell_155 1 0.000
#> Rbp4_tdTpositive_cell_156 1 0.249
#> Rbp4_tdTpositive_cell_157 1 1.000
#> Rbp4_tdTpositive_cell_158 4 1.000
#> Rbp4_tdTpositive_cell_159 2 1.000
#> Rbp4_tdTpositive_cell_160 4 0.000
#> Rbp4_tdTpositive_cell_161 4 0.000
#> Rbp4_tdTpositive_cell_162 1 1.000
#> Rbp4_tdTpositive_cell_163 1 1.000
#> Rbp4_tdTpositive_cell_164 1 0.000
#> Rbp4_tdTpositive_cell_165 1 0.249
#> Rbp4_tdTpositive_cell_166 3 0.000
#> Rbp4_tdTpositive_cell_167 4 0.000
#> Rbp4_tdTpositive_cell_168 2 1.000
#> Rbp4_tdTpositive_cell_169 4 0.000
#> Rbp4_tdTpositive_cell_170 4 0.000
#> Rbp4_tdTpositive_cell_171 3 0.000
#> Rbp4_tdTpositive_cell_172 1 0.000
#> Rbp4_tdTpositive_cell_173 1 0.747
#> Rbp4_tdTpositive_cell_177 4 0.249
#> Rbp4_tdTpositive_cell_178 4 0.000
#> Rbp4_tdTpositive_cell_179 1 1.000
#> Rbp4_tdTpositive_cell_180 4 0.000
#> Rbp4_tdTpositive_cell_181 1 1.000
#> Rbp4_tdTpositive_cell_182 1 0.751
#> Rbp4_tdTpositive_cell_183 1 0.000
#> Rbp4_tdTpositive_cell_184 1 1.000
#> Rbp4_tdTpositive_cell_185 1 1.000
#> Rbp4_tdTpositive_cell_186 1 0.747
#> Rbp4_tdTpositive_cell_187 1 1.000
#> Rbp4_tdTpositive_cell_188 1 0.000
#> Rbp4_tdTpositive_cell_189 1 1.000
#> Rbp4_tdTpositive_cell_190 1 0.249
#> Rbp4_tdTnegative_cell_8 4 1.000
#> Rorb_tdTpositive_cell_1 4 0.000
#> Rorb_tdTpositive_cell_2 1 0.502
#> Rorb_tdTpositive_cell_3 1 0.502
#> Rorb_tdTpositive_cell_4 1 1.000
#> Rorb_tdTpositive_cell_5 1 1.000
#> Rorb_tdTpositive_cell_6 1 0.502
#> Rorb_tdTpositive_cell_7 4 0.000
#> Rorb_tdTpositive_cell_8 4 0.000
#> Rorb_tdTpositive_cell_9 2 0.747
#> Rorb_tdTpositive_cell_10 2 0.249
#> Rorb_tdTpositive_cell_13 2 1.000
#> Rorb_tdTpositive_cell_15 2 1.000
#> Rorb_tdTpositive_cell_16 1 1.000
#> Rorb_tdTpositive_cell_17 2 1.000
#> Rorb_tdTpositive_cell_18 1 1.000
#> Rorb_tdTpositive_cell_19 1 0.000
#> Rorb_tdTpositive_cell_20 2 1.000
#> Rorb_tdTpositive_cell_21 1 1.000
#> Rorb_tdTpositive_cell_22 2 1.000
#> Rorb_tdTpositive_cell_23 1 1.000
#> Rorb_tdTpositive_cell_24 1 0.000
#> Rorb_tdTpositive_cell_25 1 1.000
#> Rorb_tdTpositive_cell_26 1 0.000
#> Rorb_tdTpositive_cell_27 1 1.000
#> Rorb_tdTpositive_cell_28 1 0.000
#> Rorb_tdTpositive_cell_29 1 1.000
#> Rorb_tdTpositive_cell_30 4 0.000
#> Rorb_tdTpositive_cell_31 1 1.000
#> Rorb_tdTpositive_cell_32 1 1.000
#> Rorb_tdTpositive_cell_33 1 0.000
#> Rorb_tdTpositive_cell_34 1 0.000
#> Rorb_tdTpositive_cell_35 1 1.000
#> Rorb_tdTpositive_cell_36 1 0.000
#> Rorb_tdTpositive_cell_37 1 0.249
#> Rorb_tdTpositive_cell_38 1 0.249
#> Rorb_tdTpositive_cell_40 1 0.249
#> Rorb_tdTpositive_cell_41 1 1.000
#> Rorb_tdTpositive_cell_42 1 1.000
#> Rorb_tdTpositive_cell_43 3 0.000
#> Rorb_tdTpositive_cell_44 3 1.000
#> Rorb_tdTpositive_cell_45 1 1.000
#> Rorb_tdTpositive_cell_46 1 1.000
#> Rorb_tdTpositive_cell_48 3 1.000
#> Rorb_tdTpositive_cell_49 3 0.000
#> Rorb_tdTpositive_cell_50 1 1.000
#> Rorb_tdTpositive_cell_51 3 1.000
#> Rorb_tdTpositive_cell_52 3 1.000
#> Rorb_tdTpositive_cell_53 1 1.000
#> Rorb_tdTpositive_cell_55 4 1.000
#> Scnn1a-Tg2_tdTpositive_cell_1 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_2 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_3 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_4 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_5 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_6 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_7 2 0.751
#> Scnn1a-Tg2_tdTpositive_cell_8 4 1.000
#> Scnn1a-Tg2_tdTpositive_cell_9 2 1.000
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.000
#> Scnn1a-Tg2_tdTpositive_cell_11 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_12 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_13 3 0.249
#> Scnn1a-Tg2_tdTpositive_cell_14 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_15 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_16 4 0.000
#> Scnn1a-Tg2_tdTpositive_cell_17 2 1.000
#> Scnn1a-Tg2_tdTpositive_cell_18 1 1.000
#> Scnn1a-Tg2_tdTpositive_cell_19 2 1.000
#> Scnn1a-Tg2_tdTpositive_cell_20 4 1.000
#> Scnn1a-Tg2_tdTnegative_cell_2 1 1.000
#> Scnn1a-Tg2_tdTnegative_cell_7 1 1.000
#> Scnn1a-Tg2_tdTnegative_cell_8 1 1.000
#> Scnn1a-Tg2_tdTnegative_cell_10 2 0.000
#> Scnn1a-Tg3_tdTpositive_cell_1 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_2 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_3 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_4 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_5 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_6 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_8 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_9 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_10 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_11 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_12 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_13 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_14 3 1.000
#> Scnn1a-Tg3_tdTpositive_cell_15 4 0.751
#> Scnn1a-Tg3_tdTpositive_cell_16 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_17 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_18 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_19 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_20 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_21 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_22 4 0.253
#> Scnn1a-Tg3_tdTpositive_cell_23 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_24 3 1.000
#> Scnn1a-Tg3_tdTpositive_cell_25 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_26 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_27 3 0.747
#> Scnn1a-Tg3_tdTpositive_cell_28 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_29 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_30 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_31 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_32 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_33 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_34 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_35 4 0.751
#> Scnn1a-Tg3_tdTpositive_cell_36 3 1.000
#> Scnn1a-Tg3_tdTpositive_cell_37 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_38 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_39 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_40 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_41 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_42 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_43 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_44 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_45 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_46 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_47 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_48 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_49 2 0.751
#> Scnn1a-Tg3_tdTpositive_cell_50 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_51 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_52 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_53 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_54 4 1.000
#> Scnn1a-Tg3_tdTpositive_cell_55 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_56 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_57 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_58 3 0.000
#> Scnn1a-Tg3_tdTpositive_cell_59 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_60 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_61 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_62 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_63 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_64 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_67 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_68 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_69 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_72 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_73 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_74 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_75 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_76 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_77 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_78 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_79 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_80 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_81 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_82 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_83 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_84 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_91 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_92 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_93 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_94 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_95 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_96 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_97 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_98 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_99 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_100 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_102 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_104 1 1.000
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.000
#> Scnn1a-Tg3_tdTpositive_cell_106 2 1.000
#> Scnn1a-Tg3_tdTpositive_cell_107 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_108 4 0.000
#> Scnn1a-Tg3_tdTpositive_cell_110 2 1.000
#> Scnn1a-Tg3_tdTnegative_cell_20 3 0.747
#> Slc17a6_tdTpositive_cell_1 2 1.000
#> Slc17a6_tdTpositive_cell_2 2 0.253
#> Slc17a6_tdTpositive_cell_3 2 1.000
#> Slc17a6_tdTpositive_cell_4 2 0.000
#> Slc17a6_tdTpositive_cell_6 2 1.000
#> Slc17a6_tdTpositive_cell_7 2 0.498
#> Slc17a6_tdTpositive_cell_8 2 0.000
#> Slc17a6_tdTpositive_cell_9 2 0.000
#> Slc17a6_tdTpositive_cell_10 2 0.000
#> Slc17a6_tdTpositive_cell_11 2 0.000
#> Slc17a6_tdTpositive_cell_12 2 1.000
#> Slc17a6_tdTpositive_cell_13 3 1.000
#> Slc17a6_tdTpositive_cell_14 2 1.000
#> Slc17a6_tdTpositive_cell_15 2 1.000
#> Slc17a6_tdTpositive_cell_16 2 1.000
#> Slc17a6_tdTpositive_cell_17 2 1.000
#> Slc17a6_tdTpositive_cell_18 2 1.000
#> Slc17a6_tdTpositive_cell_19 2 0.000
#> Slc17a6_tdTpositive_cell_20 2 0.000
#> Slc17a6_tdTpositive_cell_21 2 0.502
#> Slc17a6_tdTpositive_cell_22 2 0.000
#> Slc17a6_tdTpositive_cell_24 2 0.751
#> Slc17a6_tdTpositive_cell_25 2 1.000
#> Slc17a6_tdTpositive_cell_26 2 1.000
#> Slc17a6_tdTpositive_cell_27 2 1.000
#> Slc17a6_tdTpositive_cell_28 2 0.253
#> Slc17a6_tdTpositive_cell_29 2 0.000
#> Slc17a6_tdTpositive_cell_30 2 0.751
#> Slc17a6_tdTpositive_cell_31 2 0.498
#> Slc17a6_tdTpositive_cell_32 2 0.000
#> Slc17a6_tdTpositive_cell_33 2 0.000
#> Slc17a6_tdTpositive_cell_34 2 1.000
#> Slc17a6_tdTpositive_cell_35 2 1.000
#> Slc17a6_tdTpositive_cell_36 2 0.000
#> Slc17a6_tdTpositive_cell_37 2 0.000
#> Slc17a6_tdTpositive_cell_38 2 0.000
#> Slc17a6_tdTpositive_cell_39 2 1.000
#> Slc17a6_tdTpositive_cell_40 2 1.000
#> Slc17a6_tdTpositive_cell_41 2 1.000
#> Slc17a6_tdTpositive_cell_42 2 0.000
#> Slc17a6_tdTpositive_cell_43 2 1.000
#> Slc17a6_tdTpositive_cell_44 1 0.000
#> Slc17a6_tdTpositive_cell_45 2 1.000
#> Slc17a6_tdTpositive_cell_46 2 1.000
#> Slc17a6_tdTpositive_cell_47 2 0.000
#> Sst_tdTpositive_cell_13 1 1.000
#> Sst_tdTpositive_cell_20 4 0.747
#> Tac2_tdTpositive_cell_2 2 0.000
#> Tac2_tdTpositive_cell_3 2 1.000
#> CAV_LP_Ipsi_tdTpos_cell_1 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_2 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_3 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_4 3 0.498
#> CAV_LP_Ipsi_tdTpos_cell_5 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_6 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_7 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_8 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_9 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_10 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_11 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_12 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_13 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_14 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_15 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_16 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_17 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_18 3 0.253
#> CAV_LP_Ipsi_tdTpos_cell_19 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_20 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_21 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_22 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_23 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_24 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_25 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_26 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_27 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_28 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_29 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_30 2 0.502
#> CAV_LP_Ipsi_tdTpos_cell_31 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_32 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_33 3 0.000
#> CAV_LP_Ipsi_tdTpos_cell_34 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_35 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.498
#> CAV_LP_Ipsi_tdTpos_cell_37 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_38 4 0.000
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.000
#> CAV_LP_Ipsi_tdTpos_cell_40 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_41 3 1.000
#> CAV_LP_Ipsi_tdTpos_cell_42 1 1.000
#> CAV_LP_Ipsi_tdTpos_cell_43 4 0.000
#> CAV_VISp_Contra_tdTpos_cell_1 2 1.000
#> CAV_VISp_Contra_tdTpos_cell_2 2 0.249
#> CAV_VISp_Contra_tdTpos_cell_3 4 0.000
#> CAV_VISp_Contra_tdTpos_cell_4 2 1.000
#> CAV_VISp_Contra_tdTpos_cell_5 2 1.000
#> Rbp4_CTX_10pg_1 1 1.000
#> Rbp4_CTX_10pg_2 1 1.000
#> Rbp4_CTX_10pg_3 1 1.000
#> Rbp4_CTX_10pg_4 1 1.000
#> Rbp4_CTX_10pg_5 1 1.000
#> Rbp4_CTX_10pg_6 3 1.000
#> Rbp4_CTX_250ng_1 1 1.000
#> Rbp4_CTX_250ng_2 1 1.000
#> Trib2_CTX_250ng_1 1 1.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 491 5.34e-05 2
#> ATC:skmeans 471 1.21e-02 3
#> ATC:skmeans 311 1.37e-02 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node01. Child nodes: Node0111 , Node0112 , Node0121 , Node0122 , Node0123 , Node0131 , Node0132 , Node0211 , Node0212-leaf , Node0213-leaf , Node0214-leaf , Node0221-leaf , Node0222-leaf , Node0231-leaf , Node0232-leaf , Node0311-leaf , Node0312 , Node0321 , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331 , Node0332 , Node0333-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["011"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13124 rows and 296 columns.
#> Top rows (1225) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.991 0.996 0.494 0.507 0.507
#> 3 3 0.969 0.947 0.974 0.317 0.819 0.650
#> 4 4 0.687 0.674 0.847 0.099 0.966 0.905
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_6 2 0.000 0.995 0.00 1.00
#> Calb2_tdTpositive_cell_7 2 0.000 0.995 0.00 1.00
#> Calb2_tdTpositive_cell_8 2 0.000 0.995 0.00 1.00
#> Calb2_tdTpositive_cell_10 2 0.000 0.995 0.00 1.00
#> Calb2_tdTpositive_cell_14 2 0.000 0.995 0.00 1.00
#> Chrna2_tdTpositive_cell_67 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_1 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_2 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_3 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_4 2 0.943 0.436 0.36 0.64
#> Cux2_tdTpositive_cell_5 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_6 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_7 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_8 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_10 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_11 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_13 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_25 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_26 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_28 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_34 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_35 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_36 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_37 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_38 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_41 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_44 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_45 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_46 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_47 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_49 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_62 1 0.000 0.997 1.00 0.00
#> Cux2_tdTpositive_cell_92 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_115 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_116 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_117 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_118 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_119 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_120 2 0.000 0.995 0.00 1.00
#> Cux2_tdTpositive_cell_121 2 0.000 0.995 0.00 1.00
#> Cux2_tdTnegative_cell_14 1 0.000 0.997 1.00 0.00
#> Htr3a_tdTpositive_cell_93 1 0.000 0.997 1.00 0.00
#> Htr3a_tdTpositive_cell_106 1 0.000 0.997 1.00 0.00
#> Htr3a_tdTpositive_cell_110 1 0.000 0.997 1.00 0.00
#> Htr3a_tdTpositive_cell_121 1 0.000 0.997 1.00 0.00
#> Nos1_tdTpositive_cell_23 2 0.000 0.995 0.00 1.00
#> Nos1_tdTpositive_cell_30 1 0.000 0.997 1.00 0.00
#> Nos1_tdTpositive_cell_38 1 0.000 0.997 1.00 0.00
#> Nos1_tdTpositive_cell_51 1 0.000 0.997 1.00 0.00
#> Nos1_tdTpositive_cell_59 1 0.000 0.997 1.00 0.00
#> Nos1_tdTpositive_cell_61 2 0.000 0.995 0.00 1.00
#> Nos1_tdTpositive_cell_65 2 0.000 0.995 0.00 1.00
#> Nos1_tdTpositive_cell_71 1 0.000 0.997 1.00 0.00
#> Nr5a1_tdTpositive_cell_1 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_2 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_3 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_4 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_5 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_8 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_17 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_37 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_38 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_39 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_40 1 0.000 0.997 1.00 0.00
#> Nr5a1_tdTpositive_cell_41 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_42 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_43 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_44 2 0.000 0.995 0.00 1.00
#> Nr5a1_tdTpositive_cell_46 1 0.000 0.997 1.00 0.00
#> Nr5a1_tdTpositive_cell_47 1 0.000 0.997 1.00 0.00
#> Nr5a1_tdTpositive_cell_48 1 0.000 0.997 1.00 0.00
#> Nr5a1_tdTpositive_cell_50 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_1 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_2 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_3 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_4 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_5 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_7 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_8 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_9 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_10 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_11 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_12 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_14 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_15 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_17 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_18 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_19 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_22 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_23 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_24 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_25 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_29 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_30 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_33 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_34 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_35 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_36 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_40 1 0.529 0.864 0.88 0.12
#> Ntsr1_tdTpositive_cell_53 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTpositive_cell_75 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_76 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_77 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTnegative_cell_40 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTnegative_cell_43 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTnegative_cell_47 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTnegative_cell_48 1 0.000 0.997 1.00 0.00
#> Ntsr1_tdTnegative_cell_52 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_1 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_2 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_7 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_8 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_16 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_17 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_18 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_19 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_20 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_21 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_22 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_23 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_24 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_25 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_26 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_27 1 0.141 0.977 0.98 0.02
#> Rbp4_tdTpositive_cell_28 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_29 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_32 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_34 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_36 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_38 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_42 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_46 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_48 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_53 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_55 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_59 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_61 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_65 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_67 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_68 1 0.722 0.751 0.80 0.20
#> Rbp4_tdTpositive_cell_70 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_71 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_72 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_73 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_78 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_95 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_96 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_101 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_109 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_110 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_123 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_125 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_127 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_128 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_133 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_134 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_136 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_137 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_138 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_139 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_140 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_141 1 0.469 0.889 0.90 0.10
#> Rbp4_tdTpositive_cell_147 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_148 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_149 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_152 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_154 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_155 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_156 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_157 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_162 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_163 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_164 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_165 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_166 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_172 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_173 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_179 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_181 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_182 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_183 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_184 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_185 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_186 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_187 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_188 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_189 1 0.000 0.997 1.00 0.00
#> Rbp4_tdTpositive_cell_190 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTnegative_cell_8 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_1 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_2 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_3 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_4 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_5 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_6 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_16 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_18 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_19 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_21 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_23 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_24 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_25 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_26 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_27 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_28 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_29 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_31 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_32 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_33 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_34 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_35 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_36 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_37 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_38 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_40 2 0.469 0.887 0.10 0.90
#> Rorb_tdTpositive_cell_41 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_42 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_45 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_46 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_50 1 0.000 0.997 1.00 0.00
#> Rorb_tdTpositive_cell_53 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_1 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_2 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_3 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_4 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_5 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_6 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_10 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_11 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_16 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_18 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_20 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_2 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_7 1 0.327 0.936 0.94 0.06
#> Scnn1a-Tg2_tdTnegative_cell_8 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_2 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_4 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_6 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_7 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_8 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_9 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_20 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_21 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_22 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_42 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_43 2 0.634 0.809 0.16 0.84
#> Scnn1a-Tg3_tdTpositive_cell_46 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_51 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_52 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_56 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_61 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_62 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_63 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_64 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_67 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_92 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_93 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_94 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_95 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_96 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_97 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_98 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_99 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_100 1 0.000 0.997 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_102 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_104 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_105 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_107 1 0.000 0.997 1.00 0.00
#> Slc17a6_tdTpositive_cell_44 2 0.000 0.995 0.00 1.00
#> Sst_tdTpositive_cell_13 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_9 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_10 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_11 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_19 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_34 2 0.000 0.995 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_37 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_38 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_41 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_42 1 0.000 0.997 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_43 1 0.000 0.997 1.00 0.00
#> Rbp4_CTX_10pg_1 2 0.000 0.995 0.00 1.00
#> Rbp4_CTX_10pg_2 2 0.000 0.995 0.00 1.00
#> Rbp4_CTX_10pg_3 2 0.000 0.995 0.00 1.00
#> Rbp4_CTX_10pg_4 2 0.000 0.995 0.00 1.00
#> Rbp4_CTX_10pg_5 2 0.000 0.995 0.00 1.00
#> Rbp4_CTX_250ng_1 2 0.000 0.995 0.00 1.00
#> Rbp4_CTX_250ng_2 2 0.000 0.995 0.00 1.00
#> Trib2_CTX_250ng_1 2 0.000 0.995 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_6 2 0.0000 0.9887 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_7 2 0.0000 0.9887 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_8 2 0.0000 0.9887 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_10 2 0.0000 0.9887 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_14 2 0.0000 0.9887 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_67 1 0.0000 0.9786 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_1 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_2 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_3 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_4 3 0.0892 0.9316 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_5 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_6 3 0.0000 0.9370 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_7 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_8 3 0.5835 0.5613 0.34 0.00 0.66
#> Cux2_tdTpositive_cell_10 3 0.3340 0.8815 0.12 0.00 0.88
#> Cux2_tdTpositive_cell_11 3 0.2066 0.9297 0.06 0.00 0.94
#> Cux2_tdTpositive_cell_13 3 0.2066 0.9297 0.06 0.00 0.94
#> Cux2_tdTpositive_cell_25 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_26 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_28 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_34 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_35 3 0.0000 0.9370 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_36 3 0.0000 0.9370 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_37 1 0.4002 0.7946 0.84 0.00 0.16
#> Cux2_tdTpositive_cell_38 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_41 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_44 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_45 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_46 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_47 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_49 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_62 3 0.0892 0.9452 0.02 0.00 0.98
#> Cux2_tdTpositive_cell_92 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_115 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_116 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_117 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_118 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_119 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_120 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_121 2 0.0000 0.9887 0.00 1.00 0.00
#> Cux2_tdTnegative_cell_14 1 0.0000 0.9786 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_93 1 0.0000 0.9786 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_106 1 0.0000 0.9786 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_110 1 0.0000 0.9786 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_121 1 0.0000 0.9786 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_23 2 0.0892 0.9751 0.00 0.98 0.02
#> Nos1_tdTpositive_cell_30 1 0.0000 0.9786 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_38 1 0.0000 0.9786 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_51 1 0.0000 0.9786 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_59 1 0.0000 0.9786 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_61 2 0.0000 0.9887 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_65 2 0.0000 0.9887 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_71 1 0.6244 0.1500 0.56 0.00 0.44
#> Nr5a1_tdTpositive_cell_1 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_2 3 0.0892 0.9316 0.00 0.02 0.98
#> Nr5a1_tdTpositive_cell_3 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_4 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_5 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_8 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_17 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_37 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_38 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_39 2 0.2066 0.9396 0.00 0.94 0.06
#> Nr5a1_tdTpositive_cell_40 3 0.0892 0.9452 0.02 0.00 0.98
#> Nr5a1_tdTpositive_cell_41 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_42 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_43 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_44 2 0.0000 0.9887 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_46 3 0.0892 0.9452 0.02 0.00 0.98
#> Nr5a1_tdTpositive_cell_47 3 0.2066 0.9297 0.06 0.00 0.94
#> Nr5a1_tdTpositive_cell_48 3 0.4796 0.7693 0.22 0.00 0.78
#> Nr5a1_tdTpositive_cell_50 3 0.0000 0.9370 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_1 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_2 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_3 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_4 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_5 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_7 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_8 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_9 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_10 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_11 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_12 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_14 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_15 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_17 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_18 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_19 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_22 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_23 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_24 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_25 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_29 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_30 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_33 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_34 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_35 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_36 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_40 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_53 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_75 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_76 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_77 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_40 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_43 2 0.0000 0.9887 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_47 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_48 1 0.0000 0.9786 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_52 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_1 2 0.0892 0.9724 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_2 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_7 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_8 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_16 3 0.2066 0.9297 0.06 0.00 0.94
#> Rbp4_tdTpositive_cell_17 1 0.0892 0.9588 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_18 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_19 3 0.4555 0.7963 0.20 0.00 0.80
#> Rbp4_tdTpositive_cell_20 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_21 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_22 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_23 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_24 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_25 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_26 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_27 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_28 1 0.1529 0.9409 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_29 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_32 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_34 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_36 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_38 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_42 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_46 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_48 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_53 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_55 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_59 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_61 1 0.0892 0.9607 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_65 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_67 3 0.5706 0.6005 0.32 0.00 0.68
#> Rbp4_tdTpositive_cell_68 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_70 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_71 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_72 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_73 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_78 3 0.0892 0.9452 0.02 0.00 0.98
#> Rbp4_tdTpositive_cell_95 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_96 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_101 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_109 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_110 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_123 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_125 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_127 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_128 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_133 1 0.4291 0.7660 0.82 0.00 0.18
#> Rbp4_tdTpositive_cell_134 1 0.0892 0.9605 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_136 3 0.4291 0.8211 0.18 0.00 0.82
#> Rbp4_tdTpositive_cell_137 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_138 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_139 3 0.3686 0.8635 0.14 0.00 0.86
#> Rbp4_tdTpositive_cell_140 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_141 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_147 1 0.3340 0.8489 0.88 0.00 0.12
#> Rbp4_tdTpositive_cell_148 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_149 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_152 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_154 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_155 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_156 1 0.6302 -0.0324 0.52 0.00 0.48
#> Rbp4_tdTpositive_cell_157 1 0.4002 0.7986 0.84 0.00 0.16
#> Rbp4_tdTpositive_cell_162 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_163 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_164 3 0.4555 0.7962 0.20 0.00 0.80
#> Rbp4_tdTpositive_cell_165 2 0.0892 0.9751 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_166 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_172 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_173 1 0.5835 0.4413 0.66 0.00 0.34
#> Rbp4_tdTpositive_cell_179 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_181 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_182 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_183 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_184 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_185 1 0.1529 0.9413 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_186 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_187 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_188 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_189 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_190 2 0.0000 0.9887 0.00 1.00 0.00
#> Rbp4_tdTnegative_cell_8 3 0.0000 0.9370 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_1 3 0.2066 0.9297 0.06 0.00 0.94
#> Rorb_tdTpositive_cell_2 2 0.6045 0.3879 0.00 0.62 0.38
#> Rorb_tdTpositive_cell_3 3 0.2066 0.9297 0.06 0.00 0.94
#> Rorb_tdTpositive_cell_4 3 0.0892 0.9452 0.02 0.00 0.98
#> Rorb_tdTpositive_cell_5 3 0.0892 0.9452 0.02 0.00 0.98
#> Rorb_tdTpositive_cell_6 3 0.2959 0.8992 0.10 0.00 0.90
#> Rorb_tdTpositive_cell_16 3 0.2066 0.9297 0.06 0.00 0.94
#> Rorb_tdTpositive_cell_18 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_19 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_21 3 0.1529 0.9387 0.04 0.00 0.96
#> Rorb_tdTpositive_cell_23 3 0.0892 0.9452 0.02 0.00 0.98
#> Rorb_tdTpositive_cell_24 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_25 3 0.0000 0.9370 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_26 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_27 3 0.0000 0.9370 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_28 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_29 3 0.0000 0.9370 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_31 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_32 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_33 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_34 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_35 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_36 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_37 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_38 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_40 2 0.7395 0.3234 0.38 0.58 0.04
#> Rorb_tdTpositive_cell_41 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_42 2 0.1529 0.9477 0.04 0.96 0.00
#> Rorb_tdTpositive_cell_45 1 0.0000 0.9786 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_46 2 0.0000 0.9887 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_50 1 0.1529 0.9413 0.96 0.00 0.04
#> Rorb_tdTpositive_cell_53 1 0.0892 0.9607 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTpositive_cell_1 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_2 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_3 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_4 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_5 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_6 3 0.1529 0.9387 0.04 0.00 0.96
#> Scnn1a-Tg2_tdTpositive_cell_10 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_11 3 0.0892 0.9452 0.02 0.00 0.98
#> Scnn1a-Tg2_tdTpositive_cell_16 3 0.2066 0.9297 0.06 0.00 0.94
#> Scnn1a-Tg2_tdTpositive_cell_18 3 0.4291 0.7651 0.00 0.18 0.82
#> Scnn1a-Tg2_tdTpositive_cell_20 3 0.0000 0.9370 0.00 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_2 3 0.5706 0.5990 0.32 0.00 0.68
#> Scnn1a-Tg2_tdTnegative_cell_7 3 0.0000 0.9370 0.00 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_8 3 0.0892 0.9452 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_2 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_4 2 0.4796 0.7356 0.00 0.78 0.22
#> Scnn1a-Tg3_tdTpositive_cell_6 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_7 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_8 3 0.1529 0.9387 0.04 0.00 0.96
#> Scnn1a-Tg3_tdTpositive_cell_9 3 0.0892 0.9452 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_20 3 0.2066 0.9297 0.06 0.00 0.94
#> Scnn1a-Tg3_tdTpositive_cell_21 3 0.0892 0.9452 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_22 3 0.4796 0.7694 0.22 0.00 0.78
#> Scnn1a-Tg3_tdTpositive_cell_42 3 0.0000 0.9370 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_43 3 0.0000 0.9370 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_46 3 0.0892 0.9452 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_51 3 0.6244 0.3047 0.44 0.00 0.56
#> Scnn1a-Tg3_tdTpositive_cell_52 3 0.0892 0.9452 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_56 3 0.0892 0.9452 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_61 1 0.0000 0.9786 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_62 1 0.0000 0.9786 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_63 3 0.2066 0.9297 0.06 0.00 0.94
#> Scnn1a-Tg3_tdTpositive_cell_64 3 0.0892 0.9452 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_67 3 0.0892 0.9452 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_92 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_93 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_94 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_95 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_96 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_97 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_98 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_99 3 0.0000 0.9370 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_100 3 0.0000 0.9370 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_102 2 0.0892 0.9751 0.00 0.98 0.02
#> Scnn1a-Tg3_tdTpositive_cell_104 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_105 2 0.0000 0.9887 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_107 3 0.0000 0.9370 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_44 2 0.0000 0.9887 0.00 1.00 0.00
#> Sst_tdTpositive_cell_13 3 0.0892 0.9452 0.02 0.00 0.98
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_9 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_10 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_11 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_19 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_34 2 0.0000 0.9887 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_37 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_38 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_41 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_42 1 0.0000 0.9786 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_43 1 0.0000 0.9786 1.00 0.00 0.00
#> Rbp4_CTX_10pg_1 2 0.0892 0.9751 0.00 0.98 0.02
#> Rbp4_CTX_10pg_2 2 0.0892 0.9751 0.00 0.98 0.02
#> Rbp4_CTX_10pg_3 2 0.0892 0.9751 0.00 0.98 0.02
#> Rbp4_CTX_10pg_4 2 0.0892 0.9751 0.00 0.98 0.02
#> Rbp4_CTX_10pg_5 2 0.0892 0.9751 0.00 0.98 0.02
#> Rbp4_CTX_250ng_1 2 0.0892 0.9751 0.00 0.98 0.02
#> Rbp4_CTX_250ng_2 2 0.0892 0.9751 0.00 0.98 0.02
#> Trib2_CTX_250ng_1 2 0.0892 0.9751 0.00 0.98 0.02
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_6 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Calb2_tdTpositive_cell_7 2 0.4472 0.63325 0.00 0.76 0.02 0.22
#> Calb2_tdTpositive_cell_8 2 0.3400 0.67350 0.00 0.82 0.00 0.18
#> Calb2_tdTpositive_cell_10 2 0.4284 0.64683 0.00 0.78 0.02 0.20
#> Calb2_tdTpositive_cell_14 2 0.4079 0.66154 0.00 0.80 0.02 0.18
#> Chrna2_tdTpositive_cell_67 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_1 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_2 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_3 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_4 3 0.3335 0.72045 0.00 0.12 0.86 0.02
#> Cux2_tdTpositive_cell_5 3 0.1211 0.85821 0.04 0.00 0.96 0.00
#> Cux2_tdTpositive_cell_6 3 0.0000 0.83717 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_7 2 0.3606 0.68544 0.00 0.84 0.02 0.14
#> Cux2_tdTpositive_cell_8 1 0.5428 0.16096 0.60 0.00 0.38 0.02
#> Cux2_tdTpositive_cell_10 3 0.3610 0.82145 0.20 0.00 0.80 0.00
#> Cux2_tdTpositive_cell_11 3 0.3172 0.85248 0.16 0.00 0.84 0.00
#> Cux2_tdTpositive_cell_13 3 0.3172 0.85248 0.16 0.00 0.84 0.00
#> Cux2_tdTpositive_cell_25 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_26 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Cux2_tdTpositive_cell_28 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_34 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_35 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_36 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_37 1 0.2647 0.73533 0.88 0.00 0.12 0.00
#> Cux2_tdTpositive_cell_38 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_41 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_44 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_45 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_46 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_47 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_49 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_62 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_92 2 0.2345 0.68504 0.00 0.90 0.00 0.10
#> Cux2_tdTpositive_cell_115 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Cux2_tdTpositive_cell_116 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Cux2_tdTpositive_cell_117 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Cux2_tdTpositive_cell_118 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Cux2_tdTpositive_cell_119 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Cux2_tdTpositive_cell_120 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Cux2_tdTpositive_cell_121 2 0.3172 0.68454 0.00 0.84 0.00 0.16
#> Cux2_tdTnegative_cell_14 1 0.2345 0.76667 0.90 0.00 0.10 0.00
#> Htr3a_tdTpositive_cell_93 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_106 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_110 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_121 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_23 2 0.5271 0.48167 0.00 0.64 0.02 0.34
#> Nos1_tdTpositive_cell_30 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_38 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_51 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_59 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_61 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Nos1_tdTpositive_cell_65 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Nos1_tdTpositive_cell_71 3 0.6805 0.32184 0.40 0.00 0.50 0.10
#> Nr5a1_tdTpositive_cell_1 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_2 3 0.1637 0.80568 0.00 0.06 0.94 0.00
#> Nr5a1_tdTpositive_cell_3 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_4 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_5 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_8 2 0.1211 0.71828 0.00 0.96 0.04 0.00
#> Nr5a1_tdTpositive_cell_17 2 0.2647 0.66974 0.00 0.88 0.00 0.12
#> Nr5a1_tdTpositive_cell_37 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_38 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_39 2 0.4332 0.60976 0.00 0.80 0.16 0.04
#> Nr5a1_tdTpositive_cell_40 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Nr5a1_tdTpositive_cell_41 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_42 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_43 2 0.5355 0.37601 0.02 0.62 0.00 0.36
#> Nr5a1_tdTpositive_cell_44 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Nr5a1_tdTpositive_cell_46 3 0.1637 0.86098 0.06 0.00 0.94 0.00
#> Nr5a1_tdTpositive_cell_47 3 0.3172 0.85248 0.16 0.00 0.84 0.00
#> Nr5a1_tdTpositive_cell_48 3 0.4522 0.67766 0.32 0.00 0.68 0.00
#> Nr5a1_tdTpositive_cell_50 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Ntsr1_tdTpositive_cell_1 2 0.4624 0.43756 0.00 0.66 0.00 0.34
#> Ntsr1_tdTpositive_cell_2 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_3 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_4 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_5 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_7 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_8 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_9 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_10 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_11 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_12 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_14 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_15 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_17 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_18 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_19 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_22 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_23 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_24 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_25 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_29 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_30 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_33 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_34 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_35 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_36 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_40 1 0.6554 0.00818 0.52 0.08 0.00 0.40
#> Ntsr1_tdTpositive_cell_53 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_75 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_76 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTpositive_cell_77 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Ntsr1_tdTnegative_cell_40 4 0.4994 -0.30593 0.00 0.48 0.00 0.52
#> Ntsr1_tdTnegative_cell_43 2 0.4936 0.57237 0.00 0.70 0.02 0.28
#> Ntsr1_tdTnegative_cell_47 1 0.0707 0.82116 0.98 0.00 0.02 0.00
#> Ntsr1_tdTnegative_cell_48 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_52 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_1 2 0.2011 0.69345 0.00 0.92 0.08 0.00
#> Rbp4_tdTpositive_cell_2 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Rbp4_tdTpositive_cell_7 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_8 4 0.0707 0.57918 0.00 0.02 0.00 0.98
#> Rbp4_tdTpositive_cell_16 3 0.3172 0.85248 0.16 0.00 0.84 0.00
#> Rbp4_tdTpositive_cell_17 1 0.4948 0.38781 0.56 0.00 0.00 0.44
#> Rbp4_tdTpositive_cell_18 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_19 3 0.3801 0.80111 0.22 0.00 0.78 0.00
#> Rbp4_tdTpositive_cell_20 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_21 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_22 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_23 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_24 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_25 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_26 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_27 4 0.4948 -0.15270 0.44 0.00 0.00 0.56
#> Rbp4_tdTpositive_cell_28 1 0.2647 0.73656 0.88 0.00 0.12 0.00
#> Rbp4_tdTpositive_cell_29 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_32 1 0.4522 0.58394 0.68 0.00 0.00 0.32
#> Rbp4_tdTpositive_cell_34 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Rbp4_tdTpositive_cell_36 1 0.3037 0.75799 0.88 0.00 0.10 0.02
#> Rbp4_tdTpositive_cell_38 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_42 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_46 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_48 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_53 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_55 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_59 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Rbp4_tdTpositive_cell_61 1 0.1913 0.80413 0.94 0.00 0.04 0.02
#> Rbp4_tdTpositive_cell_65 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Rbp4_tdTpositive_cell_67 1 0.4994 -0.18596 0.52 0.00 0.48 0.00
#> Rbp4_tdTpositive_cell_68 4 0.4797 0.34768 0.26 0.02 0.00 0.72
#> Rbp4_tdTpositive_cell_70 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_71 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_72 2 0.4797 0.59384 0.00 0.72 0.02 0.26
#> Rbp4_tdTpositive_cell_73 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_78 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Rbp4_tdTpositive_cell_95 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_96 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_101 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_109 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_110 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_123 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_125 4 0.4284 0.38418 0.00 0.20 0.02 0.78
#> Rbp4_tdTpositive_cell_127 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_128 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_133 1 0.4977 0.01249 0.54 0.00 0.46 0.00
#> Rbp4_tdTpositive_cell_134 1 0.4332 0.68764 0.80 0.00 0.16 0.04
#> Rbp4_tdTpositive_cell_136 3 0.4855 0.52508 0.40 0.00 0.60 0.00
#> Rbp4_tdTpositive_cell_137 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_138 4 0.4624 0.20785 0.00 0.34 0.00 0.66
#> Rbp4_tdTpositive_cell_139 3 0.4332 0.75301 0.16 0.00 0.80 0.04
#> Rbp4_tdTpositive_cell_140 2 0.4642 0.61322 0.00 0.74 0.02 0.24
#> Rbp4_tdTpositive_cell_141 1 0.5355 0.25622 0.62 0.02 0.00 0.36
#> Rbp4_tdTpositive_cell_147 1 0.2921 0.71178 0.86 0.00 0.14 0.00
#> Rbp4_tdTpositive_cell_148 4 0.0707 0.57918 0.00 0.02 0.00 0.98
#> Rbp4_tdTpositive_cell_149 2 0.5000 0.14451 0.00 0.50 0.00 0.50
#> Rbp4_tdTpositive_cell_152 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_154 1 0.0707 0.82087 0.98 0.00 0.02 0.00
#> Rbp4_tdTpositive_cell_155 1 0.0707 0.82087 0.98 0.00 0.02 0.00
#> Rbp4_tdTpositive_cell_156 1 0.4713 0.26788 0.64 0.00 0.36 0.00
#> Rbp4_tdTpositive_cell_157 1 0.3610 0.65200 0.80 0.00 0.20 0.00
#> Rbp4_tdTpositive_cell_162 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_163 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_164 3 0.4713 0.60543 0.36 0.00 0.64 0.00
#> Rbp4_tdTpositive_cell_165 2 0.5062 0.54777 0.00 0.68 0.02 0.30
#> Rbp4_tdTpositive_cell_166 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_172 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_173 1 0.4134 0.53294 0.74 0.00 0.26 0.00
#> Rbp4_tdTpositive_cell_179 1 0.2411 0.79620 0.92 0.00 0.04 0.04
#> Rbp4_tdTpositive_cell_181 2 0.4472 0.63142 0.00 0.76 0.02 0.22
#> Rbp4_tdTpositive_cell_182 2 0.4642 0.61322 0.00 0.74 0.02 0.24
#> Rbp4_tdTpositive_cell_183 2 0.4797 0.59318 0.00 0.72 0.02 0.26
#> Rbp4_tdTpositive_cell_184 2 0.4797 0.59318 0.00 0.72 0.02 0.26
#> Rbp4_tdTpositive_cell_185 1 0.5291 0.66763 0.74 0.00 0.08 0.18
#> Rbp4_tdTpositive_cell_186 2 0.4472 0.63195 0.00 0.76 0.02 0.22
#> Rbp4_tdTpositive_cell_187 2 0.3172 0.68454 0.00 0.84 0.00 0.16
#> Rbp4_tdTpositive_cell_188 2 0.4472 0.63142 0.00 0.76 0.02 0.22
#> Rbp4_tdTpositive_cell_189 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> Rbp4_tdTpositive_cell_190 2 0.4936 0.57237 0.00 0.70 0.02 0.28
#> Rbp4_tdTnegative_cell_8 3 0.0000 0.83717 0.00 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_1 3 0.3172 0.85248 0.16 0.00 0.84 0.00
#> Rorb_tdTpositive_cell_2 2 0.4292 0.61668 0.00 0.82 0.08 0.10
#> Rorb_tdTpositive_cell_3 3 0.3975 0.78236 0.24 0.00 0.76 0.00
#> Rorb_tdTpositive_cell_4 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Rorb_tdTpositive_cell_5 3 0.2345 0.86353 0.10 0.00 0.90 0.00
#> Rorb_tdTpositive_cell_6 3 0.3400 0.83815 0.18 0.00 0.82 0.00
#> Rorb_tdTpositive_cell_16 3 0.3400 0.83914 0.18 0.00 0.82 0.00
#> Rorb_tdTpositive_cell_18 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_19 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_21 3 0.3172 0.85248 0.16 0.00 0.84 0.00
#> Rorb_tdTpositive_cell_23 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Rorb_tdTpositive_cell_24 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_25 3 0.4284 0.56206 0.00 0.20 0.78 0.02
#> Rorb_tdTpositive_cell_26 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_27 3 0.3400 0.62621 0.00 0.18 0.82 0.00
#> Rorb_tdTpositive_cell_28 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_29 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Rorb_tdTpositive_cell_31 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_32 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_33 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_34 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_35 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_36 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_37 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_38 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_40 2 0.7684 -0.11012 0.22 0.42 0.00 0.36
#> Rorb_tdTpositive_cell_41 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Rorb_tdTpositive_cell_42 2 0.6941 0.13883 0.12 0.52 0.00 0.36
#> Rorb_tdTpositive_cell_45 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_46 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Rorb_tdTpositive_cell_50 1 0.1637 0.79080 0.94 0.00 0.06 0.00
#> Rorb_tdTpositive_cell_53 1 0.4553 0.62479 0.78 0.00 0.04 0.18
#> Scnn1a-Tg2_tdTpositive_cell_1 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_2 2 0.0707 0.73086 0.00 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTpositive_cell_3 2 0.0707 0.73086 0.00 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTpositive_cell_4 2 0.0707 0.73086 0.00 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTpositive_cell_5 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_6 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Scnn1a-Tg2_tdTpositive_cell_10 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_11 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Scnn1a-Tg2_tdTpositive_cell_16 3 0.3172 0.85248 0.16 0.00 0.84 0.00
#> Scnn1a-Tg2_tdTpositive_cell_18 3 0.5000 -0.11513 0.00 0.50 0.50 0.00
#> Scnn1a-Tg2_tdTpositive_cell_20 3 0.1211 0.80788 0.00 0.04 0.96 0.00
#> Scnn1a-Tg2_tdTnegative_cell_2 3 0.4406 0.70082 0.30 0.00 0.70 0.00
#> Scnn1a-Tg2_tdTnegative_cell_7 3 0.2011 0.78530 0.00 0.00 0.92 0.08
#> Scnn1a-Tg2_tdTnegative_cell_8 3 0.2647 0.86299 0.12 0.00 0.88 0.00
#> Scnn1a-Tg3_tdTpositive_cell_2 2 0.3853 0.67489 0.00 0.82 0.02 0.16
#> Scnn1a-Tg3_tdTpositive_cell_4 2 0.5291 0.56515 0.00 0.74 0.18 0.08
#> Scnn1a-Tg3_tdTpositive_cell_6 2 0.0707 0.73390 0.00 0.98 0.02 0.00
#> Scnn1a-Tg3_tdTpositive_cell_7 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_8 3 0.3172 0.85248 0.16 0.00 0.84 0.00
#> Scnn1a-Tg3_tdTpositive_cell_9 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Scnn1a-Tg3_tdTpositive_cell_20 3 0.3610 0.82211 0.20 0.00 0.80 0.00
#> Scnn1a-Tg3_tdTpositive_cell_21 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Scnn1a-Tg3_tdTpositive_cell_22 3 0.3801 0.80320 0.22 0.00 0.78 0.00
#> Scnn1a-Tg3_tdTpositive_cell_42 3 0.0000 0.83717 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_43 3 0.0000 0.83717 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_46 3 0.2345 0.86363 0.10 0.00 0.90 0.00
#> Scnn1a-Tg3_tdTpositive_cell_51 1 0.4907 0.06050 0.58 0.00 0.42 0.00
#> Scnn1a-Tg3_tdTpositive_cell_52 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Scnn1a-Tg3_tdTpositive_cell_56 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Scnn1a-Tg3_tdTpositive_cell_61 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_62 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_63 3 0.3172 0.85248 0.16 0.00 0.84 0.00
#> Scnn1a-Tg3_tdTpositive_cell_64 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Scnn1a-Tg3_tdTpositive_cell_67 3 0.2921 0.86107 0.14 0.00 0.86 0.00
#> Scnn1a-Tg3_tdTpositive_cell_92 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Scnn1a-Tg3_tdTpositive_cell_93 2 0.2345 0.68456 0.00 0.90 0.00 0.10
#> Scnn1a-Tg3_tdTpositive_cell_94 2 0.3975 0.55260 0.00 0.76 0.00 0.24
#> Scnn1a-Tg3_tdTpositive_cell_95 2 0.2921 0.69335 0.00 0.86 0.00 0.14
#> Scnn1a-Tg3_tdTpositive_cell_96 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Scnn1a-Tg3_tdTpositive_cell_97 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> Scnn1a-Tg3_tdTpositive_cell_98 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_99 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Scnn1a-Tg3_tdTpositive_cell_100 3 0.0000 0.83717 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_102 2 0.4936 0.57237 0.00 0.70 0.02 0.28
#> Scnn1a-Tg3_tdTpositive_cell_104 2 0.0707 0.73390 0.00 0.98 0.02 0.00
#> Scnn1a-Tg3_tdTpositive_cell_105 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_107 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> Slc17a6_tdTpositive_cell_44 2 0.0000 0.73846 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_13 3 0.0707 0.85431 0.02 0.00 0.98 0.00
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> CAV_LP_Ipsi_tdTpos_cell_9 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_10 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_11 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> CAV_LP_Ipsi_tdTpos_cell_19 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> CAV_LP_Ipsi_tdTpos_cell_34 2 0.4713 0.41513 0.00 0.64 0.00 0.36
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.4624 0.56113 0.66 0.00 0.00 0.34
#> CAV_LP_Ipsi_tdTpos_cell_37 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_38 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.4522 0.57941 0.68 0.00 0.00 0.32
#> CAV_LP_Ipsi_tdTpos_cell_41 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_42 1 0.3975 0.55391 0.76 0.00 0.00 0.24
#> CAV_LP_Ipsi_tdTpos_cell_43 1 0.0000 0.83387 1.00 0.00 0.00 0.00
#> Rbp4_CTX_10pg_1 2 0.5062 0.54777 0.00 0.68 0.02 0.30
#> Rbp4_CTX_10pg_2 2 0.5062 0.54777 0.00 0.68 0.02 0.30
#> Rbp4_CTX_10pg_3 2 0.5062 0.54777 0.00 0.68 0.02 0.30
#> Rbp4_CTX_10pg_4 2 0.5062 0.54777 0.00 0.68 0.02 0.30
#> Rbp4_CTX_10pg_5 2 0.5062 0.54777 0.00 0.68 0.02 0.30
#> Rbp4_CTX_250ng_1 2 0.5062 0.54777 0.00 0.68 0.02 0.30
#> Rbp4_CTX_250ng_2 2 0.5062 0.54777 0.00 0.68 0.02 0.30
#> Trib2_CTX_250ng_1 2 0.5062 0.54777 0.00 0.68 0.02 0.30
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 295 0.000660 2
#> ATC:skmeans 290 0.001872 3
#> ATC:skmeans 252 0.000215 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node011. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0111"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13110 rows and 167 columns.
#> Top rows (1311) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1 0.977 0.990 0.499 0.501 0.501
#> 3 3 1 0.973 0.986 0.319 0.784 0.592
#> 4 4 1 0.974 0.989 0.112 0.897 0.711
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Chrna2_tdTpositive_cell_67 1 0.000 0.992 1.00 0.00
#> Cux2_tdTpositive_cell_5 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_6 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_8 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_10 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_11 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_13 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_25 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_26 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_28 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_34 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_35 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_36 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_37 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_38 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_41 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_45 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_49 2 0.000 0.988 0.00 1.00
#> Cux2_tdTpositive_cell_62 2 0.000 0.988 0.00 1.00
#> Cux2_tdTnegative_cell_14 2 0.000 0.988 0.00 1.00
#> Htr3a_tdTpositive_cell_93 1 0.000 0.992 1.00 0.00
#> Htr3a_tdTpositive_cell_106 1 0.000 0.992 1.00 0.00
#> Htr3a_tdTpositive_cell_110 1 0.000 0.992 1.00 0.00
#> Htr3a_tdTpositive_cell_121 1 0.000 0.992 1.00 0.00
#> Nos1_tdTpositive_cell_30 1 0.000 0.992 1.00 0.00
#> Nos1_tdTpositive_cell_38 1 0.000 0.992 1.00 0.00
#> Nos1_tdTpositive_cell_51 1 0.000 0.992 1.00 0.00
#> Nos1_tdTpositive_cell_59 1 0.000 0.992 1.00 0.00
#> Nos1_tdTpositive_cell_71 2 0.469 0.884 0.10 0.90
#> Nr5a1_tdTpositive_cell_40 2 0.000 0.988 0.00 1.00
#> Nr5a1_tdTpositive_cell_46 2 0.000 0.988 0.00 1.00
#> Nr5a1_tdTpositive_cell_47 2 0.000 0.988 0.00 1.00
#> Nr5a1_tdTpositive_cell_48 2 0.000 0.988 0.00 1.00
#> Nr5a1_tdTpositive_cell_50 2 0.000 0.988 0.00 1.00
#> Ntsr1_tdTpositive_cell_5 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_7 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_8 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_9 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_10 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_11 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_12 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_14 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_15 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_17 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_18 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_19 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_22 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_23 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_24 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_25 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_40 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTpositive_cell_53 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTnegative_cell_47 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTnegative_cell_48 1 0.000 0.992 1.00 0.00
#> Ntsr1_tdTnegative_cell_52 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_7 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_16 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_17 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_18 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_19 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_20 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_21 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_22 1 0.141 0.973 0.98 0.02
#> Rbp4_tdTpositive_cell_23 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_24 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_25 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_26 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_27 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_28 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_29 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_32 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_36 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_38 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_42 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_46 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_48 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_53 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_55 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_61 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_67 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_68 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_70 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_73 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_78 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_95 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_96 1 0.141 0.973 0.98 0.02
#> Rbp4_tdTpositive_cell_101 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_109 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_110 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_123 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_127 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_128 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_133 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_134 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_136 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_137 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_139 2 0.469 0.884 0.10 0.90
#> Rbp4_tdTpositive_cell_141 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_147 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_152 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_154 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_155 1 0.402 0.909 0.92 0.08
#> Rbp4_tdTpositive_cell_156 1 0.971 0.329 0.60 0.40
#> Rbp4_tdTpositive_cell_157 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_162 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_163 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_164 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_166 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_172 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTpositive_cell_173 2 0.827 0.648 0.26 0.74
#> Rbp4_tdTpositive_cell_179 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_185 2 0.000 0.988 0.00 1.00
#> Rbp4_tdTpositive_cell_189 1 0.000 0.992 1.00 0.00
#> Rbp4_tdTnegative_cell_8 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_1 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_3 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_4 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_5 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_6 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_16 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_21 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_23 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_29 2 0.000 0.988 0.00 1.00
#> Rorb_tdTpositive_cell_45 1 0.000 0.992 1.00 0.00
#> Rorb_tdTpositive_cell_50 1 0.680 0.778 0.82 0.18
#> Rorb_tdTpositive_cell_53 1 0.141 0.973 0.98 0.02
#> Scnn1a-Tg2_tdTpositive_cell_6 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_11 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_16 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_2 2 0.981 0.281 0.42 0.58
#> Scnn1a-Tg2_tdTnegative_cell_7 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_8 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_8 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_9 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_20 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_21 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_22 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_46 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_51 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_52 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_56 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_61 1 0.000 0.992 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_62 1 0.000 0.992 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_63 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_64 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_67 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_99 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_100 2 0.000 0.988 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_107 2 0.000 0.988 0.00 1.00
#> Sst_tdTpositive_cell_13 2 0.000 0.988 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_9 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_10 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_11 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_19 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_37 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_38 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_39 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_41 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_42 1 0.000 0.992 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_43 1 0.000 0.992 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Chrna2_tdTpositive_cell_67 1 0.1529 0.953 0.96 0.00 0.04
#> Cux2_tdTpositive_cell_5 2 0.1529 0.957 0.04 0.96 0.00
#> Cux2_tdTpositive_cell_6 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_8 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_10 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_11 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_13 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_25 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_26 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_28 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_34 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_35 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_36 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_37 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_38 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_41 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_45 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_49 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_62 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTnegative_cell_14 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_93 3 0.0000 1.000 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_106 3 0.0000 1.000 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_110 3 0.0000 1.000 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_121 3 0.0000 1.000 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_30 1 0.0000 0.962 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_38 1 0.0892 0.958 0.98 0.00 0.02
#> Nos1_tdTpositive_cell_51 1 0.1529 0.953 0.96 0.00 0.04
#> Nos1_tdTpositive_cell_59 1 0.1529 0.953 0.96 0.00 0.04
#> Nos1_tdTpositive_cell_71 1 0.3686 0.827 0.86 0.14 0.00
#> Nr5a1_tdTpositive_cell_40 2 0.0000 0.996 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_46 2 0.0000 0.996 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_47 2 0.0000 0.996 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_48 2 0.0000 0.996 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_50 2 0.0000 0.996 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_5 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_7 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_8 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_9 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_10 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_11 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_12 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_14 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_15 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_17 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_18 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_19 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_22 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_23 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_24 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_25 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_40 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_53 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTnegative_cell_47 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTnegative_cell_48 3 0.0000 1.000 0.00 0.00 1.00
#> Ntsr1_tdTnegative_cell_52 3 0.0000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_7 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_16 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_17 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_18 2 0.2066 0.936 0.06 0.94 0.00
#> Rbp4_tdTpositive_cell_19 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_20 1 0.3686 0.854 0.86 0.00 0.14
#> Rbp4_tdTpositive_cell_21 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_22 3 0.0000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_23 1 0.2537 0.920 0.92 0.00 0.08
#> Rbp4_tdTpositive_cell_24 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_25 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_26 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_27 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_28 2 0.0892 0.977 0.02 0.98 0.00
#> Rbp4_tdTpositive_cell_29 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_32 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_36 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_38 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_42 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_46 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_48 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_53 2 0.0892 0.978 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_55 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_61 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_67 1 0.1529 0.940 0.96 0.04 0.00
#> Rbp4_tdTpositive_cell_68 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_70 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_73 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_78 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_95 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_96 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_101 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_109 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_110 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_123 3 0.0000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_127 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_128 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_133 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_134 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_136 1 0.1529 0.940 0.96 0.04 0.00
#> Rbp4_tdTpositive_cell_137 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_139 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_141 1 0.0892 0.958 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_147 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_152 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_154 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_155 1 0.6302 0.138 0.52 0.00 0.48
#> Rbp4_tdTpositive_cell_156 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_157 3 0.0000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_162 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_163 3 0.0000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_164 2 0.2959 0.887 0.10 0.90 0.00
#> Rbp4_tdTpositive_cell_166 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_172 3 0.0000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_173 1 0.1529 0.953 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_179 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_185 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_189 1 0.0000 0.962 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_8 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_1 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_3 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_4 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_5 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_6 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_16 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_21 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_23 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_29 2 0.0000 0.996 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_45 1 0.1529 0.953 0.96 0.00 0.04
#> Rorb_tdTpositive_cell_50 1 0.1529 0.953 0.96 0.00 0.04
#> Rorb_tdTpositive_cell_53 1 0.1529 0.953 0.96 0.00 0.04
#> Scnn1a-Tg2_tdTpositive_cell_6 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_11 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_16 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_2 1 0.2066 0.915 0.94 0.06 0.00
#> Scnn1a-Tg2_tdTnegative_cell_7 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_8 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_8 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_9 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_20 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_21 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_22 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_46 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_51 1 0.2537 0.903 0.92 0.08 0.00
#> Scnn1a-Tg3_tdTpositive_cell_52 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_56 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_61 3 0.0000 1.000 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_62 3 0.0000 1.000 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_63 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_64 1 0.5706 0.546 0.68 0.32 0.00
#> Scnn1a-Tg3_tdTpositive_cell_67 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_99 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_100 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_107 2 0.0000 0.996 0.00 1.00 0.00
#> Sst_tdTpositive_cell_13 2 0.0000 0.996 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.0000 0.962 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.0000 0.962 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_9 3 0.0000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_10 3 0.0000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_11 3 0.0000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.0000 0.962 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.0000 0.962 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_19 3 0.0000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.0000 0.962 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.0000 0.962 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_37 3 0.0000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_38 3 0.0000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_39 3 0.0000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.0000 0.962 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_41 3 0.0000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_42 3 0.0000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_43 3 0.0000 1.000 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Chrna2_tdTpositive_cell_67 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_5 4 0.4855 0.314 0.00 0.40 0.00 0.60
#> Cux2_tdTpositive_cell_6 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_8 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_10 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_11 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_13 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_25 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_26 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_28 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_34 2 0.0707 0.972 0.00 0.98 0.00 0.02
#> Cux2_tdTpositive_cell_35 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_36 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_37 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_38 2 0.0707 0.972 0.00 0.98 0.00 0.02
#> Cux2_tdTpositive_cell_41 2 0.0707 0.972 0.00 0.98 0.00 0.02
#> Cux2_tdTpositive_cell_45 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_49 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_62 2 0.0707 0.972 0.00 0.98 0.00 0.02
#> Cux2_tdTnegative_cell_14 2 0.2011 0.914 0.00 0.92 0.00 0.08
#> Htr3a_tdTpositive_cell_93 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_106 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_110 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_121 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_30 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_38 4 0.1637 0.920 0.06 0.00 0.00 0.94
#> Nos1_tdTpositive_cell_51 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_59 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_71 1 0.7346 0.351 0.52 0.20 0.00 0.28
#> Nr5a1_tdTpositive_cell_40 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_46 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_47 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_48 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_50 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_5 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_7 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_8 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_9 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_10 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_11 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_12 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_14 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_15 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_17 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_18 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_19 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_22 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_23 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_24 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_25 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_40 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_53 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_47 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_48 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_52 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_7 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_16 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_17 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_18 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_19 2 0.2921 0.842 0.00 0.86 0.00 0.14
#> Rbp4_tdTpositive_cell_20 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_21 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_22 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_23 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_24 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_25 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_26 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_27 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_28 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_29 2 0.4134 0.655 0.00 0.74 0.00 0.26
#> Rbp4_tdTpositive_cell_32 1 0.1211 0.942 0.96 0.00 0.00 0.04
#> Rbp4_tdTpositive_cell_36 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_38 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_42 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_46 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_48 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_53 2 0.0707 0.970 0.00 0.98 0.02 0.00
#> Rbp4_tdTpositive_cell_55 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_61 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_67 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_68 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_70 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_73 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_78 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_95 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_96 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_101 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_109 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_110 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_123 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_127 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_128 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_133 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_134 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_136 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_137 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_139 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_141 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_147 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_152 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_154 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_155 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_156 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_157 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_162 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_163 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_164 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_166 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_172 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_173 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_179 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_185 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_189 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> Rbp4_tdTnegative_cell_8 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_1 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_3 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_4 2 0.2011 0.913 0.00 0.92 0.00 0.08
#> Rorb_tdTpositive_cell_5 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_6 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_16 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_21 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_23 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_29 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_45 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_50 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_53 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_6 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_11 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_16 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_2 1 0.3198 0.871 0.88 0.04 0.00 0.08
#> Scnn1a-Tg2_tdTnegative_cell_7 2 0.0707 0.972 0.00 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_8 2 0.1637 0.935 0.00 0.94 0.00 0.06
#> Scnn1a-Tg3_tdTpositive_cell_8 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_9 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_20 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_21 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_22 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_46 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_51 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_52 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_56 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_61 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_62 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_63 2 0.0707 0.972 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_64 4 0.0000 0.983 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_67 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_99 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_100 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_107 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_13 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_2 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_3 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_9 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_10 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_11 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_13 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_15 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_19 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_32 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_36 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_37 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_38 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_39 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_40 1 0.0000 0.979 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_41 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_42 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_43 3 0.0000 1.000 0.00 0.00 1.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 165 0.1387 2
#> ATC:skmeans 166 0.0889 3
#> ATC:skmeans 165 0.0979 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node011. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0112"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13119 rows and 129 columns.
#> Top rows (1312) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.991 0.997 0.434 0.569 0.569
#> 3 3 0.613 0.799 0.887 0.437 0.779 0.617
#> 4 4 0.607 0.642 0.820 0.102 0.916 0.784
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_6 1 0.000 0.996 1.00 0.00
#> Calb2_tdTpositive_cell_7 1 0.000 0.996 1.00 0.00
#> Calb2_tdTpositive_cell_8 2 0.327 0.936 0.06 0.94
#> Calb2_tdTpositive_cell_10 2 0.000 0.998 0.00 1.00
#> Calb2_tdTpositive_cell_14 2 0.000 0.998 0.00 1.00
#> Cux2_tdTpositive_cell_1 1 0.000 0.996 1.00 0.00
#> Cux2_tdTpositive_cell_2 1 0.000 0.996 1.00 0.00
#> Cux2_tdTpositive_cell_3 1 0.000 0.996 1.00 0.00
#> Cux2_tdTpositive_cell_4 1 0.000 0.996 1.00 0.00
#> Cux2_tdTpositive_cell_7 1 0.000 0.996 1.00 0.00
#> Cux2_tdTpositive_cell_44 1 0.000 0.996 1.00 0.00
#> Cux2_tdTpositive_cell_46 1 0.000 0.996 1.00 0.00
#> Cux2_tdTpositive_cell_47 1 0.000 0.996 1.00 0.00
#> Cux2_tdTpositive_cell_92 1 0.000 0.996 1.00 0.00
#> Cux2_tdTpositive_cell_115 2 0.000 0.998 0.00 1.00
#> Cux2_tdTpositive_cell_116 2 0.000 0.998 0.00 1.00
#> Cux2_tdTpositive_cell_117 2 0.000 0.998 0.00 1.00
#> Cux2_tdTpositive_cell_118 2 0.000 0.998 0.00 1.00
#> Cux2_tdTpositive_cell_119 2 0.000 0.998 0.00 1.00
#> Cux2_tdTpositive_cell_120 2 0.000 0.998 0.00 1.00
#> Cux2_tdTpositive_cell_121 2 0.000 0.998 0.00 1.00
#> Nos1_tdTpositive_cell_23 2 0.000 0.998 0.00 1.00
#> Nos1_tdTpositive_cell_61 2 0.000 0.998 0.00 1.00
#> Nos1_tdTpositive_cell_65 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_1 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_2 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_3 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_4 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_5 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_8 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_17 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_37 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_38 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_39 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_41 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_42 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_43 1 0.000 0.996 1.00 0.00
#> Nr5a1_tdTpositive_cell_44 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_1 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_2 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_3 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_4 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_29 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_30 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_33 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_34 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_35 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_36 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_75 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_76 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTpositive_cell_77 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTnegative_cell_40 1 0.000 0.996 1.00 0.00
#> Ntsr1_tdTnegative_cell_43 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_1 1 0.000 0.996 1.00 0.00
#> Rbp4_tdTpositive_cell_2 1 0.000 0.996 1.00 0.00
#> Rbp4_tdTpositive_cell_8 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_34 1 0.000 0.996 1.00 0.00
#> Rbp4_tdTpositive_cell_59 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_65 1 0.000 0.996 1.00 0.00
#> Rbp4_tdTpositive_cell_71 1 0.000 0.996 1.00 0.00
#> Rbp4_tdTpositive_cell_72 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_125 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_138 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_140 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_148 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_149 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_165 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_181 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_182 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_183 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_184 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_186 1 0.000 0.996 1.00 0.00
#> Rbp4_tdTpositive_cell_187 1 0.000 0.996 1.00 0.00
#> Rbp4_tdTpositive_cell_188 2 0.000 0.998 0.00 1.00
#> Rbp4_tdTpositive_cell_190 2 0.000 0.998 0.00 1.00
#> Rorb_tdTpositive_cell_2 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_18 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_19 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_24 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_25 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_26 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_27 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_28 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_31 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_32 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_33 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_34 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_35 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_36 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_37 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_38 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_40 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_41 2 0.000 0.998 0.00 1.00
#> Rorb_tdTpositive_cell_42 1 0.000 0.996 1.00 0.00
#> Rorb_tdTpositive_cell_46 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_1 2 0.000 0.998 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_2 1 0.958 0.385 0.62 0.38
#> Scnn1a-Tg2_tdTpositive_cell_3 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_4 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_5 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_92 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_93 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_94 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_95 2 0.000 0.998 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_96 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_97 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_98 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_102 2 0.000 0.998 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.000 0.996 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.000 0.996 1.00 0.00
#> Slc17a6_tdTpositive_cell_44 1 0.000 0.996 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_34 1 0.000 0.996 1.00 0.00
#> Rbp4_CTX_10pg_1 2 0.000 0.998 0.00 1.00
#> Rbp4_CTX_10pg_2 2 0.000 0.998 0.00 1.00
#> Rbp4_CTX_10pg_3 2 0.000 0.998 0.00 1.00
#> Rbp4_CTX_10pg_4 2 0.000 0.998 0.00 1.00
#> Rbp4_CTX_10pg_5 2 0.000 0.998 0.00 1.00
#> Rbp4_CTX_250ng_1 2 0.000 0.998 0.00 1.00
#> Rbp4_CTX_250ng_2 2 0.000 0.998 0.00 1.00
#> Trib2_CTX_250ng_1 2 0.000 0.998 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_6 1 0.3340 0.7925 0.88 0.00 0.12
#> Calb2_tdTpositive_cell_7 1 0.3572 0.8063 0.90 0.04 0.06
#> Calb2_tdTpositive_cell_8 3 0.4035 0.7290 0.04 0.08 0.88
#> Calb2_tdTpositive_cell_10 2 0.2066 0.9290 0.00 0.94 0.06
#> Calb2_tdTpositive_cell_14 2 0.2537 0.9211 0.00 0.92 0.08
#> Cux2_tdTpositive_cell_1 1 0.0000 0.9000 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_2 1 0.1529 0.8617 0.96 0.00 0.04
#> Cux2_tdTpositive_cell_3 1 0.0000 0.9000 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_4 1 0.0000 0.9000 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_7 1 0.6387 0.5113 0.68 0.02 0.30
#> Cux2_tdTpositive_cell_44 1 0.0000 0.9000 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_46 1 0.5397 0.5824 0.72 0.00 0.28
#> Cux2_tdTpositive_cell_47 1 0.0000 0.9000 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_92 1 0.5397 0.5403 0.72 0.00 0.28
#> Cux2_tdTpositive_cell_115 2 0.2066 0.9290 0.00 0.94 0.06
#> Cux2_tdTpositive_cell_116 2 0.2066 0.9290 0.00 0.94 0.06
#> Cux2_tdTpositive_cell_117 2 0.2066 0.9290 0.00 0.94 0.06
#> Cux2_tdTpositive_cell_118 2 0.2066 0.9290 0.00 0.94 0.06
#> Cux2_tdTpositive_cell_119 2 0.2066 0.9290 0.00 0.94 0.06
#> Cux2_tdTpositive_cell_120 2 0.2066 0.9290 0.00 0.94 0.06
#> Cux2_tdTpositive_cell_121 2 0.2066 0.9290 0.00 0.94 0.06
#> Nos1_tdTpositive_cell_23 2 0.2537 0.9221 0.00 0.92 0.08
#> Nos1_tdTpositive_cell_61 2 0.2066 0.9290 0.00 0.94 0.06
#> Nos1_tdTpositive_cell_65 3 0.4291 0.8414 0.18 0.00 0.82
#> Nr5a1_tdTpositive_cell_1 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_2 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_3 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_4 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_5 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_8 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_17 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_37 1 0.0892 0.8844 0.98 0.00 0.02
#> Nr5a1_tdTpositive_cell_38 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_39 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_41 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_42 1 0.0000 0.9000 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_43 1 0.3340 0.7906 0.88 0.00 0.12
#> Nr5a1_tdTpositive_cell_44 1 0.6126 0.1668 0.60 0.00 0.40
#> Ntsr1_tdTpositive_cell_1 3 0.4002 0.8398 0.16 0.00 0.84
#> Ntsr1_tdTpositive_cell_2 3 0.4002 0.8398 0.16 0.00 0.84
#> Ntsr1_tdTpositive_cell_3 3 0.5016 0.8009 0.24 0.00 0.76
#> Ntsr1_tdTpositive_cell_4 3 0.4555 0.8295 0.20 0.00 0.80
#> Ntsr1_tdTpositive_cell_29 3 0.4291 0.8414 0.18 0.00 0.82
#> Ntsr1_tdTpositive_cell_30 3 0.4291 0.8414 0.18 0.00 0.82
#> Ntsr1_tdTpositive_cell_33 3 0.4291 0.8414 0.18 0.00 0.82
#> Ntsr1_tdTpositive_cell_34 3 0.4555 0.8299 0.20 0.00 0.80
#> Ntsr1_tdTpositive_cell_35 3 0.5560 0.7228 0.30 0.00 0.70
#> Ntsr1_tdTpositive_cell_36 3 0.4291 0.8414 0.18 0.00 0.82
#> Ntsr1_tdTpositive_cell_75 3 0.3340 0.8212 0.12 0.00 0.88
#> Ntsr1_tdTpositive_cell_76 3 0.3686 0.8335 0.14 0.00 0.86
#> Ntsr1_tdTpositive_cell_77 3 0.3686 0.8335 0.14 0.00 0.86
#> Ntsr1_tdTnegative_cell_40 3 0.5397 0.7502 0.28 0.00 0.72
#> Ntsr1_tdTnegative_cell_43 2 0.3340 0.9024 0.00 0.88 0.12
#> Rbp4_tdTpositive_cell_1 1 0.5948 0.3247 0.64 0.00 0.36
#> Rbp4_tdTpositive_cell_2 3 0.4291 0.8414 0.18 0.00 0.82
#> Rbp4_tdTpositive_cell_8 2 0.2537 0.9228 0.00 0.92 0.08
#> Rbp4_tdTpositive_cell_34 1 0.5397 0.5315 0.72 0.00 0.28
#> Rbp4_tdTpositive_cell_59 2 0.0892 0.9327 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_65 1 0.6244 -0.0125 0.56 0.00 0.44
#> Rbp4_tdTpositive_cell_71 1 0.5560 0.4958 0.70 0.00 0.30
#> Rbp4_tdTpositive_cell_72 2 0.2066 0.9232 0.00 0.94 0.06
#> Rbp4_tdTpositive_cell_125 3 0.6244 -0.1790 0.00 0.44 0.56
#> Rbp4_tdTpositive_cell_138 2 0.2959 0.9020 0.00 0.90 0.10
#> Rbp4_tdTpositive_cell_140 2 0.2959 0.9024 0.00 0.90 0.10
#> Rbp4_tdTpositive_cell_148 2 0.2537 0.9228 0.00 0.92 0.08
#> Rbp4_tdTpositive_cell_149 2 0.5216 0.7423 0.00 0.74 0.26
#> Rbp4_tdTpositive_cell_165 2 0.2537 0.9221 0.00 0.92 0.08
#> Rbp4_tdTpositive_cell_181 2 0.0892 0.9330 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_182 2 0.0892 0.9330 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_183 2 0.0892 0.9330 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_184 2 0.5560 0.6980 0.00 0.70 0.30
#> Rbp4_tdTpositive_cell_186 3 0.7091 0.5776 0.32 0.04 0.64
#> Rbp4_tdTpositive_cell_187 3 0.3042 0.7512 0.04 0.04 0.92
#> Rbp4_tdTpositive_cell_188 2 0.0892 0.9330 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_190 2 0.1529 0.9324 0.00 0.96 0.04
#> Rorb_tdTpositive_cell_2 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_18 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_19 1 0.1529 0.8673 0.96 0.00 0.04
#> Rorb_tdTpositive_cell_24 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_25 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_26 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_27 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_28 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_31 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_32 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_33 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_34 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_35 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_36 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_37 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_38 1 0.0000 0.9000 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_40 3 0.4291 0.8414 0.18 0.00 0.82
#> Rorb_tdTpositive_cell_41 3 0.6280 -0.1866 0.00 0.46 0.54
#> Rorb_tdTpositive_cell_42 3 0.3686 0.8335 0.14 0.00 0.86
#> Rorb_tdTpositive_cell_46 3 0.4002 0.8395 0.16 0.00 0.84
#> Scnn1a-Tg2_tdTpositive_cell_1 2 0.4796 0.8159 0.00 0.78 0.22
#> Scnn1a-Tg2_tdTpositive_cell_2 3 0.5416 0.7201 0.10 0.08 0.82
#> Scnn1a-Tg2_tdTpositive_cell_3 3 0.6280 0.2817 0.46 0.00 0.54
#> Scnn1a-Tg2_tdTpositive_cell_4 1 0.4796 0.6595 0.78 0.00 0.22
#> Scnn1a-Tg2_tdTpositive_cell_5 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_92 1 0.4002 0.7441 0.84 0.00 0.16
#> Scnn1a-Tg3_tdTpositive_cell_93 1 0.4291 0.7203 0.82 0.00 0.18
#> Scnn1a-Tg3_tdTpositive_cell_94 3 0.6192 0.4834 0.42 0.00 0.58
#> Scnn1a-Tg3_tdTpositive_cell_95 2 0.1529 0.9338 0.00 0.96 0.04
#> Scnn1a-Tg3_tdTpositive_cell_96 3 0.5560 0.7188 0.30 0.00 0.70
#> Scnn1a-Tg3_tdTpositive_cell_97 1 0.5835 0.3841 0.66 0.00 0.34
#> Scnn1a-Tg3_tdTpositive_cell_98 1 0.6309 -0.2654 0.50 0.00 0.50
#> Scnn1a-Tg3_tdTpositive_cell_102 2 0.3415 0.9114 0.02 0.90 0.08
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.0000 0.9000 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.0000 0.9000 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_44 1 0.6192 0.1422 0.58 0.00 0.42
#> CAV_LP_Ipsi_tdTpos_cell_34 3 0.6045 0.5919 0.38 0.00 0.62
#> Rbp4_CTX_10pg_1 2 0.2537 0.9221 0.00 0.92 0.08
#> Rbp4_CTX_10pg_2 2 0.2537 0.9221 0.00 0.92 0.08
#> Rbp4_CTX_10pg_3 2 0.2537 0.9221 0.00 0.92 0.08
#> Rbp4_CTX_10pg_4 2 0.2537 0.9221 0.00 0.92 0.08
#> Rbp4_CTX_10pg_5 2 0.2537 0.9221 0.00 0.92 0.08
#> Rbp4_CTX_250ng_1 2 0.2537 0.9221 0.00 0.92 0.08
#> Rbp4_CTX_250ng_2 2 0.2537 0.9221 0.00 0.92 0.08
#> Trib2_CTX_250ng_1 2 0.2537 0.9221 0.00 0.92 0.08
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_6 1 0.4949 0.6590 0.76 0.00 0.18 0.06
#> Calb2_tdTpositive_cell_7 1 0.6370 0.4426 0.62 0.00 0.10 0.28
#> Calb2_tdTpositive_cell_8 3 0.7010 0.4120 0.02 0.08 0.56 0.34
#> Calb2_tdTpositive_cell_10 4 0.3975 0.6864 0.00 0.24 0.00 0.76
#> Calb2_tdTpositive_cell_14 4 0.4553 0.6835 0.00 0.18 0.04 0.78
#> Cux2_tdTpositive_cell_1 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_2 1 0.2345 0.7876 0.90 0.00 0.00 0.10
#> Cux2_tdTpositive_cell_3 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_4 1 0.1637 0.8189 0.94 0.00 0.06 0.00
#> Cux2_tdTpositive_cell_7 1 0.7206 0.1349 0.46 0.00 0.14 0.40
#> Cux2_tdTpositive_cell_44 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_46 1 0.7249 0.3200 0.54 0.00 0.20 0.26
#> Cux2_tdTpositive_cell_47 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_92 1 0.4994 -0.0288 0.52 0.00 0.48 0.00
#> Cux2_tdTpositive_cell_115 4 0.3610 0.7242 0.00 0.20 0.00 0.80
#> Cux2_tdTpositive_cell_116 4 0.3610 0.7242 0.00 0.20 0.00 0.80
#> Cux2_tdTpositive_cell_117 4 0.3610 0.7242 0.00 0.20 0.00 0.80
#> Cux2_tdTpositive_cell_118 4 0.3610 0.7242 0.00 0.20 0.00 0.80
#> Cux2_tdTpositive_cell_119 4 0.3610 0.7242 0.00 0.20 0.00 0.80
#> Cux2_tdTpositive_cell_120 4 0.3610 0.7242 0.00 0.20 0.00 0.80
#> Cux2_tdTpositive_cell_121 4 0.3610 0.7242 0.00 0.20 0.00 0.80
#> Nos1_tdTpositive_cell_23 2 0.0000 0.7108 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_61 4 0.3853 0.6979 0.00 0.16 0.02 0.82
#> Nos1_tdTpositive_cell_65 3 0.3525 0.8042 0.10 0.00 0.86 0.04
#> Nr5a1_tdTpositive_cell_1 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_2 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_3 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_4 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_5 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_8 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_17 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_37 1 0.3853 0.7219 0.82 0.00 0.16 0.02
#> Nr5a1_tdTpositive_cell_38 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_39 1 0.0707 0.8473 0.98 0.00 0.02 0.00
#> Nr5a1_tdTpositive_cell_41 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_42 1 0.0707 0.8473 0.98 0.00 0.02 0.00
#> Nr5a1_tdTpositive_cell_43 1 0.4134 0.5852 0.74 0.00 0.26 0.00
#> Nr5a1_tdTpositive_cell_44 1 0.4907 0.2406 0.58 0.00 0.42 0.00
#> Ntsr1_tdTpositive_cell_1 3 0.1637 0.8053 0.06 0.00 0.94 0.00
#> Ntsr1_tdTpositive_cell_2 3 0.2647 0.8106 0.12 0.00 0.88 0.00
#> Ntsr1_tdTpositive_cell_3 3 0.2921 0.7986 0.14 0.00 0.86 0.00
#> Ntsr1_tdTpositive_cell_4 3 0.2345 0.8114 0.10 0.00 0.90 0.00
#> Ntsr1_tdTpositive_cell_29 3 0.2011 0.8106 0.08 0.00 0.92 0.00
#> Ntsr1_tdTpositive_cell_30 3 0.1637 0.8040 0.06 0.00 0.94 0.00
#> Ntsr1_tdTpositive_cell_33 3 0.1637 0.8053 0.06 0.00 0.94 0.00
#> Ntsr1_tdTpositive_cell_34 3 0.2921 0.8037 0.14 0.00 0.86 0.00
#> Ntsr1_tdTpositive_cell_35 3 0.3400 0.7892 0.18 0.00 0.82 0.00
#> Ntsr1_tdTpositive_cell_36 3 0.1637 0.8053 0.06 0.00 0.94 0.00
#> Ntsr1_tdTpositive_cell_75 3 0.0000 0.7601 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_76 3 0.0707 0.7765 0.02 0.00 0.98 0.00
#> Ntsr1_tdTpositive_cell_77 3 0.0707 0.7765 0.02 0.00 0.98 0.00
#> Ntsr1_tdTnegative_cell_40 3 0.5306 0.7056 0.24 0.02 0.72 0.02
#> Ntsr1_tdTnegative_cell_43 2 0.2411 0.6631 0.00 0.92 0.04 0.04
#> Rbp4_tdTpositive_cell_1 1 0.4134 0.5965 0.74 0.00 0.26 0.00
#> Rbp4_tdTpositive_cell_2 3 0.2647 0.8100 0.12 0.00 0.88 0.00
#> Rbp4_tdTpositive_cell_8 2 0.5793 0.1988 0.00 0.60 0.04 0.36
#> Rbp4_tdTpositive_cell_34 1 0.5271 0.4183 0.64 0.00 0.34 0.02
#> Rbp4_tdTpositive_cell_59 4 0.4977 0.2923 0.00 0.46 0.00 0.54
#> Rbp4_tdTpositive_cell_65 1 0.4948 0.1278 0.56 0.00 0.44 0.00
#> Rbp4_tdTpositive_cell_71 1 0.7084 0.1754 0.52 0.00 0.34 0.14
#> Rbp4_tdTpositive_cell_72 4 0.5173 0.4566 0.00 0.32 0.02 0.66
#> Rbp4_tdTpositive_cell_125 2 0.7497 0.2354 0.00 0.50 0.26 0.24
#> Rbp4_tdTpositive_cell_138 4 0.4642 0.5687 0.00 0.24 0.02 0.74
#> Rbp4_tdTpositive_cell_140 4 0.4284 0.6041 0.00 0.20 0.02 0.78
#> Rbp4_tdTpositive_cell_148 4 0.5860 0.3263 0.00 0.38 0.04 0.58
#> Rbp4_tdTpositive_cell_149 4 0.6212 0.2487 0.00 0.38 0.06 0.56
#> Rbp4_tdTpositive_cell_165 2 0.0000 0.7108 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_181 2 0.4994 -0.0920 0.00 0.52 0.00 0.48
#> Rbp4_tdTpositive_cell_182 2 0.4855 0.1744 0.00 0.60 0.00 0.40
#> Rbp4_tdTpositive_cell_183 2 0.4855 0.1744 0.00 0.60 0.00 0.40
#> Rbp4_tdTpositive_cell_184 4 0.5902 0.5449 0.00 0.16 0.14 0.70
#> Rbp4_tdTpositive_cell_186 3 0.7499 0.2179 0.18 0.00 0.42 0.40
#> Rbp4_tdTpositive_cell_187 3 0.2921 0.6896 0.00 0.00 0.86 0.14
#> Rbp4_tdTpositive_cell_188 2 0.4907 0.1095 0.00 0.58 0.00 0.42
#> Rbp4_tdTpositive_cell_190 2 0.4713 0.2615 0.00 0.64 0.00 0.36
#> Rorb_tdTpositive_cell_2 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_18 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_19 1 0.2335 0.8108 0.92 0.00 0.02 0.06
#> Rorb_tdTpositive_cell_24 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_25 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_26 1 0.1411 0.8351 0.96 0.00 0.02 0.02
#> Rorb_tdTpositive_cell_27 1 0.0707 0.8473 0.98 0.00 0.02 0.00
#> Rorb_tdTpositive_cell_28 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_31 1 0.1411 0.8395 0.96 0.00 0.02 0.02
#> Rorb_tdTpositive_cell_32 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_33 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_34 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_35 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_36 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_37 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_38 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_40 3 0.5106 0.7203 0.24 0.00 0.72 0.04
#> Rorb_tdTpositive_cell_41 2 0.5657 0.4678 0.00 0.72 0.16 0.12
#> Rorb_tdTpositive_cell_42 3 0.3611 0.7945 0.08 0.00 0.86 0.06
#> Rorb_tdTpositive_cell_46 3 0.4939 0.7372 0.22 0.00 0.74 0.04
#> Scnn1a-Tg2_tdTpositive_cell_1 4 0.6323 -0.0177 0.00 0.44 0.06 0.50
#> Scnn1a-Tg2_tdTpositive_cell_2 3 0.8026 0.3223 0.04 0.18 0.54 0.24
#> Scnn1a-Tg2_tdTpositive_cell_3 1 0.8471 -0.2371 0.34 0.02 0.32 0.32
#> Scnn1a-Tg2_tdTpositive_cell_4 1 0.5327 0.6120 0.72 0.00 0.22 0.06
#> Scnn1a-Tg2_tdTpositive_cell_5 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.0707 0.8487 0.98 0.00 0.00 0.02
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.0707 0.8473 0.98 0.00 0.02 0.00
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.0707 0.8475 0.98 0.00 0.02 0.00
#> Scnn1a-Tg3_tdTpositive_cell_92 1 0.4079 0.6857 0.80 0.00 0.18 0.02
#> Scnn1a-Tg3_tdTpositive_cell_93 1 0.5256 0.5463 0.70 0.00 0.26 0.04
#> Scnn1a-Tg3_tdTpositive_cell_94 1 0.5535 0.1709 0.56 0.00 0.42 0.02
#> Scnn1a-Tg3_tdTpositive_cell_95 2 0.4948 0.0777 0.00 0.56 0.00 0.44
#> Scnn1a-Tg3_tdTpositive_cell_96 3 0.5713 0.4868 0.34 0.00 0.62 0.04
#> Scnn1a-Tg3_tdTpositive_cell_97 1 0.5428 0.3448 0.60 0.00 0.38 0.02
#> Scnn1a-Tg3_tdTpositive_cell_98 3 0.5594 0.1946 0.46 0.00 0.52 0.02
#> Scnn1a-Tg3_tdTpositive_cell_102 2 0.4472 0.5407 0.02 0.76 0.00 0.22
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.0000 0.8586 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_44 1 0.7021 -0.0522 0.48 0.00 0.40 0.12
#> CAV_LP_Ipsi_tdTpos_cell_34 3 0.4277 0.6789 0.28 0.00 0.72 0.00
#> Rbp4_CTX_10pg_1 2 0.0000 0.7108 0.00 1.00 0.00 0.00
#> Rbp4_CTX_10pg_2 2 0.0000 0.7108 0.00 1.00 0.00 0.00
#> Rbp4_CTX_10pg_3 2 0.0000 0.7108 0.00 1.00 0.00 0.00
#> Rbp4_CTX_10pg_4 2 0.0000 0.7108 0.00 1.00 0.00 0.00
#> Rbp4_CTX_10pg_5 2 0.0000 0.7108 0.00 1.00 0.00 0.00
#> Rbp4_CTX_250ng_1 2 0.0000 0.7108 0.00 1.00 0.00 0.00
#> Rbp4_CTX_250ng_2 2 0.0000 0.7108 0.00 1.00 0.00 0.00
#> Trib2_CTX_250ng_1 2 0.0000 0.7108 0.00 1.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 128 1.47e-05 2
#> ATC:skmeans 118 2.26e-05 3
#> ATC:skmeans 98 5.87e-09 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node0112. Child nodes: Node011211-leaf , Node011212-leaf , Node011221-leaf , Node011222-leaf , Node031211-leaf , Node031212-leaf , Node031213-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["01121"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13065 rows and 89 columns.
#> Top rows (1306) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.977 0.991 0.498 0.505 0.505
#> 3 3 0.667 0.700 0.787 0.301 0.800 0.626
#> 4 4 0.933 0.916 0.963 0.164 0.805 0.516
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_6 1 0.000 0.983 1.00 0.00
#> Calb2_tdTpositive_cell_7 1 0.000 0.983 1.00 0.00
#> Cux2_tdTpositive_cell_1 1 0.000 0.983 1.00 0.00
#> Cux2_tdTpositive_cell_2 1 0.000 0.983 1.00 0.00
#> Cux2_tdTpositive_cell_3 1 0.000 0.983 1.00 0.00
#> Cux2_tdTpositive_cell_4 1 0.925 0.494 0.66 0.34
#> Cux2_tdTpositive_cell_7 1 0.000 0.983 1.00 0.00
#> Cux2_tdTpositive_cell_44 1 0.000 0.983 1.00 0.00
#> Cux2_tdTpositive_cell_46 1 0.327 0.926 0.94 0.06
#> Cux2_tdTpositive_cell_47 1 0.000 0.983 1.00 0.00
#> Cux2_tdTpositive_cell_92 2 0.000 1.000 0.00 1.00
#> Nos1_tdTpositive_cell_65 2 0.000 1.000 0.00 1.00
#> Nr5a1_tdTpositive_cell_1 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_2 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_3 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_4 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_5 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_8 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_17 1 0.327 0.927 0.94 0.06
#> Nr5a1_tdTpositive_cell_37 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_38 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_39 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_41 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_42 1 0.000 0.983 1.00 0.00
#> Nr5a1_tdTpositive_cell_43 2 0.000 1.000 0.00 1.00
#> Nr5a1_tdTpositive_cell_44 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_1 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_2 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_3 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_4 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_29 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_30 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_33 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_34 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_35 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_36 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_75 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_76 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTpositive_cell_77 2 0.000 1.000 0.00 1.00
#> Ntsr1_tdTnegative_cell_40 2 0.000 1.000 0.00 1.00
#> Rbp4_tdTpositive_cell_1 2 0.000 1.000 0.00 1.00
#> Rbp4_tdTpositive_cell_2 2 0.000 1.000 0.00 1.00
#> Rbp4_tdTpositive_cell_34 2 0.000 1.000 0.00 1.00
#> Rbp4_tdTpositive_cell_65 2 0.000 1.000 0.00 1.00
#> Rbp4_tdTpositive_cell_71 2 0.000 1.000 0.00 1.00
#> Rbp4_tdTpositive_cell_186 2 0.000 1.000 0.00 1.00
#> Rbp4_tdTpositive_cell_187 2 0.000 1.000 0.00 1.00
#> Rorb_tdTpositive_cell_2 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_18 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_19 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_24 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_25 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_26 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_27 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_28 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_31 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_32 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_33 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_34 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_35 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_36 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_37 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_38 1 0.000 0.983 1.00 0.00
#> Rorb_tdTpositive_cell_40 2 0.000 1.000 0.00 1.00
#> Rorb_tdTpositive_cell_42 2 0.000 1.000 0.00 1.00
#> Rorb_tdTpositive_cell_46 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_2 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_3 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_4 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_5 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_92 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_93 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_94 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_96 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_97 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_98 2 0.000 1.000 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.000 0.983 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.000 0.983 1.00 0.00
#> Slc17a6_tdTpositive_cell_44 1 0.958 0.401 0.62 0.38
#> CAV_LP_Ipsi_tdTpos_cell_34 2 0.000 1.000 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_6 1 0.486 0.6165 0.82 0.16 0.02
#> Calb2_tdTpositive_cell_7 2 0.619 0.3582 0.42 0.58 0.00
#> Cux2_tdTpositive_cell_1 1 0.613 0.7465 0.60 0.00 0.40
#> Cux2_tdTpositive_cell_2 1 0.613 0.7465 0.60 0.00 0.40
#> Cux2_tdTpositive_cell_3 1 0.613 0.7465 0.60 0.00 0.40
#> Cux2_tdTpositive_cell_4 3 0.613 0.3405 0.40 0.00 0.60
#> Cux2_tdTpositive_cell_7 1 0.296 0.6778 0.90 0.10 0.00
#> Cux2_tdTpositive_cell_44 1 0.000 0.7638 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_46 3 0.542 0.3093 0.08 0.10 0.82
#> Cux2_tdTpositive_cell_47 1 0.000 0.7638 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_92 2 0.207 0.7796 0.00 0.94 0.06
#> Nos1_tdTpositive_cell_65 2 0.000 0.8633 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_1 1 0.000 0.7638 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_2 1 0.000 0.7638 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_3 1 0.000 0.7638 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_4 1 0.429 0.7611 0.82 0.00 0.18
#> Nr5a1_tdTpositive_cell_5 1 0.000 0.7638 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_8 1 0.000 0.7638 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_17 3 0.153 0.4507 0.00 0.04 0.96
#> Nr5a1_tdTpositive_cell_37 3 0.522 -0.1883 0.26 0.00 0.74
#> Nr5a1_tdTpositive_cell_38 1 0.613 0.7465 0.60 0.00 0.40
#> Nr5a1_tdTpositive_cell_39 1 0.000 0.7638 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_41 1 0.604 0.7488 0.62 0.00 0.38
#> Nr5a1_tdTpositive_cell_42 1 0.613 0.7465 0.60 0.00 0.40
#> Nr5a1_tdTpositive_cell_43 3 0.613 0.7186 0.00 0.40 0.60
#> Nr5a1_tdTpositive_cell_44 3 0.613 0.7186 0.00 0.40 0.60
#> Ntsr1_tdTpositive_cell_1 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_2 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_3 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_4 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_29 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_30 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_33 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_34 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_35 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_36 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_75 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_76 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_77 2 0.000 0.8633 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_40 2 0.000 0.8633 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_1 2 0.595 0.4210 0.36 0.64 0.00
#> Rbp4_tdTpositive_cell_2 3 0.613 0.7186 0.00 0.40 0.60
#> Rbp4_tdTpositive_cell_34 3 0.613 0.7186 0.00 0.40 0.60
#> Rbp4_tdTpositive_cell_65 3 0.624 0.6509 0.00 0.44 0.56
#> Rbp4_tdTpositive_cell_71 2 0.583 0.3707 0.00 0.66 0.34
#> Rbp4_tdTpositive_cell_186 2 0.985 0.0719 0.30 0.42 0.28
#> Rbp4_tdTpositive_cell_187 2 0.207 0.7812 0.00 0.94 0.06
#> Rorb_tdTpositive_cell_2 1 0.000 0.7638 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_18 1 0.000 0.7638 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_19 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_24 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_25 1 0.000 0.7638 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_26 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_27 1 0.000 0.7638 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_28 1 0.556 0.7499 0.70 0.00 0.30
#> Rorb_tdTpositive_cell_31 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_32 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_33 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_34 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_35 1 0.619 0.7303 0.58 0.00 0.42
#> Rorb_tdTpositive_cell_36 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_37 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_38 1 0.613 0.7465 0.60 0.00 0.40
#> Rorb_tdTpositive_cell_40 2 0.000 0.8633 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_42 3 0.613 0.7186 0.00 0.40 0.60
#> Rorb_tdTpositive_cell_46 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg2_tdTpositive_cell_2 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg2_tdTpositive_cell_3 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg2_tdTpositive_cell_4 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg2_tdTpositive_cell_5 3 0.254 0.3016 0.08 0.00 0.92
#> Scnn1a-Tg2_tdTpositive_cell_10 1 0.628 0.6891 0.54 0.00 0.46
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.000 0.7638 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.000 0.7638 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.000 0.7638 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.000 0.7638 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.000 0.7638 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_7 1 0.613 0.7465 0.60 0.00 0.40
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.000 0.7638 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.571 0.2851 0.68 0.00 0.32
#> Scnn1a-Tg3_tdTpositive_cell_92 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg3_tdTpositive_cell_93 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg3_tdTpositive_cell_94 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg3_tdTpositive_cell_96 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg3_tdTpositive_cell_97 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg3_tdTpositive_cell_98 3 0.613 0.7186 0.00 0.40 0.60
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.000 0.7638 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_105 1 0.613 0.7465 0.60 0.00 0.40
#> Slc17a6_tdTpositive_cell_44 3 0.970 -0.2452 0.22 0.36 0.42
#> CAV_LP_Ipsi_tdTpos_cell_34 2 0.000 0.8633 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_6 1 0.3400 0.775 0.82 0.00 0.00 0.18
#> Calb2_tdTpositive_cell_7 1 0.3801 0.710 0.78 0.22 0.00 0.00
#> Cux2_tdTpositive_cell_1 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_2 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_3 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_4 1 0.1637 0.910 0.94 0.00 0.06 0.00
#> Cux2_tdTpositive_cell_7 1 0.0707 0.946 0.98 0.00 0.00 0.02
#> Cux2_tdTpositive_cell_44 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_46 4 0.8302 0.324 0.22 0.04 0.24 0.50
#> Cux2_tdTpositive_cell_47 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_92 2 0.3172 0.811 0.00 0.84 0.16 0.00
#> Nos1_tdTpositive_cell_65 2 0.2345 0.882 0.00 0.90 0.10 0.00
#> Nr5a1_tdTpositive_cell_1 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_2 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_3 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_4 1 0.4713 0.426 0.64 0.00 0.00 0.36
#> Nr5a1_tdTpositive_cell_5 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_8 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_17 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_37 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_38 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_39 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_41 4 0.0707 0.938 0.02 0.00 0.00 0.98
#> Nr5a1_tdTpositive_cell_42 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_43 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_44 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_1 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_2 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_3 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_4 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_29 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_30 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_33 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_34 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_35 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_36 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_75 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_76 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_77 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_40 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_1 2 0.0707 0.948 0.02 0.98 0.00 0.00
#> Rbp4_tdTpositive_cell_2 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_34 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_65 3 0.1211 0.930 0.00 0.04 0.96 0.00
#> Rbp4_tdTpositive_cell_71 2 0.3400 0.776 0.00 0.82 0.00 0.18
#> Rbp4_tdTpositive_cell_186 3 0.7654 0.203 0.34 0.22 0.44 0.00
#> Rbp4_tdTpositive_cell_187 2 0.3610 0.752 0.00 0.80 0.20 0.00
#> Rorb_tdTpositive_cell_2 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_18 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_19 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_24 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_25 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_26 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_27 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_28 4 0.5793 0.388 0.36 0.00 0.04 0.60
#> Rorb_tdTpositive_cell_31 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_32 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_33 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_34 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_35 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_36 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_37 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_38 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_40 2 0.0000 0.965 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_42 3 0.0707 0.949 0.00 0.02 0.98 0.00
#> Rorb_tdTpositive_cell_46 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_2 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_3 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_4 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_5 4 0.2921 0.818 0.00 0.00 0.14 0.86
#> Scnn1a-Tg2_tdTpositive_cell_10 4 0.2411 0.896 0.04 0.00 0.04 0.92
#> Scnn1a-Tg2_tdTpositive_cell_18 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_20 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_2 1 0.0707 0.946 0.98 0.00 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_4 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_6 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_7 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_42 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_43 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_92 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_93 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_94 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_96 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_97 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_98 3 0.0000 0.966 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_104 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_105 4 0.0000 0.952 0.00 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_44 4 0.1211 0.920 0.00 0.04 0.00 0.96
#> CAV_LP_Ipsi_tdTpos_cell_34 2 0.0000 0.965 0.00 1.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 87 1.000 2
#> ATC:skmeans 78 0.558 3
#> ATC:skmeans 85 0.671 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node0112. Child nodes: Node011211-leaf , Node011212-leaf , Node011221-leaf , Node011222-leaf , Node031211-leaf , Node031212-leaf , Node031213-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["01122"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13108 rows and 40 columns.
#> Top rows (1311) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 1.000 1.000 0.3852 0.615 0.615
#> 3 3 0.943 0.942 0.974 0.7385 0.712 0.531
#> 4 4 0.717 0.831 0.871 0.0616 0.932 0.804
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_8 1 0 1 1 0
#> Calb2_tdTpositive_cell_10 1 0 1 1 0
#> Calb2_tdTpositive_cell_14 1 0 1 1 0
#> Cux2_tdTpositive_cell_115 1 0 1 1 0
#> Cux2_tdTpositive_cell_116 1 0 1 1 0
#> Cux2_tdTpositive_cell_117 1 0 1 1 0
#> Cux2_tdTpositive_cell_118 1 0 1 1 0
#> Cux2_tdTpositive_cell_119 1 0 1 1 0
#> Cux2_tdTpositive_cell_120 1 0 1 1 0
#> Cux2_tdTpositive_cell_121 1 0 1 1 0
#> Nos1_tdTpositive_cell_23 2 0 1 0 1
#> Nos1_tdTpositive_cell_61 1 0 1 1 0
#> Ntsr1_tdTnegative_cell_43 1 0 1 1 0
#> Rbp4_tdTpositive_cell_8 1 0 1 1 0
#> Rbp4_tdTpositive_cell_59 1 0 1 1 0
#> Rbp4_tdTpositive_cell_72 1 0 1 1 0
#> Rbp4_tdTpositive_cell_125 1 0 1 1 0
#> Rbp4_tdTpositive_cell_138 1 0 1 1 0
#> Rbp4_tdTpositive_cell_140 1 0 1 1 0
#> Rbp4_tdTpositive_cell_148 1 0 1 1 0
#> Rbp4_tdTpositive_cell_149 1 0 1 1 0
#> Rbp4_tdTpositive_cell_165 2 0 1 0 1
#> Rbp4_tdTpositive_cell_181 1 0 1 1 0
#> Rbp4_tdTpositive_cell_182 1 0 1 1 0
#> Rbp4_tdTpositive_cell_183 1 0 1 1 0
#> Rbp4_tdTpositive_cell_184 1 0 1 1 0
#> Rbp4_tdTpositive_cell_188 1 0 1 1 0
#> Rbp4_tdTpositive_cell_190 1 0 1 1 0
#> Rorb_tdTpositive_cell_41 1 0 1 1 0
#> Scnn1a-Tg2_tdTpositive_cell_1 1 0 1 1 0
#> Scnn1a-Tg3_tdTpositive_cell_95 1 0 1 1 0
#> Scnn1a-Tg3_tdTpositive_cell_102 1 0 1 1 0
#> Rbp4_CTX_10pg_1 2 0 1 0 1
#> Rbp4_CTX_10pg_2 2 0 1 0 1
#> Rbp4_CTX_10pg_3 2 0 1 0 1
#> Rbp4_CTX_10pg_4 2 0 1 0 1
#> Rbp4_CTX_10pg_5 2 0 1 0 1
#> Rbp4_CTX_250ng_1 2 0 1 0 1
#> Rbp4_CTX_250ng_2 2 0 1 0 1
#> Trib2_CTX_250ng_1 2 0 1 0 1
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_8 1 0.0000 0.989 1.00 0.0 0.00
#> Calb2_tdTpositive_cell_10 1 0.0000 0.989 1.00 0.0 0.00
#> Calb2_tdTpositive_cell_14 1 0.0892 0.984 0.98 0.0 0.02
#> Cux2_tdTpositive_cell_115 3 0.2537 0.897 0.08 0.0 0.92
#> Cux2_tdTpositive_cell_116 3 0.2959 0.880 0.10 0.0 0.90
#> Cux2_tdTpositive_cell_117 3 0.0892 0.932 0.02 0.0 0.98
#> Cux2_tdTpositive_cell_118 3 0.0000 0.937 0.00 0.0 1.00
#> Cux2_tdTpositive_cell_119 3 0.0000 0.937 0.00 0.0 1.00
#> Cux2_tdTpositive_cell_120 3 0.0000 0.937 0.00 0.0 1.00
#> Cux2_tdTpositive_cell_121 3 0.6280 0.167 0.46 0.0 0.54
#> Nos1_tdTpositive_cell_23 2 0.2959 0.889 0.10 0.9 0.00
#> Nos1_tdTpositive_cell_61 1 0.0892 0.984 0.98 0.0 0.02
#> Ntsr1_tdTnegative_cell_43 1 0.1529 0.965 0.96 0.0 0.04
#> Rbp4_tdTpositive_cell_8 1 0.0000 0.989 1.00 0.0 0.00
#> Rbp4_tdTpositive_cell_59 3 0.2537 0.892 0.08 0.0 0.92
#> Rbp4_tdTpositive_cell_72 1 0.0892 0.984 0.98 0.0 0.02
#> Rbp4_tdTpositive_cell_125 1 0.0000 0.989 1.00 0.0 0.00
#> Rbp4_tdTpositive_cell_138 1 0.0000 0.989 1.00 0.0 0.00
#> Rbp4_tdTpositive_cell_140 1 0.0892 0.984 0.98 0.0 0.02
#> Rbp4_tdTpositive_cell_148 1 0.0000 0.989 1.00 0.0 0.00
#> Rbp4_tdTpositive_cell_149 1 0.0000 0.989 1.00 0.0 0.00
#> Rbp4_tdTpositive_cell_165 2 0.0000 0.988 0.00 1.0 0.00
#> Rbp4_tdTpositive_cell_181 3 0.0000 0.937 0.00 0.0 1.00
#> Rbp4_tdTpositive_cell_182 3 0.0000 0.937 0.00 0.0 1.00
#> Rbp4_tdTpositive_cell_183 3 0.0000 0.937 0.00 0.0 1.00
#> Rbp4_tdTpositive_cell_184 1 0.0892 0.984 0.98 0.0 0.02
#> Rbp4_tdTpositive_cell_188 3 0.0000 0.937 0.00 0.0 1.00
#> Rbp4_tdTpositive_cell_190 3 0.0000 0.937 0.00 0.0 1.00
#> Rorb_tdTpositive_cell_41 1 0.0000 0.989 1.00 0.0 0.00
#> Scnn1a-Tg2_tdTpositive_cell_1 1 0.0000 0.989 1.00 0.0 0.00
#> Scnn1a-Tg3_tdTpositive_cell_95 3 0.0892 0.931 0.02 0.0 0.98
#> Scnn1a-Tg3_tdTpositive_cell_102 3 0.1529 0.924 0.04 0.0 0.96
#> Rbp4_CTX_10pg_1 2 0.0000 0.988 0.00 1.0 0.00
#> Rbp4_CTX_10pg_2 2 0.0000 0.988 0.00 1.0 0.00
#> Rbp4_CTX_10pg_3 2 0.0000 0.988 0.00 1.0 0.00
#> Rbp4_CTX_10pg_4 2 0.0000 0.988 0.00 1.0 0.00
#> Rbp4_CTX_10pg_5 2 0.0000 0.988 0.00 1.0 0.00
#> Rbp4_CTX_250ng_1 2 0.0000 0.988 0.00 1.0 0.00
#> Rbp4_CTX_250ng_2 2 0.0000 0.988 0.00 1.0 0.00
#> Trib2_CTX_250ng_1 2 0.0000 0.988 0.00 1.0 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_8 1 0.1211 0.9156 0.96 0.04 0.00 0.00
#> Calb2_tdTpositive_cell_10 1 0.1211 0.9186 0.96 0.00 0.04 0.00
#> Calb2_tdTpositive_cell_14 1 0.0707 0.9261 0.98 0.00 0.02 0.00
#> Cux2_tdTpositive_cell_115 3 0.3853 0.7415 0.16 0.02 0.82 0.00
#> Cux2_tdTpositive_cell_116 3 0.5428 0.3663 0.38 0.02 0.60 0.00
#> Cux2_tdTpositive_cell_117 3 0.3335 0.7633 0.12 0.02 0.86 0.00
#> Cux2_tdTpositive_cell_118 3 0.0000 0.7903 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_119 3 0.0707 0.7908 0.02 0.00 0.98 0.00
#> Cux2_tdTpositive_cell_120 3 0.0000 0.7903 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_121 1 0.4994 0.0532 0.52 0.00 0.48 0.00
#> Nos1_tdTpositive_cell_23 2 0.5956 0.7883 0.10 0.68 0.00 0.22
#> Nos1_tdTpositive_cell_61 1 0.1211 0.9184 0.96 0.00 0.04 0.00
#> Ntsr1_tdTnegative_cell_43 1 0.1637 0.9060 0.94 0.00 0.06 0.00
#> Rbp4_tdTpositive_cell_8 1 0.0707 0.9211 0.98 0.02 0.00 0.00
#> Rbp4_tdTpositive_cell_59 3 0.6091 0.7023 0.14 0.12 0.72 0.02
#> Rbp4_tdTpositive_cell_72 1 0.0707 0.9261 0.98 0.00 0.02 0.00
#> Rbp4_tdTpositive_cell_125 1 0.1637 0.9065 0.94 0.06 0.00 0.00
#> Rbp4_tdTpositive_cell_138 1 0.0707 0.9261 0.98 0.00 0.02 0.00
#> Rbp4_tdTpositive_cell_140 1 0.0707 0.9261 0.98 0.00 0.02 0.00
#> Rbp4_tdTpositive_cell_148 1 0.0707 0.9211 0.98 0.02 0.00 0.00
#> Rbp4_tdTpositive_cell_149 1 0.0707 0.9211 0.98 0.02 0.00 0.00
#> Rbp4_tdTpositive_cell_165 4 0.0707 0.9664 0.00 0.02 0.00 0.98
#> Rbp4_tdTpositive_cell_181 3 0.3610 0.7723 0.00 0.20 0.80 0.00
#> Rbp4_tdTpositive_cell_182 3 0.3610 0.7723 0.00 0.20 0.80 0.00
#> Rbp4_tdTpositive_cell_183 3 0.3610 0.7723 0.00 0.20 0.80 0.00
#> Rbp4_tdTpositive_cell_184 1 0.0707 0.9261 0.98 0.00 0.02 0.00
#> Rbp4_tdTpositive_cell_188 3 0.3610 0.7723 0.00 0.20 0.80 0.00
#> Rbp4_tdTpositive_cell_190 3 0.3610 0.7723 0.00 0.20 0.80 0.00
#> Rorb_tdTpositive_cell_41 1 0.1211 0.9156 0.96 0.04 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_1 1 0.4894 0.7722 0.78 0.12 0.10 0.00
#> Scnn1a-Tg3_tdTpositive_cell_95 3 0.8017 0.5687 0.14 0.14 0.60 0.12
#> Scnn1a-Tg3_tdTpositive_cell_102 3 0.4332 0.7416 0.16 0.04 0.80 0.00
#> Rbp4_CTX_10pg_1 2 0.4522 0.9455 0.00 0.68 0.00 0.32
#> Rbp4_CTX_10pg_2 2 0.4713 0.9021 0.00 0.64 0.00 0.36
#> Rbp4_CTX_10pg_3 2 0.4522 0.9455 0.00 0.68 0.00 0.32
#> Rbp4_CTX_10pg_4 2 0.4522 0.9455 0.00 0.68 0.00 0.32
#> Rbp4_CTX_10pg_5 2 0.4522 0.9455 0.00 0.68 0.00 0.32
#> Rbp4_CTX_250ng_1 4 0.0000 0.9887 0.00 0.00 0.00 1.00
#> Rbp4_CTX_250ng_2 4 0.0000 0.9887 0.00 0.00 0.00 1.00
#> Trib2_CTX_250ng_1 4 0.0000 0.9887 0.00 0.00 0.00 1.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 40 0.00468 2
#> ATC:skmeans 39 0.00100 3
#> ATC:skmeans 38 0.00298 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node01. Child nodes: Node0111 , Node0112 , Node0121 , Node0122 , Node0123 , Node0131 , Node0132 , Node0211 , Node0212-leaf , Node0213-leaf , Node0214-leaf , Node0221-leaf , Node0222-leaf , Node0231-leaf , Node0232-leaf , Node0311-leaf , Node0312 , Node0321 , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331 , Node0332 , Node0333-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["012"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13113 rows and 337 columns.
#> Top rows (1311) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.863 0.941 0.973 0.502 0.499 0.499
#> 3 3 1.000 0.978 0.991 0.330 0.734 0.516
#> 4 4 0.972 0.940 0.976 0.109 0.866 0.632
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 3
There is also optional best \(k\) = 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_3 1 0.000 0.972 1.00 0.00
#> Calb2_tdTpositive_cell_23 2 0.000 0.972 0.00 1.00
#> Calb2_tdTpositive_cell_30 2 0.000 0.972 0.00 1.00
#> Calb2_tdTpositive_cell_31 2 0.000 0.972 0.00 1.00
#> Calb2_tdTpositive_cell_32 2 0.000 0.972 0.00 1.00
#> Calb2_tdTpositive_cell_33 2 0.529 0.868 0.12 0.88
#> Calb2_tdTpositive_cell_39 2 0.000 0.972 0.00 1.00
#> Calb2_tdTpositive_cell_45 2 0.000 0.972 0.00 1.00
#> Calb2_tdTpositive_cell_47 2 0.000 0.972 0.00 1.00
#> Calb2_tdTpositive_cell_51 2 0.000 0.972 0.00 1.00
#> Chrna2_tdTpositive_cell_3 1 0.000 0.972 1.00 0.00
#> Chrna2_tdTpositive_cell_18 1 0.000 0.972 1.00 0.00
#> Chrna2_tdTpositive_cell_38 1 0.000 0.972 1.00 0.00
#> Chrna2_tdTpositive_cell_69 2 0.000 0.972 0.00 1.00
#> Chrna2_tdTpositive_cell_72 2 0.881 0.607 0.30 0.70
#> Chrna2_tdTpositive_cell_75 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_11 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_12 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_13 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_14 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_15 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_16 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_17 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_19 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_20 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_21 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_22 1 0.000 0.972 1.00 0.00
#> Ctgf_tdTpositive_cell_23 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_9 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_12 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_14 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_16 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_18 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_19 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_21 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_22 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_23 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_24 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_27 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_29 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_31 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_32 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_33 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_39 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_40 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_42 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_43 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_50 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_51 1 0.760 0.739 0.78 0.22
#> Cux2_tdTpositive_cell_52 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_53 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_54 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_55 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_56 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_58 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_59 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_61 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_64 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_65 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_66 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_67 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_68 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_69 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_70 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_71 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_75 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_76 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_78 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_79 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_80 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_81 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_82 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_83 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_84 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_88 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_89 1 0.680 0.792 0.82 0.18
#> Cux2_tdTpositive_cell_90 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_91 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_95 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_96 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_97 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_99 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_100 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_101 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_102 2 0.242 0.941 0.04 0.96
#> Cux2_tdTpositive_cell_103 2 0.327 0.925 0.06 0.94
#> Cux2_tdTpositive_cell_104 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_105 1 0.904 0.554 0.68 0.32
#> Cux2_tdTpositive_cell_106 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_107 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_108 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_109 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_110 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_111 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_112 2 0.000 0.972 0.00 1.00
#> Cux2_tdTpositive_cell_113 2 0.943 0.470 0.36 0.64
#> Cux2_tdTpositive_cell_114 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_122 1 0.000 0.972 1.00 0.00
#> Cux2_tdTpositive_cell_123 2 0.000 0.972 0.00 1.00
#> Cux2_tdTnegative_cell_8 1 0.000 0.972 1.00 0.00
#> Gad2_tdTpositive_cell_42 1 0.000 0.972 1.00 0.00
#> Gad2_tdTpositive_cell_50 1 0.000 0.972 1.00 0.00
#> Gad2_tdTpositive_cell_51 1 0.000 0.972 1.00 0.00
#> Gad2_tdTpositive_cell_66 2 0.000 0.972 0.00 1.00
#> Htr3a_tdTpositive_cell_108 1 0.000 0.972 1.00 0.00
#> Htr3a_tdTpositive_cell_109 2 0.000 0.972 0.00 1.00
#> Htr3a_tdTpositive_cell_116 1 0.000 0.972 1.00 0.00
#> Ndnf_tdTnegative_cell_9 2 0.795 0.711 0.24 0.76
#> Nos1_tdTpositive_cell_28 2 0.680 0.796 0.18 0.82
#> Nos1_tdTpositive_cell_42 1 0.000 0.972 1.00 0.00
#> Nos1_tdTpositive_cell_72 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_6 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_7 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_9 1 0.634 0.816 0.84 0.16
#> Nr5a1_tdTpositive_cell_10 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_11 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_12 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_13 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_14 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_15 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_16 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_18 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_19 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_22 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_23 1 0.680 0.792 0.82 0.18
#> Nr5a1_tdTpositive_cell_24 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_25 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_26 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_27 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_28 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_29 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_32 2 0.000 0.972 0.00 1.00
#> Nr5a1_tdTpositive_cell_34 1 0.000 0.972 1.00 0.00
#> Nr5a1_tdTpositive_cell_36 1 0.000 0.972 1.00 0.00
#> Nr5a1_tdTpositive_cell_52 2 0.000 0.972 0.00 1.00
#> Ntsr1_tdTpositive_cell_6 2 0.855 0.642 0.28 0.72
#> Ntsr1_tdTpositive_cell_46 1 0.855 0.607 0.72 0.28
#> Ntsr1_tdTpositive_cell_51 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTpositive_cell_54 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTpositive_cell_55 1 0.881 0.566 0.70 0.30
#> Ntsr1_tdTpositive_cell_56 2 0.469 0.888 0.10 0.90
#> Ntsr1_tdTpositive_cell_57 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTpositive_cell_58 2 0.529 0.868 0.12 0.88
#> Ntsr1_tdTpositive_cell_61 2 0.634 0.822 0.16 0.84
#> Ntsr1_tdTpositive_cell_62 2 0.000 0.972 0.00 1.00
#> Ntsr1_tdTpositive_cell_63 2 0.529 0.868 0.12 0.88
#> Ntsr1_tdTpositive_cell_64 2 0.529 0.868 0.12 0.88
#> Ntsr1_tdTpositive_cell_65 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTpositive_cell_66 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTpositive_cell_68 2 0.402 0.907 0.08 0.92
#> Ntsr1_tdTpositive_cell_69 1 0.925 0.476 0.66 0.34
#> Ntsr1_tdTpositive_cell_71 2 0.634 0.822 0.16 0.84
#> Ntsr1_tdTpositive_cell_72 2 0.529 0.868 0.12 0.88
#> Ntsr1_tdTpositive_cell_73 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTpositive_cell_74 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_1 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_7 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_8 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_9 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_15 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_34 2 0.402 0.907 0.08 0.92
#> Ntsr1_tdTnegative_cell_35 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_36 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_37 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_49 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_50 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_51 1 0.000 0.972 1.00 0.00
#> Ntsr1_tdTnegative_cell_53 2 0.327 0.925 0.06 0.94
#> Rbp4_tdTpositive_cell_3 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_4 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_5 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_50 2 0.242 0.942 0.04 0.96
#> Rbp4_tdTpositive_cell_62 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_66 2 0.141 0.957 0.02 0.98
#> Rbp4_tdTpositive_cell_69 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_75 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_76 1 0.827 0.645 0.74 0.26
#> Rbp4_tdTpositive_cell_80 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_81 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_82 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_83 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_84 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_86 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_87 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_88 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_90 2 0.634 0.822 0.16 0.84
#> Rbp4_tdTpositive_cell_93 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_94 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_98 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_111 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_112 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_113 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_115 2 0.327 0.925 0.06 0.94
#> Rbp4_tdTpositive_cell_116 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_118 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_119 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_120 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_122 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_124 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_142 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_143 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_144 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_145 2 0.990 0.225 0.44 0.56
#> Rbp4_tdTpositive_cell_146 2 0.722 0.770 0.20 0.80
#> Rbp4_tdTpositive_cell_150 1 0.943 0.428 0.64 0.36
#> Rbp4_tdTpositive_cell_159 1 0.242 0.937 0.96 0.04
#> Rbp4_tdTpositive_cell_160 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_168 1 0.000 0.972 1.00 0.00
#> Rbp4_tdTpositive_cell_169 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_177 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_178 2 0.000 0.972 0.00 1.00
#> Rbp4_tdTpositive_cell_180 2 0.000 0.972 0.00 1.00
#> Rorb_tdTpositive_cell_7 2 0.000 0.972 0.00 1.00
#> Rorb_tdTpositive_cell_8 2 0.000 0.972 0.00 1.00
#> Rorb_tdTpositive_cell_9 2 0.634 0.822 0.16 0.84
#> Rorb_tdTpositive_cell_10 1 0.680 0.795 0.82 0.18
#> Rorb_tdTpositive_cell_13 1 0.680 0.792 0.82 0.18
#> Rorb_tdTpositive_cell_15 1 0.795 0.708 0.76 0.24
#> Rorb_tdTpositive_cell_17 2 0.000 0.972 0.00 1.00
#> Rorb_tdTpositive_cell_20 2 0.000 0.972 0.00 1.00
#> Rorb_tdTpositive_cell_22 2 0.000 0.972 0.00 1.00
#> Rorb_tdTpositive_cell_30 2 0.000 0.972 0.00 1.00
#> Rorb_tdTpositive_cell_55 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_7 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_8 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_9 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_12 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_14 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_17 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_19 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_10 2 0.402 0.907 0.08 0.92
#> Scnn1a-Tg3_tdTpositive_cell_1 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_3 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_5 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_11 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_12 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_15 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_16 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_17 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_18 1 0.529 0.861 0.88 0.12
#> Scnn1a-Tg3_tdTpositive_cell_19 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_23 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_25 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_26 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_30 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_31 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_33 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_34 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_35 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_37 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_38 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_40 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_41 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_45 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_47 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_48 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_49 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_50 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_53 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_54 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_55 1 0.680 0.792 0.82 0.18
#> Scnn1a-Tg3_tdTpositive_cell_57 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_59 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_60 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_68 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_69 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_72 1 0.529 0.861 0.88 0.12
#> Scnn1a-Tg3_tdTpositive_cell_73 1 0.141 0.955 0.98 0.02
#> Scnn1a-Tg3_tdTpositive_cell_74 1 0.680 0.792 0.82 0.18
#> Scnn1a-Tg3_tdTpositive_cell_75 1 0.469 0.881 0.90 0.10
#> Scnn1a-Tg3_tdTpositive_cell_76 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_77 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_78 2 0.958 0.369 0.38 0.62
#> Scnn1a-Tg3_tdTpositive_cell_79 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_80 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_81 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_82 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_83 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_84 1 0.000 0.972 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_91 1 0.402 0.900 0.92 0.08
#> Scnn1a-Tg3_tdTpositive_cell_106 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_108 2 0.000 0.972 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_110 1 0.958 0.426 0.62 0.38
#> Slc17a6_tdTpositive_cell_1 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_2 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_3 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_4 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_6 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_7 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_8 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_9 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_10 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_11 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_12 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_14 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_15 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_16 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_17 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_18 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_19 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_20 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_21 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_22 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_24 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_25 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_26 1 0.634 0.816 0.84 0.16
#> Slc17a6_tdTpositive_cell_27 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_28 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_29 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_30 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_31 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_32 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_33 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_34 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_35 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_36 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_37 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_38 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_39 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_40 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_41 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_42 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_43 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_45 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_46 1 0.000 0.972 1.00 0.00
#> Slc17a6_tdTpositive_cell_47 1 0.000 0.972 1.00 0.00
#> Sst_tdTpositive_cell_20 2 0.242 0.942 0.04 0.96
#> Tac2_tdTpositive_cell_2 1 0.000 0.972 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_12 2 0.000 0.972 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_21 2 0.000 0.972 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_29 2 0.634 0.822 0.16 0.84
#> CAV_LP_Ipsi_tdTpos_cell_30 1 0.000 0.972 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_35 2 0.469 0.888 0.10 0.90
#> CAV_VISp_Contra_tdTpos_cell_2 1 0.000 0.972 1.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_3 2 0.141 0.957 0.02 0.98
#> CAV_VISp_Contra_tdTpos_cell_4 2 0.000 0.972 0.00 1.00
#> CAV_VISp_Contra_tdTpos_cell_5 2 0.000 0.972 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_3 1 0.0000 0.999 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_23 2 0.0000 0.994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_30 2 0.0000 0.994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_31 2 0.0000 0.994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_32 2 0.0000 0.994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_33 3 0.0000 0.977 0.00 0.00 1.00
#> Calb2_tdTpositive_cell_39 2 0.0000 0.994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_45 2 0.0000 0.994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_47 2 0.0000 0.994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_51 2 0.0000 0.994 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_3 3 0.4002 0.810 0.16 0.00 0.84
#> Chrna2_tdTpositive_cell_18 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_38 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_69 2 0.1529 0.954 0.00 0.96 0.04
#> Chrna2_tdTpositive_cell_72 3 0.0000 0.977 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_75 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_11 3 0.1529 0.942 0.04 0.00 0.96
#> Ctgf_tdTpositive_cell_12 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_13 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_14 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_15 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_16 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_17 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_19 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_20 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_21 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_22 3 0.0000 0.977 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_23 3 0.0000 0.977 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_9 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_12 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_14 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_16 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_18 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_19 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_21 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_22 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_23 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_24 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_27 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_29 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_31 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_32 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_33 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_39 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_40 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_42 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_43 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_50 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_51 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_52 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_53 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_54 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_55 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_56 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_58 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_59 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_61 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_64 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_65 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_66 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_67 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_68 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_69 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_70 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_71 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_75 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_76 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_78 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_79 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_80 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_81 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_82 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_83 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_84 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_88 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_89 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_90 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_91 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_95 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_96 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_97 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_99 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_100 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_101 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_102 2 0.6126 0.326 0.00 0.60 0.40
#> Cux2_tdTpositive_cell_103 2 0.1781 0.959 0.02 0.96 0.02
#> Cux2_tdTpositive_cell_104 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_105 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_106 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_107 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_108 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_109 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_110 2 0.0892 0.975 0.02 0.98 0.00
#> Cux2_tdTpositive_cell_111 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_112 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_113 1 0.0892 0.978 0.98 0.02 0.00
#> Cux2_tdTpositive_cell_114 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_122 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_123 2 0.0000 0.994 0.00 1.00 0.00
#> Cux2_tdTnegative_cell_8 1 0.0000 0.999 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_42 1 0.0000 0.999 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_50 1 0.0000 0.999 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_51 1 0.0000 0.999 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_66 2 0.0000 0.994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_108 3 0.0000 0.977 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_109 3 0.0000 0.977 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_116 3 0.0000 0.977 0.00 0.00 1.00
#> Ndnf_tdTnegative_cell_9 3 0.9162 0.281 0.34 0.16 0.50
#> Nos1_tdTpositive_cell_28 3 0.0000 0.977 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_42 3 0.0000 0.977 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_72 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_6 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_7 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_9 1 0.0000 0.999 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_10 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_11 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_12 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_13 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_14 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_15 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_16 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_18 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_19 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_22 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_23 1 0.0000 0.999 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_24 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_25 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_26 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_27 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_28 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_29 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_32 2 0.0000 0.994 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_34 1 0.0000 0.999 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_36 1 0.0000 0.999 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_52 2 0.0000 0.994 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_6 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_46 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_51 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_54 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_55 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_56 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_57 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_58 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_61 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_62 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_63 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_64 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_65 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_66 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_68 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_69 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_71 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_72 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_73 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_74 3 0.2537 0.903 0.08 0.00 0.92
#> Ntsr1_tdTnegative_cell_1 1 0.1529 0.957 0.96 0.00 0.04
#> Ntsr1_tdTnegative_cell_7 1 0.0000 0.999 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_8 1 0.0000 0.999 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_9 1 0.0000 0.999 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_15 1 0.0000 0.999 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_34 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTnegative_cell_35 1 0.0000 0.999 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_36 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTnegative_cell_37 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTnegative_cell_49 1 0.0892 0.979 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_50 3 0.0000 0.977 0.00 0.00 1.00
#> Ntsr1_tdTnegative_cell_51 1 0.0000 0.999 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_53 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_3 1 0.0000 0.999 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_4 1 0.0000 0.999 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_5 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_50 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_62 1 0.0000 0.999 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_66 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_69 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_75 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_76 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_80 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_81 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_82 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_83 2 0.0000 0.994 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_84 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_86 1 0.0000 0.999 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_87 3 0.4002 0.809 0.16 0.00 0.84
#> Rbp4_tdTpositive_cell_88 1 0.0000 0.999 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_90 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_93 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_94 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_98 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_111 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_112 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_113 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_115 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_116 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_118 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_119 3 0.5016 0.693 0.24 0.00 0.76
#> Rbp4_tdTpositive_cell_120 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_122 1 0.0000 0.999 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_124 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_142 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_143 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_144 2 0.0000 0.994 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_145 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_146 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_150 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_159 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_160 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_168 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_169 3 0.0000 0.977 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_177 2 0.0000 0.994 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_178 2 0.0000 0.994 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_180 3 0.6192 0.279 0.00 0.42 0.58
#> Rorb_tdTpositive_cell_7 2 0.0000 0.994 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_8 2 0.0892 0.975 0.00 0.98 0.02
#> Rorb_tdTpositive_cell_9 3 0.0000 0.977 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_10 3 0.1529 0.941 0.00 0.04 0.96
#> Rorb_tdTpositive_cell_13 1 0.0000 0.999 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_15 1 0.0000 0.999 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_17 2 0.0000 0.994 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_20 2 0.0000 0.994 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_22 2 0.0000 0.994 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_30 2 0.0000 0.994 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_55 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_7 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_8 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_9 3 0.2537 0.901 0.00 0.08 0.92
#> Scnn1a-Tg2_tdTpositive_cell_12 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_14 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_17 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_19 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_10 3 0.0000 0.977 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_1 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_3 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_5 3 0.0000 0.977 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_11 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_12 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_15 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_16 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_17 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_18 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_19 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_23 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_25 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_26 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_30 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_31 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_33 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_34 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_35 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_37 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_38 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_40 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_41 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_45 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_47 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_48 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_49 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_50 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_53 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_54 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_55 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_57 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_59 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_60 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_68 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_69 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_72 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_73 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_74 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_75 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_76 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_77 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_78 2 0.4002 0.808 0.16 0.84 0.00
#> Scnn1a-Tg3_tdTpositive_cell_79 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_80 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_81 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_82 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_83 3 0.1529 0.941 0.00 0.04 0.96
#> Scnn1a-Tg3_tdTpositive_cell_84 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_91 1 0.0000 0.999 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_106 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_108 2 0.0000 0.994 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_110 1 0.0892 0.978 0.98 0.02 0.00
#> Slc17a6_tdTpositive_cell_1 3 0.0000 0.977 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_2 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_3 3 0.0000 0.977 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_4 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_6 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_7 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_8 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_9 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_10 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_11 3 0.0000 0.977 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_12 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_14 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_15 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_16 3 0.5397 0.624 0.28 0.00 0.72
#> Slc17a6_tdTpositive_cell_17 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_18 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_19 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_20 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_21 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_22 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_24 3 0.0000 0.977 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_25 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_26 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_27 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_28 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_29 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_30 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_31 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_32 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_33 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_34 3 0.0000 0.977 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_35 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_36 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_37 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_38 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_39 3 0.0000 0.977 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_40 3 0.0000 0.977 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_41 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_42 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_43 3 0.0000 0.977 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_45 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_46 1 0.0000 0.999 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_47 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_20 3 0.0000 0.977 0.00 0.00 1.00
#> Tac2_tdTpositive_cell_2 3 0.0000 0.977 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_12 2 0.0000 0.994 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_21 3 0.0000 0.977 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_29 3 0.0000 0.977 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_30 3 0.0000 0.977 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_35 3 0.0000 0.977 0.00 0.00 1.00
#> CAV_VISp_Contra_tdTpos_cell_2 3 0.5948 0.453 0.36 0.00 0.64
#> CAV_VISp_Contra_tdTpos_cell_3 3 0.0000 0.977 0.00 0.00 1.00
#> CAV_VISp_Contra_tdTpos_cell_4 3 0.0000 0.977 0.00 0.00 1.00
#> CAV_VISp_Contra_tdTpos_cell_5 3 0.0000 0.977 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_3 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Calb2_tdTpositive_cell_23 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Calb2_tdTpositive_cell_30 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_31 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Calb2_tdTpositive_cell_32 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_33 1 0.7121 0.3610 0.54 0.16 0.30 0.00
#> Calb2_tdTpositive_cell_39 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_45 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_47 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_51 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_3 1 0.2011 0.8846 0.92 0.00 0.08 0.00
#> Chrna2_tdTpositive_cell_18 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_38 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_69 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_72 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_75 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_11 3 0.4134 0.6492 0.26 0.00 0.74 0.00
#> Ctgf_tdTpositive_cell_12 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_13 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_14 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_15 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_16 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_17 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_19 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_20 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_21 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_22 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_23 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_9 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_12 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_14 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_16 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_18 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_19 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_21 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_22 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_23 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_24 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_27 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_29 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_31 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_32 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_33 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_39 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_40 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_42 2 0.4406 0.5638 0.00 0.70 0.00 0.30
#> Cux2_tdTpositive_cell_43 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_50 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_51 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_52 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_53 4 0.0707 0.9550 0.02 0.00 0.00 0.98
#> Cux2_tdTpositive_cell_54 2 0.2411 0.9051 0.04 0.92 0.00 0.04
#> Cux2_tdTpositive_cell_55 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_56 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_58 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_59 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_61 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_64 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_65 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_66 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_67 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_68 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_69 4 0.4624 0.4826 0.00 0.34 0.00 0.66
#> Cux2_tdTpositive_cell_70 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_71 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_75 1 0.0707 0.9524 0.98 0.00 0.00 0.02
#> Cux2_tdTpositive_cell_76 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_78 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_79 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_80 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_81 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_82 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_83 4 0.4948 0.1985 0.44 0.00 0.00 0.56
#> Cux2_tdTpositive_cell_84 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_88 2 0.2011 0.8934 0.08 0.92 0.00 0.00
#> Cux2_tdTpositive_cell_89 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_90 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_91 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_95 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_96 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_97 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_99 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_100 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_101 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_102 2 0.5957 0.1952 0.42 0.54 0.04 0.00
#> Cux2_tdTpositive_cell_103 1 0.4406 0.5666 0.70 0.30 0.00 0.00
#> Cux2_tdTpositive_cell_104 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_105 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_106 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_107 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_108 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_109 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_110 1 0.4790 0.3824 0.62 0.38 0.00 0.00
#> Cux2_tdTpositive_cell_111 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_112 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_113 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_114 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_122 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_123 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Cux2_tdTnegative_cell_8 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_42 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_50 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_51 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_66 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_108 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_109 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_116 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ndnf_tdTnegative_cell_9 1 0.1211 0.9295 0.96 0.00 0.04 0.00
#> Nos1_tdTpositive_cell_28 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_42 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_72 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_6 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_7 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_9 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_10 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_11 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_12 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_13 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_14 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_15 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_16 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_18 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_19 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_22 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_23 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_24 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_25 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_26 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_27 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_28 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_29 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_32 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_34 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_36 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_52 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_6 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_46 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_51 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_54 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_55 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_56 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_57 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_58 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_61 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_62 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_63 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_64 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_65 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_66 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_68 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_69 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_71 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_72 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_73 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_74 3 0.4994 0.0824 0.48 0.00 0.52 0.00
#> Ntsr1_tdTnegative_cell_1 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_7 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_8 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_9 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_15 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_34 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_35 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_36 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_37 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_49 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_50 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_51 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_53 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_3 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_4 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_5 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_50 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_62 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_66 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_69 3 0.2647 0.8469 0.00 0.12 0.88 0.00
#> Rbp4_tdTpositive_cell_75 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_76 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_80 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_81 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_82 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_83 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_84 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_86 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_87 1 0.3400 0.7629 0.82 0.00 0.18 0.00
#> Rbp4_tdTpositive_cell_88 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_90 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_93 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_94 3 0.1637 0.9142 0.00 0.06 0.94 0.00
#> Rbp4_tdTpositive_cell_98 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_111 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_112 3 0.1211 0.9367 0.04 0.00 0.96 0.00
#> Rbp4_tdTpositive_cell_113 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_115 3 0.2921 0.8281 0.00 0.00 0.86 0.14
#> Rbp4_tdTpositive_cell_116 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_118 3 0.1637 0.9172 0.06 0.00 0.94 0.00
#> Rbp4_tdTpositive_cell_119 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_120 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_122 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_124 3 0.1211 0.9360 0.04 0.00 0.96 0.00
#> Rbp4_tdTpositive_cell_142 3 0.4624 0.4891 0.00 0.34 0.66 0.00
#> Rbp4_tdTpositive_cell_143 3 0.0707 0.9534 0.00 0.02 0.98 0.00
#> Rbp4_tdTpositive_cell_144 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_145 3 0.2830 0.8871 0.00 0.04 0.90 0.06
#> Rbp4_tdTpositive_cell_146 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_150 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_159 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_160 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_168 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_169 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_177 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_178 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_180 2 0.4406 0.5685 0.00 0.70 0.30 0.00
#> Rorb_tdTpositive_cell_7 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_8 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_9 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_10 4 0.6723 0.5090 0.00 0.14 0.26 0.60
#> Rorb_tdTpositive_cell_13 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_15 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_17 4 0.3172 0.7996 0.00 0.16 0.00 0.84
#> Rorb_tdTpositive_cell_20 4 0.0707 0.9549 0.00 0.02 0.00 0.98
#> Rorb_tdTpositive_cell_22 2 0.0707 0.9586 0.00 0.98 0.00 0.02
#> Rorb_tdTpositive_cell_30 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_55 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_7 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_8 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_9 2 0.3975 0.6770 0.00 0.76 0.24 0.00
#> Scnn1a-Tg2_tdTpositive_cell_12 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_14 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_17 2 0.2647 0.8510 0.00 0.88 0.00 0.12
#> Scnn1a-Tg2_tdTpositive_cell_19 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_10 3 0.4134 0.6487 0.00 0.26 0.74 0.00
#> Scnn1a-Tg3_tdTpositive_cell_1 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_3 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_5 2 0.4994 0.0671 0.00 0.52 0.48 0.00
#> Scnn1a-Tg3_tdTpositive_cell_11 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_12 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_15 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_16 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_17 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_18 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_19 1 0.4790 0.3801 0.62 0.00 0.00 0.38
#> Scnn1a-Tg3_tdTpositive_cell_23 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_25 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_26 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_30 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_31 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_33 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_34 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_35 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_37 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_38 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_40 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_41 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_45 2 0.1211 0.9397 0.00 0.96 0.00 0.04
#> Scnn1a-Tg3_tdTpositive_cell_47 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_48 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_49 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_50 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_53 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_54 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_55 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_57 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_59 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_60 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_68 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_69 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_72 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_73 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_74 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_75 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_76 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_77 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_78 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_79 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_80 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_81 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_82 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_83 3 0.3172 0.7979 0.00 0.16 0.84 0.00
#> Scnn1a-Tg3_tdTpositive_cell_84 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_91 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_106 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_108 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_110 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_1 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_2 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_3 3 0.0707 0.9545 0.02 0.00 0.98 0.00
#> Slc17a6_tdTpositive_cell_4 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_6 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_7 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_8 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_9 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_10 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_11 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_12 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_14 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_15 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_16 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_17 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_18 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_19 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_20 1 0.4855 0.3258 0.60 0.00 0.00 0.40
#> Slc17a6_tdTpositive_cell_21 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_22 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_24 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_25 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_26 4 0.0000 0.9737 0.00 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_27 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_28 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_29 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_30 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_31 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_32 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_33 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_34 3 0.2345 0.8743 0.10 0.00 0.90 0.00
#> Slc17a6_tdTpositive_cell_35 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_36 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_37 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_38 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_39 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_40 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_41 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_42 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_43 3 0.3400 0.7772 0.18 0.00 0.82 0.00
#> Slc17a6_tdTpositive_cell_45 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_46 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_47 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_20 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> Tac2_tdTpositive_cell_2 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_12 2 0.0000 0.9773 0.00 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_21 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_29 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_30 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_35 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_2 1 0.0000 0.9708 1.00 0.00 0.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_3 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_4 3 0.0000 0.9717 0.00 0.00 1.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_5 3 0.0000 0.9717 0.00 0.00 1.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 331 0.01194 2
#> ATC:skmeans 333 0.00943 3
#> ATC:skmeans 327 0.00935 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node012. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0121"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13017 rows and 108 columns.
#> Top rows (1302) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.992 0.997 0.498 0.502 0.502
#> 3 3 0.831 0.846 0.930 0.248 0.883 0.769
#> 4 4 0.961 0.941 0.966 0.123 0.892 0.734
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_3 2 0.000 0.993 0.00 1.00
#> Chrna2_tdTpositive_cell_18 2 0.000 0.993 0.00 1.00
#> Chrna2_tdTpositive_cell_38 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_22 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_51 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_53 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_71 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_75 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_78 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_79 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_80 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_81 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_82 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_83 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_84 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_89 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_90 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_95 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_96 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_97 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_99 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_100 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_101 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_105 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_106 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_107 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_108 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_109 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_111 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_113 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_114 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_122 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_8 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_42 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_50 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_51 1 0.000 1.000 1.00 0.00
#> Nr5a1_tdTpositive_cell_9 2 0.000 0.993 0.00 1.00
#> Nr5a1_tdTpositive_cell_23 2 0.000 0.993 0.00 1.00
#> Nr5a1_tdTpositive_cell_34 2 0.000 0.993 0.00 1.00
#> Nr5a1_tdTpositive_cell_36 2 0.000 0.993 0.00 1.00
#> Ntsr1_tdTnegative_cell_1 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_7 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_8 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_9 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_15 2 0.000 0.993 0.00 1.00
#> Ntsr1_tdTnegative_cell_35 1 0.141 0.979 0.98 0.02
#> Ntsr1_tdTnegative_cell_49 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_51 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTpositive_cell_3 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_4 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_62 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_86 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_88 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_122 2 0.000 0.993 0.00 1.00
#> Rorb_tdTpositive_cell_13 2 0.000 0.993 0.00 1.00
#> Rorb_tdTpositive_cell_15 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_18 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_19 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_33 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_34 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_49 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_55 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_72 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_73 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_74 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_75 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_77 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_79 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_80 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_81 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_82 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_84 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_91 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_110 2 0.000 0.993 0.00 1.00
#> Slc17a6_tdTpositive_cell_2 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_4 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_6 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_7 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_8 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_9 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_10 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_12 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_14 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_15 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_17 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_18 2 0.000 0.993 0.00 1.00
#> Slc17a6_tdTpositive_cell_19 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_20 2 0.000 0.993 0.00 1.00
#> Slc17a6_tdTpositive_cell_21 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_22 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_25 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_26 2 0.000 0.993 0.00 1.00
#> Slc17a6_tdTpositive_cell_27 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_28 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_29 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_30 2 0.925 0.484 0.34 0.66
#> Slc17a6_tdTpositive_cell_31 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_32 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_33 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_35 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_36 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_37 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_38 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_41 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_42 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_45 2 0.000 0.993 0.00 1.00
#> Slc17a6_tdTpositive_cell_46 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_47 1 0.000 1.000 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_3 2 0.0000 0.997 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_18 3 0.0892 0.837 0.00 0.02 0.98
#> Chrna2_tdTpositive_cell_38 3 0.0892 0.837 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_22 2 0.0000 0.997 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_51 2 0.0000 0.997 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_53 3 0.2066 0.824 0.00 0.06 0.94
#> Cux2_tdTpositive_cell_71 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_75 3 0.1529 0.834 0.00 0.04 0.96
#> Cux2_tdTpositive_cell_78 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_79 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_80 2 0.0000 0.997 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_81 1 0.3686 0.764 0.86 0.14 0.00
#> Cux2_tdTpositive_cell_82 2 0.0000 0.997 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_83 3 0.6126 0.447 0.00 0.40 0.60
#> Cux2_tdTpositive_cell_84 2 0.0892 0.973 0.00 0.98 0.02
#> Cux2_tdTpositive_cell_89 2 0.0000 0.997 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_90 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_95 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_96 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_97 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_99 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_100 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_101 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_105 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_106 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_107 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_108 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_109 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_111 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_113 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_114 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_122 1 0.0000 0.912 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_8 1 0.0000 0.912 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_42 1 0.0000 0.912 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_50 1 0.0000 0.912 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_51 1 0.6045 0.365 0.62 0.38 0.00
#> Nr5a1_tdTpositive_cell_9 2 0.0000 0.997 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_23 2 0.0000 0.997 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_34 3 0.6244 0.360 0.00 0.44 0.56
#> Nr5a1_tdTpositive_cell_36 2 0.0000 0.997 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_1 1 0.6244 0.379 0.56 0.00 0.44
#> Ntsr1_tdTnegative_cell_7 3 0.1529 0.802 0.04 0.00 0.96
#> Ntsr1_tdTnegative_cell_8 1 0.6244 0.379 0.56 0.00 0.44
#> Ntsr1_tdTnegative_cell_9 1 0.6244 0.379 0.56 0.00 0.44
#> Ntsr1_tdTnegative_cell_15 3 0.0000 0.826 0.00 0.00 1.00
#> Ntsr1_tdTnegative_cell_35 3 0.9020 0.451 0.22 0.22 0.56
#> Ntsr1_tdTnegative_cell_49 1 0.6192 0.417 0.58 0.00 0.42
#> Ntsr1_tdTnegative_cell_51 1 0.6244 0.379 0.56 0.00 0.44
#> Rbp4_tdTpositive_cell_3 3 0.0892 0.837 0.00 0.02 0.98
#> Rbp4_tdTpositive_cell_4 3 0.0892 0.837 0.00 0.02 0.98
#> Rbp4_tdTpositive_cell_62 3 0.0892 0.837 0.00 0.02 0.98
#> Rbp4_tdTpositive_cell_86 3 0.1529 0.834 0.00 0.04 0.96
#> Rbp4_tdTpositive_cell_88 3 0.6302 0.251 0.00 0.48 0.52
#> Rbp4_tdTpositive_cell_122 3 0.0892 0.837 0.00 0.02 0.98
#> Rorb_tdTpositive_cell_13 2 0.0000 0.997 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_15 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_18 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_19 3 0.6045 0.483 0.00 0.38 0.62
#> Scnn1a-Tg3_tdTpositive_cell_33 3 0.6126 0.447 0.00 0.40 0.60
#> Scnn1a-Tg3_tdTpositive_cell_34 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_49 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_55 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_72 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_73 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_74 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_75 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_77 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_79 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_80 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_81 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_82 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_84 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_91 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_110 2 0.0000 0.997 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_2 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_4 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_6 1 0.5948 0.520 0.64 0.00 0.36
#> Slc17a6_tdTpositive_cell_7 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_8 1 0.6244 0.379 0.56 0.00 0.44
#> Slc17a6_tdTpositive_cell_9 1 0.5397 0.635 0.72 0.00 0.28
#> Slc17a6_tdTpositive_cell_10 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_12 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_14 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_15 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_17 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_18 2 0.0000 0.997 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_19 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_20 3 0.1529 0.834 0.00 0.04 0.96
#> Slc17a6_tdTpositive_cell_21 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_22 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_25 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_26 2 0.0000 0.997 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_27 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_28 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_29 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_30 3 0.0000 0.826 0.00 0.00 1.00
#> Slc17a6_tdTpositive_cell_31 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_32 1 0.6244 0.379 0.56 0.00 0.44
#> Slc17a6_tdTpositive_cell_33 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_35 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_36 1 0.6244 0.379 0.56 0.00 0.44
#> Slc17a6_tdTpositive_cell_37 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_38 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_41 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_42 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_45 2 0.1529 0.950 0.00 0.96 0.04
#> Slc17a6_tdTpositive_cell_46 1 0.0000 0.912 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_47 1 0.0000 0.912 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_3 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_18 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_38 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_22 2 0.0707 0.980 0.00 0.98 0.00 0.02
#> Cux2_tdTpositive_cell_51 2 0.0707 0.980 0.00 0.98 0.00 0.02
#> Cux2_tdTpositive_cell_53 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_71 1 0.0707 0.958 0.98 0.00 0.00 0.02
#> Cux2_tdTpositive_cell_75 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_78 1 0.2011 0.927 0.92 0.00 0.00 0.08
#> Cux2_tdTpositive_cell_79 1 0.0707 0.952 0.98 0.00 0.00 0.02
#> Cux2_tdTpositive_cell_80 2 0.0707 0.980 0.00 0.98 0.00 0.02
#> Cux2_tdTpositive_cell_81 1 0.5860 0.263 0.58 0.04 0.00 0.38
#> Cux2_tdTpositive_cell_82 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_83 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_84 2 0.3400 0.769 0.00 0.82 0.00 0.18
#> Cux2_tdTpositive_cell_89 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_90 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_95 1 0.0707 0.958 0.98 0.00 0.00 0.02
#> Cux2_tdTpositive_cell_96 1 0.0707 0.952 0.98 0.00 0.00 0.02
#> Cux2_tdTpositive_cell_97 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_99 1 0.2345 0.910 0.90 0.00 0.00 0.10
#> Cux2_tdTpositive_cell_100 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_101 1 0.1211 0.948 0.96 0.00 0.00 0.04
#> Cux2_tdTpositive_cell_105 1 0.0707 0.958 0.98 0.00 0.00 0.02
#> Cux2_tdTpositive_cell_106 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_107 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_108 1 0.0707 0.958 0.98 0.00 0.00 0.02
#> Cux2_tdTpositive_cell_109 1 0.0707 0.958 0.98 0.00 0.00 0.02
#> Cux2_tdTpositive_cell_111 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_113 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_114 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_122 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Cux2_tdTnegative_cell_8 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_42 1 0.2345 0.910 0.90 0.00 0.00 0.10
#> Gad2_tdTpositive_cell_50 1 0.1637 0.938 0.94 0.00 0.00 0.06
#> Gad2_tdTpositive_cell_51 1 0.6320 0.586 0.66 0.18 0.00 0.16
#> Nr5a1_tdTpositive_cell_9 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_23 2 0.0707 0.980 0.00 0.98 0.00 0.02
#> Nr5a1_tdTpositive_cell_34 3 0.1913 0.934 0.00 0.04 0.94 0.02
#> Nr5a1_tdTpositive_cell_36 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_1 4 0.2011 0.906 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_7 4 0.2411 0.905 0.04 0.00 0.04 0.92
#> Ntsr1_tdTnegative_cell_8 4 0.1211 0.916 0.04 0.00 0.00 0.96
#> Ntsr1_tdTnegative_cell_9 4 0.1913 0.914 0.04 0.00 0.02 0.94
#> Ntsr1_tdTnegative_cell_15 4 0.1211 0.892 0.00 0.00 0.04 0.96
#> Ntsr1_tdTnegative_cell_35 4 0.0707 0.896 0.00 0.02 0.00 0.98
#> Ntsr1_tdTnegative_cell_49 4 0.0707 0.908 0.02 0.00 0.00 0.98
#> Ntsr1_tdTnegative_cell_51 4 0.0707 0.908 0.02 0.00 0.00 0.98
#> Rbp4_tdTpositive_cell_3 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_4 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_62 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_86 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_88 3 0.1637 0.927 0.00 0.06 0.94 0.00
#> Rbp4_tdTpositive_cell_122 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_13 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_15 2 0.0707 0.980 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_18 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_19 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_33 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_34 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_49 2 0.0707 0.980 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_55 2 0.0707 0.980 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_72 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_73 2 0.0707 0.980 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_74 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_75 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_77 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_79 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_80 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_81 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_82 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_84 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_91 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_110 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_2 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_4 1 0.2647 0.892 0.88 0.00 0.00 0.12
#> Slc17a6_tdTpositive_cell_6 4 0.2345 0.890 0.10 0.00 0.00 0.90
#> Slc17a6_tdTpositive_cell_7 1 0.0707 0.952 0.98 0.00 0.00 0.02
#> Slc17a6_tdTpositive_cell_8 4 0.1637 0.918 0.06 0.00 0.00 0.94
#> Slc17a6_tdTpositive_cell_9 4 0.2345 0.890 0.10 0.00 0.00 0.90
#> Slc17a6_tdTpositive_cell_10 1 0.1211 0.951 0.96 0.00 0.00 0.04
#> Slc17a6_tdTpositive_cell_12 1 0.1211 0.948 0.96 0.00 0.00 0.04
#> Slc17a6_tdTpositive_cell_14 1 0.2345 0.910 0.90 0.00 0.00 0.10
#> Slc17a6_tdTpositive_cell_15 1 0.2345 0.875 0.90 0.00 0.00 0.10
#> Slc17a6_tdTpositive_cell_17 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_18 2 0.1411 0.964 0.00 0.96 0.02 0.02
#> Slc17a6_tdTpositive_cell_19 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_20 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_21 1 0.1211 0.948 0.96 0.00 0.00 0.04
#> Slc17a6_tdTpositive_cell_22 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_25 1 0.0707 0.958 0.98 0.00 0.00 0.02
#> Slc17a6_tdTpositive_cell_26 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_27 1 0.0707 0.958 0.98 0.00 0.00 0.02
#> Slc17a6_tdTpositive_cell_28 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_29 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_30 4 0.3172 0.794 0.00 0.00 0.16 0.84
#> Slc17a6_tdTpositive_cell_31 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_32 4 0.1637 0.918 0.06 0.00 0.00 0.94
#> Slc17a6_tdTpositive_cell_33 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_35 1 0.1211 0.950 0.96 0.00 0.00 0.04
#> Slc17a6_tdTpositive_cell_36 4 0.1637 0.918 0.06 0.00 0.00 0.94
#> Slc17a6_tdTpositive_cell_37 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_38 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_41 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_42 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_45 4 0.4790 0.396 0.00 0.38 0.00 0.62
#> Slc17a6_tdTpositive_cell_46 1 0.0000 0.962 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_47 1 0.0707 0.958 0.98 0.00 0.00 0.02
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 107 0.902 2
#> ATC:skmeans 93 0.364 3
#> ATC:skmeans 106 0.465 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node012. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0122"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13033 rows and 123 columns.
#> Top rows (1303) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.915 0.947 0.977 0.503 0.497 0.497
#> 3 3 0.925 0.942 0.973 0.319 0.741 0.526
#> 4 4 0.813 0.824 0.919 0.127 0.874 0.647
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_23 1 0.000 0.98130 1.00 0.00
#> Calb2_tdTpositive_cell_30 2 0.000 0.96922 0.00 1.00
#> Calb2_tdTpositive_cell_31 1 0.000 0.98130 1.00 0.00
#> Calb2_tdTpositive_cell_32 1 0.000 0.98130 1.00 0.00
#> Calb2_tdTpositive_cell_39 1 0.000 0.98130 1.00 0.00
#> Calb2_tdTpositive_cell_45 1 0.000 0.98130 1.00 0.00
#> Calb2_tdTpositive_cell_47 1 0.000 0.98130 1.00 0.00
#> Calb2_tdTpositive_cell_51 2 0.634 0.82018 0.16 0.84
#> Chrna2_tdTpositive_cell_69 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_9 2 0.827 0.67789 0.26 0.74
#> Cux2_tdTpositive_cell_12 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_14 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_16 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_18 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_19 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_21 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_23 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_24 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_27 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_29 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_31 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_32 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_33 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_39 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_40 1 0.469 0.87554 0.90 0.10
#> Cux2_tdTpositive_cell_42 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_43 2 0.327 0.92027 0.06 0.94
#> Cux2_tdTpositive_cell_50 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_52 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_54 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_55 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_56 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_58 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_59 2 0.722 0.76993 0.20 0.80
#> Cux2_tdTpositive_cell_61 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_64 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_65 2 0.795 0.71041 0.24 0.76
#> Cux2_tdTpositive_cell_66 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_67 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_68 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_69 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_70 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_76 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_88 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_91 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_102 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_103 2 0.722 0.77005 0.20 0.80
#> Cux2_tdTpositive_cell_104 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_110 1 0.000 0.98130 1.00 0.00
#> Cux2_tdTpositive_cell_112 2 0.000 0.96922 0.00 1.00
#> Cux2_tdTpositive_cell_123 2 0.000 0.96922 0.00 1.00
#> Gad2_tdTpositive_cell_66 2 0.000 0.96922 0.00 1.00
#> Nos1_tdTpositive_cell_72 2 0.000 0.96922 0.00 1.00
#> Nr5a1_tdTpositive_cell_6 2 0.000 0.96922 0.00 1.00
#> Nr5a1_tdTpositive_cell_7 2 0.000 0.96922 0.00 1.00
#> Nr5a1_tdTpositive_cell_10 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_11 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_12 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_13 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_14 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_15 2 0.000 0.96922 0.00 1.00
#> Nr5a1_tdTpositive_cell_16 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_18 2 0.000 0.96922 0.00 1.00
#> Nr5a1_tdTpositive_cell_19 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_22 2 0.000 0.96922 0.00 1.00
#> Nr5a1_tdTpositive_cell_24 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_25 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_26 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_27 1 0.000 0.98130 1.00 0.00
#> Nr5a1_tdTpositive_cell_28 2 0.000 0.96922 0.00 1.00
#> Nr5a1_tdTpositive_cell_29 2 0.000 0.96922 0.00 1.00
#> Nr5a1_tdTpositive_cell_32 2 0.000 0.96922 0.00 1.00
#> Nr5a1_tdTpositive_cell_52 2 0.000 0.96922 0.00 1.00
#> Rbp4_tdTpositive_cell_83 2 0.000 0.96922 0.00 1.00
#> Rbp4_tdTpositive_cell_144 1 0.000 0.98130 1.00 0.00
#> Rbp4_tdTpositive_cell_177 2 0.000 0.96922 0.00 1.00
#> Rbp4_tdTpositive_cell_178 2 0.000 0.96922 0.00 1.00
#> Rorb_tdTpositive_cell_7 2 0.000 0.96922 0.00 1.00
#> Rorb_tdTpositive_cell_8 2 0.402 0.90350 0.08 0.92
#> Rorb_tdTpositive_cell_17 2 0.634 0.81272 0.16 0.84
#> Rorb_tdTpositive_cell_20 1 0.000 0.98130 1.00 0.00
#> Rorb_tdTpositive_cell_22 1 0.000 0.98130 1.00 0.00
#> Rorb_tdTpositive_cell_30 2 0.000 0.96922 0.00 1.00
#> Rorb_tdTpositive_cell_55 1 0.855 0.61296 0.72 0.28
#> Scnn1a-Tg2_tdTpositive_cell_7 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_8 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_12 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_14 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_17 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_19 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_1 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_3 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_11 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_12 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_15 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_16 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_17 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_23 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_25 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_26 1 0.327 0.92222 0.94 0.06
#> Scnn1a-Tg3_tdTpositive_cell_30 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_31 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_35 1 1.000 0.00227 0.50 0.50
#> Scnn1a-Tg3_tdTpositive_cell_37 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_38 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_40 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_41 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_45 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_47 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_48 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_50 1 0.722 0.74456 0.80 0.20
#> Scnn1a-Tg3_tdTpositive_cell_53 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_54 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_57 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_59 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_60 2 0.680 0.79638 0.18 0.82
#> Scnn1a-Tg3_tdTpositive_cell_68 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_69 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_76 1 0.000 0.98130 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_78 2 0.680 0.78570 0.18 0.82
#> Scnn1a-Tg3_tdTpositive_cell_106 2 0.000 0.96922 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_108 2 0.000 0.96922 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_12 2 0.000 0.96922 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_23 1 0.0000 0.977 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_30 3 0.0000 0.942 0.00 0.00 1.00
#> Calb2_tdTpositive_cell_31 1 0.0000 0.977 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_32 1 0.0000 0.977 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_39 3 0.0000 0.942 0.00 0.00 1.00
#> Calb2_tdTpositive_cell_45 1 0.0000 0.977 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_47 1 0.0000 0.977 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_51 3 0.0000 0.942 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_69 3 0.2959 0.868 0.00 0.10 0.90
#> Cux2_tdTpositive_cell_9 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_12 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_14 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_16 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_18 1 0.3686 0.832 0.86 0.00 0.14
#> Cux2_tdTpositive_cell_19 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_21 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_23 2 0.0000 0.989 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_24 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_27 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_29 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_31 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_32 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_33 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_39 3 0.5397 0.661 0.00 0.28 0.72
#> Cux2_tdTpositive_cell_40 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_42 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_43 2 0.0000 0.989 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_50 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_52 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_54 3 0.1529 0.915 0.04 0.00 0.96
#> Cux2_tdTpositive_cell_55 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_56 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_58 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_59 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_61 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_64 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_65 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_66 2 0.3340 0.864 0.00 0.88 0.12
#> Cux2_tdTpositive_cell_67 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_68 3 0.3340 0.845 0.12 0.00 0.88
#> Cux2_tdTpositive_cell_69 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_70 2 0.0000 0.989 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_76 1 0.0000 0.977 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_88 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_91 3 0.2537 0.883 0.08 0.00 0.92
#> Cux2_tdTpositive_cell_102 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_103 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_104 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_110 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_112 3 0.0000 0.942 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_123 2 0.0000 0.989 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_66 3 0.0000 0.942 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_72 3 0.0000 0.942 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_6 2 0.0000 0.989 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_7 2 0.0000 0.989 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_10 1 0.0000 0.977 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_11 1 0.0000 0.977 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_12 1 0.0000 0.977 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_13 1 0.2537 0.902 0.92 0.00 0.08
#> Nr5a1_tdTpositive_cell_14 1 0.5216 0.647 0.74 0.00 0.26
#> Nr5a1_tdTpositive_cell_15 2 0.0000 0.989 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_16 1 0.0000 0.977 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_18 2 0.1529 0.953 0.00 0.96 0.04
#> Nr5a1_tdTpositive_cell_19 1 0.6045 0.382 0.62 0.00 0.38
#> Nr5a1_tdTpositive_cell_22 2 0.0892 0.973 0.00 0.98 0.02
#> Nr5a1_tdTpositive_cell_24 1 0.0000 0.977 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_25 1 0.0000 0.977 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_26 1 0.1529 0.942 0.96 0.00 0.04
#> Nr5a1_tdTpositive_cell_27 1 0.0000 0.977 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_28 2 0.0000 0.989 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_29 2 0.0000 0.989 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_32 2 0.0000 0.989 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_52 2 0.0000 0.989 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_83 2 0.0000 0.989 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_144 1 0.0000 0.977 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_177 2 0.2537 0.912 0.00 0.92 0.08
#> Rbp4_tdTpositive_cell_178 2 0.0000 0.989 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_7 2 0.0000 0.989 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_8 3 0.0000 0.942 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_17 2 0.0000 0.989 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_20 1 0.0000 0.977 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_22 1 0.0000 0.977 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_30 2 0.0000 0.989 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_55 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_7 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_8 3 0.0892 0.931 0.00 0.02 0.98
#> Scnn1a-Tg2_tdTpositive_cell_12 3 0.2959 0.876 0.00 0.10 0.90
#> Scnn1a-Tg2_tdTpositive_cell_14 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_17 1 0.0892 0.960 0.98 0.02 0.00
#> Scnn1a-Tg2_tdTpositive_cell_19 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_1 2 0.0892 0.973 0.00 0.98 0.02
#> Scnn1a-Tg3_tdTpositive_cell_3 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_11 3 0.4291 0.799 0.00 0.18 0.82
#> Scnn1a-Tg3_tdTpositive_cell_12 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_15 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_16 3 0.5948 0.436 0.36 0.00 0.64
#> Scnn1a-Tg3_tdTpositive_cell_17 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_23 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_25 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_26 1 0.3340 0.855 0.88 0.12 0.00
#> Scnn1a-Tg3_tdTpositive_cell_30 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_31 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_35 2 0.2066 0.926 0.06 0.94 0.00
#> Scnn1a-Tg3_tdTpositive_cell_37 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_38 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_40 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_41 3 0.5397 0.660 0.00 0.28 0.72
#> Scnn1a-Tg3_tdTpositive_cell_45 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_47 1 0.1529 0.942 0.96 0.04 0.00
#> Scnn1a-Tg3_tdTpositive_cell_48 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_50 2 0.0892 0.970 0.02 0.98 0.00
#> Scnn1a-Tg3_tdTpositive_cell_53 3 0.4796 0.751 0.00 0.22 0.78
#> Scnn1a-Tg3_tdTpositive_cell_54 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_57 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_59 3 0.3686 0.841 0.00 0.14 0.86
#> Scnn1a-Tg3_tdTpositive_cell_60 3 0.0000 0.942 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_68 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_69 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_76 1 0.0000 0.977 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_78 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_106 2 0.0000 0.989 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_108 2 0.0000 0.989 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_12 3 0.0000 0.942 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_23 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Calb2_tdTpositive_cell_30 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_31 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Calb2_tdTpositive_cell_32 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Calb2_tdTpositive_cell_39 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_45 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Calb2_tdTpositive_cell_47 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Calb2_tdTpositive_cell_51 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_69 3 0.5915 0.2355 0.00 0.40 0.56 0.04
#> Cux2_tdTpositive_cell_9 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_12 1 0.4522 0.5209 0.68 0.00 0.00 0.32
#> Cux2_tdTpositive_cell_14 4 0.3172 0.7956 0.16 0.00 0.00 0.84
#> Cux2_tdTpositive_cell_16 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_18 4 0.3853 0.7878 0.16 0.00 0.02 0.82
#> Cux2_tdTpositive_cell_19 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_21 4 0.0707 0.8713 0.02 0.00 0.00 0.98
#> Cux2_tdTpositive_cell_23 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Cux2_tdTpositive_cell_24 1 0.4790 0.3850 0.62 0.00 0.00 0.38
#> Cux2_tdTpositive_cell_27 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_29 4 0.4907 0.2605 0.42 0.00 0.00 0.58
#> Cux2_tdTpositive_cell_31 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_32 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_33 1 0.0707 0.9005 0.98 0.02 0.00 0.00
#> Cux2_tdTpositive_cell_39 4 0.2647 0.7656 0.00 0.12 0.00 0.88
#> Cux2_tdTpositive_cell_40 4 0.0000 0.8706 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_42 1 0.0707 0.9005 0.98 0.02 0.00 0.00
#> Cux2_tdTpositive_cell_43 2 0.0000 0.8966 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_50 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_52 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_54 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_55 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_56 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_58 4 0.4522 0.5472 0.32 0.00 0.00 0.68
#> Cux2_tdTpositive_cell_59 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_61 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_64 1 0.4948 0.1761 0.56 0.00 0.00 0.44
#> Cux2_tdTpositive_cell_65 3 0.2011 0.8901 0.00 0.00 0.92 0.08
#> Cux2_tdTpositive_cell_66 2 0.4994 0.0684 0.00 0.52 0.48 0.00
#> Cux2_tdTpositive_cell_67 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_68 4 0.0707 0.8713 0.02 0.00 0.00 0.98
#> Cux2_tdTpositive_cell_69 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_70 2 0.0000 0.8966 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_76 1 0.4134 0.6461 0.74 0.00 0.00 0.26
#> Cux2_tdTpositive_cell_88 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_91 3 0.1211 0.9321 0.04 0.00 0.96 0.00
#> Cux2_tdTpositive_cell_102 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_103 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_104 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_110 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_112 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_123 2 0.0000 0.8966 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_66 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_72 3 0.0000 0.9732 0.00 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_6 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Nr5a1_tdTpositive_cell_7 2 0.0707 0.8941 0.00 0.98 0.00 0.02
#> Nr5a1_tdTpositive_cell_10 1 0.0707 0.9005 0.98 0.02 0.00 0.00
#> Nr5a1_tdTpositive_cell_11 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_12 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_13 4 0.2647 0.8305 0.12 0.00 0.00 0.88
#> Nr5a1_tdTpositive_cell_14 4 0.0707 0.8713 0.02 0.00 0.00 0.98
#> Nr5a1_tdTpositive_cell_15 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Nr5a1_tdTpositive_cell_16 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_18 4 0.5487 0.1452 0.00 0.40 0.02 0.58
#> Nr5a1_tdTpositive_cell_19 4 0.0707 0.8713 0.02 0.00 0.00 0.98
#> Nr5a1_tdTpositive_cell_22 2 0.4624 0.5571 0.00 0.66 0.00 0.34
#> Nr5a1_tdTpositive_cell_24 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_25 4 0.2921 0.8146 0.14 0.00 0.00 0.86
#> Nr5a1_tdTpositive_cell_26 4 0.2921 0.8157 0.14 0.00 0.00 0.86
#> Nr5a1_tdTpositive_cell_27 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_28 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Nr5a1_tdTpositive_cell_29 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Nr5a1_tdTpositive_cell_32 2 0.4855 0.4298 0.00 0.60 0.00 0.40
#> Nr5a1_tdTpositive_cell_52 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_83 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_144 1 0.4790 0.3951 0.62 0.00 0.00 0.38
#> Rbp4_tdTpositive_cell_177 2 0.1637 0.8632 0.00 0.94 0.06 0.00
#> Rbp4_tdTpositive_cell_178 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Rorb_tdTpositive_cell_7 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Rorb_tdTpositive_cell_8 4 0.4624 0.4698 0.00 0.00 0.34 0.66
#> Rorb_tdTpositive_cell_17 2 0.2011 0.8463 0.08 0.92 0.00 0.00
#> Rorb_tdTpositive_cell_20 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_22 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_30 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Rorb_tdTpositive_cell_55 2 0.2345 0.8248 0.10 0.90 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_7 4 0.2345 0.8421 0.10 0.00 0.00 0.90
#> Scnn1a-Tg2_tdTpositive_cell_8 4 0.0000 0.8706 0.00 0.00 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_12 4 0.0000 0.8706 0.00 0.00 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_14 2 0.0000 0.8966 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_17 1 0.1411 0.8904 0.96 0.02 0.00 0.02
#> Scnn1a-Tg2_tdTpositive_cell_19 2 0.2011 0.8694 0.00 0.92 0.00 0.08
#> Scnn1a-Tg3_tdTpositive_cell_1 2 0.4855 0.4329 0.00 0.60 0.00 0.40
#> Scnn1a-Tg3_tdTpositive_cell_3 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_11 4 0.0000 0.8706 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_12 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_15 1 0.4277 0.6069 0.72 0.00 0.00 0.28
#> Scnn1a-Tg3_tdTpositive_cell_16 4 0.0707 0.8713 0.02 0.00 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_17 1 0.0707 0.9005 0.98 0.02 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_23 1 0.0707 0.9005 0.98 0.02 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_25 2 0.2011 0.8564 0.00 0.92 0.00 0.08
#> Scnn1a-Tg3_tdTpositive_cell_26 1 0.5962 0.5544 0.66 0.08 0.00 0.26
#> Scnn1a-Tg3_tdTpositive_cell_30 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_31 2 0.3610 0.7649 0.00 0.80 0.00 0.20
#> Scnn1a-Tg3_tdTpositive_cell_35 2 0.6840 0.4782 0.22 0.60 0.00 0.18
#> Scnn1a-Tg3_tdTpositive_cell_37 1 0.1913 0.8813 0.94 0.02 0.00 0.04
#> Scnn1a-Tg3_tdTpositive_cell_38 2 0.3172 0.8049 0.00 0.84 0.00 0.16
#> Scnn1a-Tg3_tdTpositive_cell_40 2 0.0000 0.8966 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_41 4 0.0000 0.8706 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_45 1 0.0707 0.9005 0.98 0.02 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_47 1 0.5106 0.6242 0.72 0.04 0.00 0.24
#> Scnn1a-Tg3_tdTpositive_cell_48 4 0.3801 0.7241 0.22 0.00 0.00 0.78
#> Scnn1a-Tg3_tdTpositive_cell_50 2 0.4907 0.2652 0.42 0.58 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_53 4 0.0000 0.8706 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_54 2 0.1211 0.8933 0.00 0.96 0.00 0.04
#> Scnn1a-Tg3_tdTpositive_cell_57 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_59 4 0.0000 0.8706 0.00 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_60 4 0.1211 0.8581 0.00 0.00 0.04 0.96
#> Scnn1a-Tg3_tdTpositive_cell_68 1 0.0000 0.9089 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_69 1 0.0707 0.9005 0.98 0.02 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_76 1 0.1211 0.8837 0.96 0.00 0.00 0.04
#> Scnn1a-Tg3_tdTpositive_cell_78 2 0.0707 0.8877 0.02 0.98 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_106 2 0.0000 0.8966 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_108 2 0.0707 0.9012 0.00 0.98 0.00 0.02
#> CAV_LP_Ipsi_tdTpos_cell_12 3 0.0000 0.9732 0.00 0.00 1.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 122 0.099471 2
#> ATC:skmeans 121 0.000299 3
#> ATC:skmeans 111 0.000356 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node012. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0123"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13063 rows and 106 columns.
#> Top rows (1306) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1 0.986 0.994 0.504 0.496 0.496
#> 3 3 1 0.986 0.992 0.254 0.862 0.725
#> 4 4 1 0.978 0.989 0.156 0.893 0.713
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_33 2 0.000 0.995 0.00 1.00
#> Chrna2_tdTpositive_cell_3 2 0.000 0.995 0.00 1.00
#> Chrna2_tdTpositive_cell_72 2 0.000 0.995 0.00 1.00
#> Chrna2_tdTpositive_cell_75 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_11 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_12 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_13 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_14 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_15 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_16 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_17 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_19 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_20 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_21 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_22 1 0.000 0.993 1.00 0.00
#> Ctgf_tdTpositive_cell_23 1 0.000 0.993 1.00 0.00
#> Htr3a_tdTpositive_cell_108 1 0.000 0.993 1.00 0.00
#> Htr3a_tdTpositive_cell_109 1 0.000 0.993 1.00 0.00
#> Htr3a_tdTpositive_cell_116 1 0.000 0.993 1.00 0.00
#> Ndnf_tdTnegative_cell_9 2 0.000 0.995 0.00 1.00
#> Nos1_tdTpositive_cell_28 2 0.000 0.995 0.00 1.00
#> Nos1_tdTpositive_cell_42 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTpositive_cell_6 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_46 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_51 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_54 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_55 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_56 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_57 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_58 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_61 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_62 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_63 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_64 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_65 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_66 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_68 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_69 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_71 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_72 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_73 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTpositive_cell_74 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTnegative_cell_34 2 0.327 0.934 0.06 0.94
#> Ntsr1_tdTnegative_cell_36 2 0.000 0.995 0.00 1.00
#> Ntsr1_tdTnegative_cell_37 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTnegative_cell_50 1 0.000 0.993 1.00 0.00
#> Ntsr1_tdTnegative_cell_53 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_5 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_50 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_66 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_69 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_75 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_76 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_80 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_81 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_82 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_84 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_87 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_90 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_93 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_94 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_98 1 0.000 0.993 1.00 0.00
#> Rbp4_tdTpositive_cell_111 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_112 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_113 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_115 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_116 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_118 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_119 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_120 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_124 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_142 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_143 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_145 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_146 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_150 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_159 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_160 1 0.000 0.993 1.00 0.00
#> Rbp4_tdTpositive_cell_168 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_169 2 0.000 0.995 0.00 1.00
#> Rbp4_tdTpositive_cell_180 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_9 2 0.000 0.995 0.00 1.00
#> Rorb_tdTpositive_cell_10 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_9 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_10 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_5 2 0.000 0.995 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_83 2 0.000 0.995 0.00 1.00
#> Slc17a6_tdTpositive_cell_1 1 0.000 0.993 1.00 0.00
#> Slc17a6_tdTpositive_cell_3 1 0.000 0.993 1.00 0.00
#> Slc17a6_tdTpositive_cell_11 1 0.000 0.993 1.00 0.00
#> Slc17a6_tdTpositive_cell_16 1 0.000 0.993 1.00 0.00
#> Slc17a6_tdTpositive_cell_24 1 0.000 0.993 1.00 0.00
#> Slc17a6_tdTpositive_cell_34 1 0.000 0.993 1.00 0.00
#> Slc17a6_tdTpositive_cell_39 1 0.000 0.993 1.00 0.00
#> Slc17a6_tdTpositive_cell_40 1 0.000 0.993 1.00 0.00
#> Slc17a6_tdTpositive_cell_43 1 0.925 0.478 0.66 0.34
#> Sst_tdTpositive_cell_20 2 0.000 0.995 0.00 1.00
#> Tac2_tdTpositive_cell_2 2 0.000 0.995 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_21 1 0.000 0.993 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_29 2 0.000 0.995 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_30 2 0.000 0.995 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_35 1 0.000 0.993 1.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_2 2 0.722 0.749 0.20 0.80
#> CAV_VISp_Contra_tdTpos_cell_3 2 0.000 0.995 0.00 1.00
#> CAV_VISp_Contra_tdTpos_cell_4 2 0.000 0.995 0.00 1.00
#> CAV_VISp_Contra_tdTpos_cell_5 2 0.000 0.995 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_33 2 0.000 0.997 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_3 2 0.000 0.997 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_72 2 0.000 0.997 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_75 1 0.000 0.984 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_11 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_12 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_13 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_14 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_15 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_16 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_17 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_19 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_20 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_21 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_22 1 0.207 0.952 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_23 1 0.000 0.984 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_108 1 0.207 0.952 0.94 0.00 0.06
#> Htr3a_tdTpositive_cell_109 1 0.000 0.984 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_116 1 0.207 0.952 0.94 0.00 0.06
#> Ndnf_tdTnegative_cell_9 2 0.000 0.997 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_28 2 0.000 0.997 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_42 2 0.000 0.997 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_6 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_46 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_51 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_54 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_55 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_56 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_57 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_58 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_61 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_62 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_63 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_64 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_65 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_66 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_68 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_69 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_71 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_72 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_73 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_74 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_34 2 0.000 0.997 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_36 2 0.000 0.997 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_37 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_50 1 0.000 0.984 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_53 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_5 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_50 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_66 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_69 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_75 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_76 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_80 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_81 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_82 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_84 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_87 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_90 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_93 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_94 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_98 1 0.000 0.984 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_111 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_112 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_113 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_115 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_116 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_118 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_119 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_120 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_124 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_142 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_143 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_145 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_146 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_150 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_159 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_160 1 0.000 0.984 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_168 2 0.000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_169 3 0.000 1.000 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_180 3 0.000 1.000 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_9 2 0.000 0.997 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_10 2 0.000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_9 2 0.000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_10 2 0.000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_5 2 0.000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_83 2 0.000 0.997 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_1 1 0.000 0.984 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_3 1 0.000 0.984 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_11 1 0.000 0.984 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_16 1 0.000 0.984 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_24 1 0.000 0.984 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_34 1 0.000 0.984 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_39 1 0.000 0.984 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_40 1 0.000 0.984 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_43 2 0.000 0.997 0.00 1.00 0.00
#> Sst_tdTpositive_cell_20 2 0.334 0.864 0.00 0.88 0.12
#> Tac2_tdTpositive_cell_2 3 0.000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_21 1 0.000 0.984 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_29 3 0.000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_30 3 0.000 1.000 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_35 1 0.000 0.984 1.00 0.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_2 2 0.000 0.997 0.00 1.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_3 2 0.000 0.997 0.00 1.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_4 2 0.000 0.997 0.00 1.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_5 2 0.000 0.997 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_33 2 0.0707 0.972 0.02 0.98 0.00 0.00
#> Chrna2_tdTpositive_cell_3 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_72 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_75 1 0.0707 0.978 0.98 0.00 0.00 0.02
#> Ctgf_tdTpositive_cell_11 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_12 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_13 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_14 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_15 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_16 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_17 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_19 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_20 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_21 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_22 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ctgf_tdTpositive_cell_23 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_108 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_109 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_116 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> Ndnf_tdTnegative_cell_9 2 0.1411 0.961 0.02 0.96 0.02 0.00
#> Nos1_tdTpositive_cell_28 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_42 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_6 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_46 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_51 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_54 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_55 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_56 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_57 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_58 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_61 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_62 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_63 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_64 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_65 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_66 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_68 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_69 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_71 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_72 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_73 1 0.0707 0.978 0.98 0.00 0.00 0.02
#> Ntsr1_tdTpositive_cell_74 1 0.1637 0.947 0.94 0.00 0.00 0.06
#> Ntsr1_tdTnegative_cell_34 2 0.1211 0.957 0.04 0.96 0.00 0.00
#> Ntsr1_tdTnegative_cell_36 2 0.0707 0.972 0.02 0.98 0.00 0.00
#> Ntsr1_tdTnegative_cell_37 4 0.0707 0.963 0.02 0.00 0.00 0.98
#> Ntsr1_tdTnegative_cell_50 1 0.0707 0.978 0.98 0.00 0.00 0.02
#> Ntsr1_tdTnegative_cell_53 2 0.1211 0.957 0.04 0.96 0.00 0.00
#> Rbp4_tdTpositive_cell_5 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_50 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_66 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_69 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_75 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_76 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_80 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_81 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_82 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_84 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_87 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_90 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_93 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_94 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_98 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_111 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_112 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_113 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_115 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_116 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_118 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_119 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_120 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_124 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_142 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_143 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_145 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_146 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_150 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_159 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_160 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_168 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_169 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_180 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_9 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_10 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_9 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_10 2 0.0707 0.972 0.02 0.98 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_5 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_83 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_1 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_3 1 0.1211 0.964 0.96 0.00 0.00 0.04
#> Slc17a6_tdTpositive_cell_11 1 0.0707 0.978 0.98 0.00 0.00 0.02
#> Slc17a6_tdTpositive_cell_16 1 0.1637 0.947 0.94 0.00 0.00 0.06
#> Slc17a6_tdTpositive_cell_24 1 0.0707 0.978 0.98 0.00 0.00 0.02
#> Slc17a6_tdTpositive_cell_34 1 0.1637 0.947 0.94 0.00 0.00 0.06
#> Slc17a6_tdTpositive_cell_39 4 0.0707 0.963 0.02 0.00 0.00 0.98
#> Slc17a6_tdTpositive_cell_40 1 0.1211 0.964 0.96 0.00 0.00 0.04
#> Slc17a6_tdTpositive_cell_43 2 0.3935 0.828 0.10 0.84 0.00 0.06
#> Sst_tdTpositive_cell_20 2 0.3853 0.805 0.02 0.82 0.16 0.00
#> Tac2_tdTpositive_cell_2 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_21 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_29 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_30 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_35 1 0.0000 0.989 1.00 0.00 0.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_2 4 0.3610 0.742 0.00 0.20 0.00 0.80
#> CAV_VISp_Contra_tdTpos_cell_3 2 0.1211 0.957 0.04 0.96 0.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_4 2 0.0000 0.983 0.00 1.00 0.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_5 2 0.1211 0.957 0.04 0.96 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 105 1.0000 2
#> ATC:skmeans 106 0.0991 3
#> ATC:skmeans 106 0.2016 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node01. Child nodes: Node0111 , Node0112 , Node0121 , Node0122 , Node0123 , Node0131 , Node0132 , Node0211 , Node0212-leaf , Node0213-leaf , Node0214-leaf , Node0221-leaf , Node0222-leaf , Node0231-leaf , Node0232-leaf , Node0311-leaf , Node0312 , Node0321 , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331 , Node0332 , Node0333-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["013"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13112 rows and 185 columns.
#> Top rows (1267) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.984 0.994 0.493 0.506 0.506
#> 3 3 0.874 0.902 0.952 0.313 0.764 0.571
#> 4 4 0.757 0.800 0.899 0.146 0.846 0.602
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_9 2 0.000 0.98752 0.00 1.00
#> Calb2_tdTpositive_cell_12 1 0.000 0.99824 1.00 0.00
#> Calb2_tdTpositive_cell_42 2 0.000 0.98752 0.00 1.00
#> Chrna2_tdTpositive_cell_22 1 0.000 0.99824 1.00 0.00
#> Chrna2_tdTpositive_cell_24 2 0.000 0.98752 0.00 1.00
#> Chrna2_tdTpositive_cell_51 2 0.000 0.98752 0.00 1.00
#> Chrna2_tdTpositive_cell_58 1 0.000 0.99824 1.00 0.00
#> Chrna2_tdTpositive_cell_63 2 0.000 0.98752 0.00 1.00
#> Chrna2_tdTpositive_cell_68 2 0.000 0.98752 0.00 1.00
#> Chrna2_tdTpositive_cell_73 1 0.000 0.99824 1.00 0.00
#> Chrna2_tdTpositive_cell_74 1 0.000 0.99824 1.00 0.00
#> Chrna2_tdTpositive_cell_82 2 0.000 0.98752 0.00 1.00
#> Ctgf_tdTpositive_cell_18 2 0.000 0.98752 0.00 1.00
#> Cux2_tdTpositive_cell_15 1 0.000 0.99824 1.00 0.00
#> Cux2_tdTpositive_cell_17 2 0.000 0.98752 0.00 1.00
#> Cux2_tdTpositive_cell_20 2 0.000 0.98752 0.00 1.00
#> Cux2_tdTpositive_cell_30 1 0.000 0.99824 1.00 0.00
#> Cux2_tdTpositive_cell_48 2 0.141 0.96940 0.02 0.98
#> Cux2_tdTpositive_cell_57 1 0.000 0.99824 1.00 0.00
#> Cux2_tdTpositive_cell_60 1 0.469 0.88772 0.90 0.10
#> Htr3a_tdTpositive_cell_72 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_79 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_86 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_96 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_97 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_98 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_99 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_100 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_105 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_107 2 0.584 0.83412 0.14 0.86
#> Htr3a_tdTpositive_cell_111 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_113 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_114 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_117 2 0.000 0.98752 0.00 1.00
#> Htr3a_tdTpositive_cell_120 1 0.000 0.99824 1.00 0.00
#> Htr3a_tdTpositive_cell_123 1 0.000 0.99824 1.00 0.00
#> Ndnf_tdTpositive_cell_2 1 0.000 0.99824 1.00 0.00
#> Ndnf_tdTnegative_cell_3 1 0.000 0.99824 1.00 0.00
#> Ndnf_tdTnegative_cell_8 1 0.000 0.99824 1.00 0.00
#> Nos1_tdTpositive_cell_26 2 0.000 0.98752 0.00 1.00
#> Nos1_tdTpositive_cell_27 1 0.000 0.99824 1.00 0.00
#> Nos1_tdTpositive_cell_33 2 0.000 0.98752 0.00 1.00
#> Nos1_tdTpositive_cell_34 2 0.242 0.94962 0.04 0.96
#> Nos1_tdTpositive_cell_37 1 0.000 0.99824 1.00 0.00
#> Nos1_tdTpositive_cell_43 1 0.000 0.99824 1.00 0.00
#> Nos1_tdTpositive_cell_46 1 0.000 0.99824 1.00 0.00
#> Nos1_tdTpositive_cell_49 1 0.000 0.99824 1.00 0.00
#> Nr5a1_tdTpositive_cell_20 2 0.000 0.98752 0.00 1.00
#> Nr5a1_tdTpositive_cell_21 1 0.000 0.99824 1.00 0.00
#> Nr5a1_tdTpositive_cell_30 2 0.000 0.98752 0.00 1.00
#> Nr5a1_tdTpositive_cell_31 2 0.000 0.98752 0.00 1.00
#> Nr5a1_tdTpositive_cell_33 2 0.000 0.98752 0.00 1.00
#> Nr5a1_tdTpositive_cell_45 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_13 1 0.000 0.99824 1.00 0.00
#> Ntsr1_tdTpositive_cell_16 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_21 2 0.827 0.65080 0.26 0.74
#> Ntsr1_tdTpositive_cell_26 2 0.141 0.96938 0.02 0.98
#> Ntsr1_tdTpositive_cell_27 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_28 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_31 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_32 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_37 1 0.000 0.99824 1.00 0.00
#> Ntsr1_tdTpositive_cell_38 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_39 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_41 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_42 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_43 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_44 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_45 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_47 1 0.000 0.99824 1.00 0.00
#> Ntsr1_tdTpositive_cell_48 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_49 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_50 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_52 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_59 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_60 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_67 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTpositive_cell_70 1 0.000 0.99824 1.00 0.00
#> Ntsr1_tdTnegative_cell_4 1 0.000 0.99824 1.00 0.00
#> Ntsr1_tdTnegative_cell_6 2 0.000 0.98752 0.00 1.00
#> Ntsr1_tdTnegative_cell_31 2 0.000 0.98752 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_31 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_6 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_9 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_10 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_11 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_12 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_13 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_14 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_15 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_30 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_31 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_33 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_35 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_37 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_39 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_40 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_41 2 0.000 0.98752 0.00 1.00
#> Rbp4_tdTpositive_cell_43 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_44 2 0.000 0.98752 0.00 1.00
#> Rbp4_tdTpositive_cell_45 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_47 2 0.000 0.98752 0.00 1.00
#> Rbp4_tdTpositive_cell_49 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_52 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_54 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_56 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_57 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_58 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_60 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_63 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_64 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_74 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_77 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_89 2 0.000 0.98752 0.00 1.00
#> Rbp4_tdTpositive_cell_91 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_92 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_97 2 0.000 0.98752 0.00 1.00
#> Rbp4_tdTpositive_cell_99 2 0.000 0.98752 0.00 1.00
#> Rbp4_tdTpositive_cell_100 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_102 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_103 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_104 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_105 2 0.000 0.98752 0.00 1.00
#> Rbp4_tdTpositive_cell_106 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_107 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_108 2 0.000 0.98752 0.00 1.00
#> Rbp4_tdTpositive_cell_114 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_117 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_129 1 0.402 0.91215 0.92 0.08
#> Rbp4_tdTpositive_cell_130 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_131 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_132 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_135 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_151 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_153 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_158 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_161 2 0.000 0.98752 0.00 1.00
#> Rbp4_tdTpositive_cell_167 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_170 1 0.000 0.99824 1.00 0.00
#> Rbp4_tdTpositive_cell_171 1 0.000 0.99824 1.00 0.00
#> Rorb_tdTpositive_cell_43 2 0.000 0.98752 0.00 1.00
#> Rorb_tdTpositive_cell_44 1 0.000 0.99824 1.00 0.00
#> Rorb_tdTpositive_cell_48 2 0.000 0.98752 0.00 1.00
#> Rorb_tdTpositive_cell_49 2 1.000 0.00807 0.50 0.50
#> Rorb_tdTpositive_cell_51 1 0.000 0.99824 1.00 0.00
#> Rorb_tdTpositive_cell_52 1 0.000 0.99824 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_13 1 0.000 0.99824 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_15 1 0.000 0.99824 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_10 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_13 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_14 1 0.000 0.99824 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_24 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_27 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_28 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_29 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_32 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_36 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_39 1 0.000 0.99824 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_44 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_58 2 0.000 0.98752 0.00 1.00
#> Scnn1a-Tg3_tdTnegative_cell_20 2 0.000 0.98752 0.00 1.00
#> Slc17a6_tdTpositive_cell_13 2 0.000 0.98752 0.00 1.00
#> Tac2_tdTpositive_cell_3 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_1 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_4 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_5 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_6 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_7 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_8 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_14 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_16 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_17 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_18 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_20 1 0.000 0.99824 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_22 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_23 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_24 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_25 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_26 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_27 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_28 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_31 2 0.000 0.98752 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_33 2 0.000 0.98752 0.00 1.00
#> CAV_VISp_Contra_tdTpos_cell_1 2 0.000 0.98752 0.00 1.00
#> Rbp4_CTX_10pg_6 1 0.000 0.99824 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_9 1 0.4796 0.68461 0.78 0.22 0.00
#> Calb2_tdTpositive_cell_12 1 0.0892 0.92691 0.98 0.00 0.02
#> Calb2_tdTpositive_cell_42 2 0.6280 0.21815 0.46 0.54 0.00
#> Chrna2_tdTpositive_cell_22 1 0.2066 0.91053 0.94 0.00 0.06
#> Chrna2_tdTpositive_cell_24 2 0.0000 0.95129 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_51 2 0.0000 0.95129 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_58 1 0.0892 0.92691 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_63 2 0.0000 0.95129 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_68 2 0.0000 0.95129 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_73 1 0.0892 0.92691 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_74 1 0.2537 0.89957 0.92 0.00 0.08
#> Chrna2_tdTpositive_cell_82 2 0.0000 0.95129 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_18 2 0.0000 0.95129 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_15 1 0.0000 0.92371 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_17 2 0.0000 0.95129 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_20 1 0.5016 0.64997 0.76 0.24 0.00
#> Cux2_tdTpositive_cell_30 1 0.0000 0.92371 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_48 1 0.6126 0.27211 0.60 0.40 0.00
#> Cux2_tdTpositive_cell_57 1 0.0000 0.92371 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_60 1 0.0000 0.92371 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_72 1 0.6244 0.32380 0.56 0.00 0.44
#> Htr3a_tdTpositive_cell_79 1 0.3686 0.85829 0.86 0.00 0.14
#> Htr3a_tdTpositive_cell_86 1 0.4002 0.83989 0.84 0.00 0.16
#> Htr3a_tdTpositive_cell_96 1 0.3340 0.87365 0.88 0.00 0.12
#> Htr3a_tdTpositive_cell_97 1 0.3340 0.87365 0.88 0.00 0.12
#> Htr3a_tdTpositive_cell_98 1 0.3686 0.85829 0.86 0.00 0.14
#> Htr3a_tdTpositive_cell_99 1 0.2959 0.88753 0.90 0.00 0.10
#> Htr3a_tdTpositive_cell_100 1 0.3340 0.87365 0.88 0.00 0.12
#> Htr3a_tdTpositive_cell_105 1 0.4291 0.81874 0.82 0.00 0.18
#> Htr3a_tdTpositive_cell_107 2 0.7884 0.50087 0.26 0.64 0.10
#> Htr3a_tdTpositive_cell_111 1 0.4002 0.83989 0.84 0.00 0.16
#> Htr3a_tdTpositive_cell_113 1 0.2959 0.88753 0.90 0.00 0.10
#> Htr3a_tdTpositive_cell_114 1 0.4291 0.81874 0.82 0.00 0.18
#> Htr3a_tdTpositive_cell_117 2 0.0000 0.95129 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_120 1 0.4291 0.81874 0.82 0.00 0.18
#> Htr3a_tdTpositive_cell_123 1 0.3686 0.85866 0.86 0.00 0.14
#> Ndnf_tdTpositive_cell_2 1 0.0892 0.92691 0.98 0.00 0.02
#> Ndnf_tdTnegative_cell_3 1 0.0000 0.92371 1.00 0.00 0.00
#> Ndnf_tdTnegative_cell_8 1 0.0000 0.92371 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_26 2 0.0000 0.95129 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_27 1 0.2537 0.90025 0.92 0.00 0.08
#> Nos1_tdTpositive_cell_33 1 0.6045 0.33438 0.62 0.38 0.00
#> Nos1_tdTpositive_cell_34 1 0.0892 0.92065 0.98 0.02 0.00
#> Nos1_tdTpositive_cell_37 1 0.0892 0.92691 0.98 0.00 0.02
#> Nos1_tdTpositive_cell_43 1 0.0000 0.92371 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_46 1 0.0892 0.92691 0.98 0.00 0.02
#> Nos1_tdTpositive_cell_49 1 0.2066 0.91053 0.94 0.00 0.06
#> Nr5a1_tdTpositive_cell_20 2 0.5948 0.48894 0.36 0.64 0.00
#> Nr5a1_tdTpositive_cell_21 1 0.0000 0.92371 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_30 2 0.0000 0.95129 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_31 2 0.0000 0.95129 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_33 2 0.0000 0.95129 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_45 2 0.6280 0.21722 0.46 0.54 0.00
#> Ntsr1_tdTpositive_cell_13 1 0.0000 0.92371 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_16 2 0.5397 0.63109 0.28 0.72 0.00
#> Ntsr1_tdTpositive_cell_21 1 0.2414 0.90180 0.94 0.04 0.02
#> Ntsr1_tdTpositive_cell_26 1 0.1529 0.90589 0.96 0.04 0.00
#> Ntsr1_tdTpositive_cell_27 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_28 2 0.0892 0.94216 0.02 0.98 0.00
#> Ntsr1_tdTpositive_cell_31 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_32 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_37 1 0.3340 0.87365 0.88 0.00 0.12
#> Ntsr1_tdTpositive_cell_38 2 0.0892 0.94216 0.02 0.98 0.00
#> Ntsr1_tdTpositive_cell_39 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_41 2 0.0892 0.94216 0.02 0.98 0.00
#> Ntsr1_tdTpositive_cell_42 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_43 1 0.4002 0.79436 0.84 0.16 0.00
#> Ntsr1_tdTpositive_cell_44 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_45 2 0.0892 0.94216 0.02 0.98 0.00
#> Ntsr1_tdTpositive_cell_47 1 0.0000 0.92371 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_48 2 0.0892 0.94216 0.02 0.98 0.00
#> Ntsr1_tdTpositive_cell_49 2 0.0892 0.94216 0.02 0.98 0.00
#> Ntsr1_tdTpositive_cell_50 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_52 2 0.2537 0.89571 0.08 0.92 0.00
#> Ntsr1_tdTpositive_cell_59 2 0.6309 0.02287 0.50 0.50 0.00
#> Ntsr1_tdTpositive_cell_60 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_67 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_70 1 0.2537 0.90059 0.92 0.00 0.08
#> Ntsr1_tdTnegative_cell_4 1 0.0000 0.92371 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_6 2 0.0000 0.95129 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_31 2 0.0000 0.95129 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_31 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_6 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_9 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_10 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_11 3 0.2959 0.88191 0.10 0.00 0.90
#> Rbp4_tdTpositive_cell_12 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_13 1 0.0000 0.92371 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_14 1 0.0000 0.92371 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_15 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_30 1 0.0000 0.92371 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_31 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_33 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_35 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_37 1 0.2066 0.91053 0.94 0.00 0.06
#> Rbp4_tdTpositive_cell_39 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_40 1 0.0000 0.92371 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_41 2 0.2959 0.87810 0.10 0.90 0.00
#> Rbp4_tdTpositive_cell_43 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_44 2 0.0000 0.95129 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_45 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_47 2 0.0000 0.95129 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_49 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_52 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_54 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_56 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_57 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_58 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_60 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_63 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_64 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_74 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_77 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_89 2 0.0000 0.95129 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_91 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_92 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_97 2 0.0000 0.95129 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_99 2 0.0000 0.95129 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_100 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_102 1 0.0000 0.92371 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_103 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_104 1 0.0000 0.92371 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_105 2 0.0000 0.95129 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_106 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_107 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_108 2 0.1529 0.92134 0.04 0.96 0.00
#> Rbp4_tdTpositive_cell_114 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_117 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_129 1 0.9940 -0.00384 0.36 0.36 0.28
#> Rbp4_tdTpositive_cell_130 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_131 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_132 1 0.1529 0.92008 0.96 0.00 0.04
#> Rbp4_tdTpositive_cell_135 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_151 3 0.0000 0.99700 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_153 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_158 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_161 1 0.0000 0.92371 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_167 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_170 1 0.0892 0.92691 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_171 1 0.0000 0.92371 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_43 2 0.0000 0.95129 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_44 1 0.0892 0.92691 0.98 0.00 0.02
#> Rorb_tdTpositive_cell_48 2 0.0000 0.95129 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_49 1 0.2537 0.88356 0.92 0.08 0.00
#> Rorb_tdTpositive_cell_51 1 0.0892 0.92691 0.98 0.00 0.02
#> Rorb_tdTpositive_cell_52 1 0.2537 0.89957 0.92 0.00 0.08
#> Scnn1a-Tg2_tdTpositive_cell_13 1 0.0892 0.92691 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTpositive_cell_15 1 0.0000 0.92371 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_10 2 0.0892 0.94216 0.02 0.98 0.00
#> Scnn1a-Tg3_tdTpositive_cell_13 2 0.0000 0.95129 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_14 1 0.0000 0.92371 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_24 2 0.0000 0.95129 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_27 2 0.0000 0.95129 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_28 2 0.0000 0.95129 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_29 2 0.0000 0.95129 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_32 2 0.0000 0.95129 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_36 2 0.0000 0.95129 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_39 1 0.0892 0.92691 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_44 2 0.0000 0.95129 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_58 2 0.0000 0.95129 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_20 2 0.2066 0.91297 0.06 0.94 0.00
#> Slc17a6_tdTpositive_cell_13 2 0.0000 0.95129 0.00 1.00 0.00
#> Tac2_tdTpositive_cell_3 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_1 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_4 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_5 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_6 1 0.2537 0.87620 0.92 0.08 0.00
#> CAV_LP_Ipsi_tdTpos_cell_7 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_8 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_14 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_16 2 0.0000 0.95129 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_17 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_18 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_20 3 0.0000 0.99700 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_22 2 0.0000 0.95129 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_23 2 0.0892 0.94216 0.02 0.98 0.00
#> CAV_LP_Ipsi_tdTpos_cell_24 2 0.0892 0.94216 0.02 0.98 0.00
#> CAV_LP_Ipsi_tdTpos_cell_25 2 0.1529 0.92865 0.04 0.96 0.00
#> CAV_LP_Ipsi_tdTpos_cell_26 2 0.0000 0.95129 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_27 2 0.0000 0.95129 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_28 2 0.0000 0.95129 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_31 2 0.0000 0.95129 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_33 2 0.2537 0.89571 0.08 0.92 0.00
#> CAV_VISp_Contra_tdTpos_cell_1 2 0.2066 0.91297 0.06 0.94 0.00
#> Rbp4_CTX_10pg_6 3 0.0000 0.99700 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_9 4 0.3801 0.666 0.22 0.00 0.00 0.78
#> Calb2_tdTpositive_cell_12 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Calb2_tdTpositive_cell_42 4 0.3801 0.666 0.22 0.00 0.00 0.78
#> Chrna2_tdTpositive_cell_22 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_24 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_51 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_58 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_63 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_68 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_73 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_74 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_82 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_18 2 0.3610 0.700 0.00 0.80 0.00 0.20
#> Cux2_tdTpositive_cell_15 1 0.3172 0.769 0.84 0.00 0.00 0.16
#> Cux2_tdTpositive_cell_17 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_20 4 0.3801 0.666 0.22 0.00 0.00 0.78
#> Cux2_tdTpositive_cell_30 1 0.3400 0.749 0.82 0.00 0.00 0.18
#> Cux2_tdTpositive_cell_48 4 0.3801 0.666 0.22 0.00 0.00 0.78
#> Cux2_tdTpositive_cell_57 4 0.4977 0.159 0.46 0.00 0.00 0.54
#> Cux2_tdTpositive_cell_60 1 0.5712 0.514 0.66 0.02 0.02 0.30
#> Htr3a_tdTpositive_cell_72 1 0.4939 0.731 0.74 0.00 0.04 0.22
#> Htr3a_tdTpositive_cell_79 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_86 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_96 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_97 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_98 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_99 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_100 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_105 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_107 2 0.6656 0.466 0.16 0.62 0.00 0.22
#> Htr3a_tdTpositive_cell_111 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_113 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_114 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_117 2 0.3801 0.673 0.00 0.78 0.00 0.22
#> Htr3a_tdTpositive_cell_120 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Htr3a_tdTpositive_cell_123 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Ndnf_tdTpositive_cell_2 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Ndnf_tdTnegative_cell_3 1 0.3172 0.769 0.84 0.00 0.00 0.16
#> Ndnf_tdTnegative_cell_8 1 0.3400 0.749 0.82 0.00 0.00 0.18
#> Nos1_tdTpositive_cell_26 2 0.3400 0.682 0.00 0.82 0.00 0.18
#> Nos1_tdTpositive_cell_27 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_33 4 0.3801 0.666 0.22 0.00 0.00 0.78
#> Nos1_tdTpositive_cell_34 1 0.3610 0.689 0.80 0.20 0.00 0.00
#> Nos1_tdTpositive_cell_37 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_43 1 0.4277 0.605 0.72 0.00 0.00 0.28
#> Nos1_tdTpositive_cell_46 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_49 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_20 4 0.3801 0.666 0.22 0.00 0.00 0.78
#> Nr5a1_tdTpositive_cell_21 1 0.3172 0.769 0.84 0.00 0.00 0.16
#> Nr5a1_tdTpositive_cell_30 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_31 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_33 2 0.3610 0.644 0.00 0.80 0.00 0.20
#> Nr5a1_tdTpositive_cell_45 4 0.3801 0.666 0.22 0.00 0.00 0.78
#> Ntsr1_tdTpositive_cell_13 4 0.4994 -0.354 0.48 0.00 0.00 0.52
#> Ntsr1_tdTpositive_cell_16 4 0.0000 0.738 0.00 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_21 4 0.0000 0.738 0.00 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_26 4 0.0000 0.738 0.00 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_27 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_28 4 0.3975 0.693 0.00 0.24 0.00 0.76
#> Ntsr1_tdTpositive_cell_31 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_32 4 0.4624 0.584 0.00 0.34 0.00 0.66
#> Ntsr1_tdTpositive_cell_37 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Ntsr1_tdTpositive_cell_38 4 0.4134 0.680 0.00 0.26 0.00 0.74
#> Ntsr1_tdTpositive_cell_39 4 0.4855 0.516 0.00 0.40 0.00 0.60
#> Ntsr1_tdTpositive_cell_41 4 0.3975 0.693 0.00 0.24 0.00 0.76
#> Ntsr1_tdTpositive_cell_42 4 0.4790 0.548 0.00 0.38 0.00 0.62
#> Ntsr1_tdTpositive_cell_43 4 0.0000 0.738 0.00 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_44 4 0.4907 0.477 0.00 0.42 0.00 0.58
#> Ntsr1_tdTpositive_cell_45 4 0.4406 0.644 0.00 0.30 0.00 0.70
#> Ntsr1_tdTpositive_cell_47 4 0.1211 0.719 0.04 0.00 0.00 0.96
#> Ntsr1_tdTpositive_cell_48 4 0.0707 0.737 0.00 0.02 0.00 0.98
#> Ntsr1_tdTpositive_cell_49 4 0.0707 0.737 0.00 0.02 0.00 0.98
#> Ntsr1_tdTpositive_cell_50 4 0.4855 0.516 0.00 0.40 0.00 0.60
#> Ntsr1_tdTpositive_cell_52 4 0.0000 0.738 0.00 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_59 4 0.0000 0.738 0.00 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_60 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_67 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_70 1 0.3801 0.762 0.78 0.00 0.00 0.22
#> Ntsr1_tdTnegative_cell_4 4 0.5000 -0.217 0.50 0.00 0.00 0.50
#> Ntsr1_tdTnegative_cell_6 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_31 2 0.3801 0.673 0.00 0.78 0.00 0.22
#> PvalbF-Gad2_tdTpositive_cell_31 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_6 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_9 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_10 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_11 1 0.5713 0.429 0.62 0.04 0.34 0.00
#> Rbp4_tdTpositive_cell_12 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_13 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_14 1 0.3172 0.769 0.84 0.00 0.00 0.16
#> Rbp4_tdTpositive_cell_15 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_30 1 0.4134 0.639 0.74 0.00 0.00 0.26
#> Rbp4_tdTpositive_cell_31 1 0.2345 0.842 0.90 0.00 0.00 0.10
#> Rbp4_tdTpositive_cell_33 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_35 1 0.0707 0.861 0.98 0.00 0.00 0.02
#> Rbp4_tdTpositive_cell_37 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_39 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_40 1 0.4134 0.685 0.74 0.00 0.00 0.26
#> Rbp4_tdTpositive_cell_41 4 0.4284 0.708 0.02 0.20 0.00 0.78
#> Rbp4_tdTpositive_cell_43 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_44 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_45 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_47 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_49 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_52 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_54 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_56 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_57 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_58 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_60 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_63 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_64 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_74 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_77 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_89 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_91 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_92 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_97 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_99 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_100 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_102 1 0.3400 0.749 0.82 0.00 0.00 0.18
#> Rbp4_tdTpositive_cell_103 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_104 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_105 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_106 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_107 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_108 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_114 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_117 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_129 2 0.4406 0.533 0.30 0.70 0.00 0.00
#> Rbp4_tdTpositive_cell_130 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_131 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_132 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_135 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_151 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_153 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_158 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_161 4 0.0000 0.738 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_167 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_170 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_171 1 0.0707 0.861 0.98 0.00 0.00 0.02
#> Rorb_tdTpositive_cell_43 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_44 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_48 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_49 1 0.5535 0.208 0.56 0.42 0.00 0.02
#> Rorb_tdTpositive_cell_51 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Rorb_tdTpositive_cell_52 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_13 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_15 1 0.2921 0.786 0.86 0.00 0.00 0.14
#> Scnn1a-Tg3_tdTpositive_cell_10 4 0.3801 0.701 0.00 0.22 0.00 0.78
#> Scnn1a-Tg3_tdTpositive_cell_13 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_14 1 0.3610 0.725 0.80 0.00 0.00 0.20
#> Scnn1a-Tg3_tdTpositive_cell_24 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_27 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_28 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_29 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_32 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_36 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_39 1 0.0000 0.868 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_44 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_58 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_20 4 0.1637 0.743 0.00 0.06 0.00 0.94
#> Slc17a6_tdTpositive_cell_13 2 0.0000 0.926 0.00 1.00 0.00 0.00
#> Tac2_tdTpositive_cell_3 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_1 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_4 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_5 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_6 4 0.0000 0.738 0.00 0.00 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_7 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_8 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_14 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_16 4 0.4790 0.548 0.00 0.38 0.00 0.62
#> CAV_LP_Ipsi_tdTpos_cell_17 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_18 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_20 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_22 4 0.4907 0.477 0.00 0.42 0.00 0.58
#> CAV_LP_Ipsi_tdTpos_cell_23 4 0.3975 0.693 0.00 0.24 0.00 0.76
#> CAV_LP_Ipsi_tdTpos_cell_24 4 0.4134 0.680 0.00 0.26 0.00 0.74
#> CAV_LP_Ipsi_tdTpos_cell_25 4 0.1211 0.744 0.00 0.04 0.00 0.96
#> CAV_LP_Ipsi_tdTpos_cell_26 4 0.4790 0.548 0.00 0.38 0.00 0.62
#> CAV_LP_Ipsi_tdTpos_cell_27 4 0.4855 0.516 0.00 0.40 0.00 0.60
#> CAV_LP_Ipsi_tdTpos_cell_28 4 0.4907 0.477 0.00 0.42 0.00 0.58
#> CAV_LP_Ipsi_tdTpos_cell_31 2 0.4994 -0.241 0.00 0.52 0.00 0.48
#> CAV_LP_Ipsi_tdTpos_cell_33 4 0.0707 0.743 0.00 0.02 0.00 0.98
#> CAV_VISp_Contra_tdTpos_cell_1 4 0.0707 0.743 0.00 0.02 0.00 0.98
#> Rbp4_CTX_10pg_6 3 0.0000 1.000 0.00 0.00 1.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 184 1.000 2
#> ATC:skmeans 177 0.149 3
#> ATC:skmeans 175 0.274 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node013. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0131"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13106 rows and 105 columns.
#> Top rows (1311) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1 1.000 1.00 0.455 0.545 0.545
#> 3 3 1 0.985 0.99 0.377 0.832 0.692
#> 4 4 1 0.951 0.98 0.182 0.881 0.685
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_12 2 0 1 0 1
#> Chrna2_tdTpositive_cell_22 2 0 1 0 1
#> Chrna2_tdTpositive_cell_58 2 0 1 0 1
#> Chrna2_tdTpositive_cell_73 2 0 1 0 1
#> Chrna2_tdTpositive_cell_74 2 0 1 0 1
#> Cux2_tdTpositive_cell_15 2 0 1 0 1
#> Cux2_tdTpositive_cell_30 2 0 1 0 1
#> Cux2_tdTpositive_cell_57 2 0 1 0 1
#> Cux2_tdTpositive_cell_60 2 0 1 0 1
#> Htr3a_tdTpositive_cell_72 2 0 1 0 1
#> Htr3a_tdTpositive_cell_79 2 0 1 0 1
#> Htr3a_tdTpositive_cell_86 2 0 1 0 1
#> Htr3a_tdTpositive_cell_96 2 0 1 0 1
#> Htr3a_tdTpositive_cell_97 2 0 1 0 1
#> Htr3a_tdTpositive_cell_98 2 0 1 0 1
#> Htr3a_tdTpositive_cell_99 2 0 1 0 1
#> Htr3a_tdTpositive_cell_100 2 0 1 0 1
#> Htr3a_tdTpositive_cell_105 2 0 1 0 1
#> Htr3a_tdTpositive_cell_111 2 0 1 0 1
#> Htr3a_tdTpositive_cell_113 2 0 1 0 1
#> Htr3a_tdTpositive_cell_114 2 0 1 0 1
#> Htr3a_tdTpositive_cell_120 2 0 1 0 1
#> Htr3a_tdTpositive_cell_123 2 0 1 0 1
#> Ndnf_tdTpositive_cell_2 2 0 1 0 1
#> Ndnf_tdTnegative_cell_3 2 0 1 0 1
#> Ndnf_tdTnegative_cell_8 2 0 1 0 1
#> Nos1_tdTpositive_cell_27 2 0 1 0 1
#> Nos1_tdTpositive_cell_37 2 0 1 0 1
#> Nos1_tdTpositive_cell_43 2 0 1 0 1
#> Nos1_tdTpositive_cell_46 2 0 1 0 1
#> Nos1_tdTpositive_cell_49 2 0 1 0 1
#> Nr5a1_tdTpositive_cell_21 2 0 1 0 1
#> Ntsr1_tdTpositive_cell_13 2 0 1 0 1
#> Ntsr1_tdTpositive_cell_37 2 0 1 0 1
#> Ntsr1_tdTpositive_cell_47 2 0 1 0 1
#> Ntsr1_tdTpositive_cell_70 2 0 1 0 1
#> Ntsr1_tdTnegative_cell_4 2 0 1 0 1
#> PvalbF-Gad2_tdTpositive_cell_31 1 0 1 1 0
#> Rbp4_tdTpositive_cell_6 2 0 1 0 1
#> Rbp4_tdTpositive_cell_9 1 0 1 1 0
#> Rbp4_tdTpositive_cell_10 2 0 1 0 1
#> Rbp4_tdTpositive_cell_11 2 0 1 0 1
#> Rbp4_tdTpositive_cell_12 1 0 1 1 0
#> Rbp4_tdTpositive_cell_13 2 0 1 0 1
#> Rbp4_tdTpositive_cell_14 2 0 1 0 1
#> Rbp4_tdTpositive_cell_15 1 0 1 1 0
#> Rbp4_tdTpositive_cell_30 2 0 1 0 1
#> Rbp4_tdTpositive_cell_31 2 0 1 0 1
#> Rbp4_tdTpositive_cell_33 1 0 1 1 0
#> Rbp4_tdTpositive_cell_35 2 0 1 0 1
#> Rbp4_tdTpositive_cell_37 2 0 1 0 1
#> Rbp4_tdTpositive_cell_39 1 0 1 1 0
#> Rbp4_tdTpositive_cell_40 2 0 1 0 1
#> Rbp4_tdTpositive_cell_43 1 0 1 1 0
#> Rbp4_tdTpositive_cell_45 1 0 1 1 0
#> Rbp4_tdTpositive_cell_49 1 0 1 1 0
#> Rbp4_tdTpositive_cell_52 1 0 1 1 0
#> Rbp4_tdTpositive_cell_54 1 0 1 1 0
#> Rbp4_tdTpositive_cell_56 2 0 1 0 1
#> Rbp4_tdTpositive_cell_57 1 0 1 1 0
#> Rbp4_tdTpositive_cell_58 2 0 1 0 1
#> Rbp4_tdTpositive_cell_60 1 0 1 1 0
#> Rbp4_tdTpositive_cell_63 2 0 1 0 1
#> Rbp4_tdTpositive_cell_64 1 0 1 1 0
#> Rbp4_tdTpositive_cell_74 1 0 1 1 0
#> Rbp4_tdTpositive_cell_77 1 0 1 1 0
#> Rbp4_tdTpositive_cell_91 1 0 1 1 0
#> Rbp4_tdTpositive_cell_92 2 0 1 0 1
#> Rbp4_tdTpositive_cell_100 1 0 1 1 0
#> Rbp4_tdTpositive_cell_102 2 0 1 0 1
#> Rbp4_tdTpositive_cell_103 2 0 1 0 1
#> Rbp4_tdTpositive_cell_104 2 0 1 0 1
#> Rbp4_tdTpositive_cell_106 1 0 1 1 0
#> Rbp4_tdTpositive_cell_107 1 0 1 1 0
#> Rbp4_tdTpositive_cell_114 1 0 1 1 0
#> Rbp4_tdTpositive_cell_117 1 0 1 1 0
#> Rbp4_tdTpositive_cell_129 2 0 1 0 1
#> Rbp4_tdTpositive_cell_130 1 0 1 1 0
#> Rbp4_tdTpositive_cell_131 1 0 1 1 0
#> Rbp4_tdTpositive_cell_132 2 0 1 0 1
#> Rbp4_tdTpositive_cell_135 2 0 1 0 1
#> Rbp4_tdTpositive_cell_151 1 0 1 1 0
#> Rbp4_tdTpositive_cell_153 2 0 1 0 1
#> Rbp4_tdTpositive_cell_158 2 0 1 0 1
#> Rbp4_tdTpositive_cell_167 2 0 1 0 1
#> Rbp4_tdTpositive_cell_170 2 0 1 0 1
#> Rbp4_tdTpositive_cell_171 2 0 1 0 1
#> Rorb_tdTpositive_cell_44 2 0 1 0 1
#> Rorb_tdTpositive_cell_51 2 0 1 0 1
#> Rorb_tdTpositive_cell_52 2 0 1 0 1
#> Scnn1a-Tg2_tdTpositive_cell_13 2 0 1 0 1
#> Scnn1a-Tg2_tdTpositive_cell_15 2 0 1 0 1
#> Scnn1a-Tg3_tdTpositive_cell_14 2 0 1 0 1
#> Scnn1a-Tg3_tdTpositive_cell_39 2 0 1 0 1
#> Tac2_tdTpositive_cell_3 1 0 1 1 0
#> CAV_LP_Ipsi_tdTpos_cell_1 1 0 1 1 0
#> CAV_LP_Ipsi_tdTpos_cell_4 1 0 1 1 0
#> CAV_LP_Ipsi_tdTpos_cell_5 1 0 1 1 0
#> CAV_LP_Ipsi_tdTpos_cell_7 1 0 1 1 0
#> CAV_LP_Ipsi_tdTpos_cell_8 1 0 1 1 0
#> CAV_LP_Ipsi_tdTpos_cell_14 1 0 1 1 0
#> CAV_LP_Ipsi_tdTpos_cell_17 1 0 1 1 0
#> CAV_LP_Ipsi_tdTpos_cell_18 1 0 1 1 0
#> CAV_LP_Ipsi_tdTpos_cell_20 1 0 1 1 0
#> Rbp4_CTX_10pg_6 1 0 1 1 0
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_12 2 0.0000 0.979 0 1.00 0.00
#> Chrna2_tdTpositive_cell_22 2 0.1529 0.968 0 0.96 0.04
#> Chrna2_tdTpositive_cell_58 2 0.0892 0.975 0 0.98 0.02
#> Chrna2_tdTpositive_cell_73 2 0.1529 0.968 0 0.96 0.04
#> Chrna2_tdTpositive_cell_74 2 0.1529 0.968 0 0.96 0.04
#> Cux2_tdTpositive_cell_15 2 0.0000 0.979 0 1.00 0.00
#> Cux2_tdTpositive_cell_30 2 0.0000 0.979 0 1.00 0.00
#> Cux2_tdTpositive_cell_57 2 0.0000 0.979 0 1.00 0.00
#> Cux2_tdTpositive_cell_60 2 0.0000 0.979 0 1.00 0.00
#> Htr3a_tdTpositive_cell_72 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_79 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_86 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_96 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_97 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_98 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_99 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_100 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_105 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_111 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_113 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_114 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_120 3 0.0000 1.000 0 0.00 1.00
#> Htr3a_tdTpositive_cell_123 3 0.0000 1.000 0 0.00 1.00
#> Ndnf_tdTpositive_cell_2 2 0.4555 0.757 0 0.80 0.20
#> Ndnf_tdTnegative_cell_3 2 0.0000 0.979 0 1.00 0.00
#> Ndnf_tdTnegative_cell_8 2 0.0000 0.979 0 1.00 0.00
#> Nos1_tdTpositive_cell_27 2 0.0000 0.979 0 1.00 0.00
#> Nos1_tdTpositive_cell_37 2 0.3686 0.854 0 0.86 0.14
#> Nos1_tdTpositive_cell_43 2 0.0000 0.979 0 1.00 0.00
#> Nos1_tdTpositive_cell_46 2 0.1529 0.968 0 0.96 0.04
#> Nos1_tdTpositive_cell_49 2 0.1529 0.968 0 0.96 0.04
#> Nr5a1_tdTpositive_cell_21 2 0.0000 0.979 0 1.00 0.00
#> Ntsr1_tdTpositive_cell_13 3 0.0000 1.000 0 0.00 1.00
#> Ntsr1_tdTpositive_cell_37 3 0.0000 1.000 0 0.00 1.00
#> Ntsr1_tdTpositive_cell_47 3 0.0000 1.000 0 0.00 1.00
#> Ntsr1_tdTpositive_cell_70 3 0.0000 1.000 0 0.00 1.00
#> Ntsr1_tdTnegative_cell_4 2 0.0000 0.979 0 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_31 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_6 2 0.1529 0.968 0 0.96 0.04
#> Rbp4_tdTpositive_cell_9 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_10 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_11 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_12 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_13 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_14 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_15 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_30 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_31 2 0.0892 0.969 0 0.98 0.02
#> Rbp4_tdTpositive_cell_33 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_35 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_37 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_39 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_40 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_43 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_45 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_49 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_52 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_54 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_56 2 0.1529 0.968 0 0.96 0.04
#> Rbp4_tdTpositive_cell_57 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_58 2 0.1529 0.968 0 0.96 0.04
#> Rbp4_tdTpositive_cell_60 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_63 2 0.1529 0.968 0 0.96 0.04
#> Rbp4_tdTpositive_cell_64 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_74 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_77 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_91 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_92 2 0.1529 0.968 0 0.96 0.04
#> Rbp4_tdTpositive_cell_100 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_102 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_103 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_104 2 0.0892 0.975 0 0.98 0.02
#> Rbp4_tdTpositive_cell_106 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_107 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_114 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_117 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_129 2 0.1529 0.968 0 0.96 0.04
#> Rbp4_tdTpositive_cell_130 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_131 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_132 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_135 2 0.1529 0.968 0 0.96 0.04
#> Rbp4_tdTpositive_cell_151 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_tdTpositive_cell_153 2 0.0892 0.975 0 0.98 0.02
#> Rbp4_tdTpositive_cell_158 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_167 2 0.0892 0.975 0 0.98 0.02
#> Rbp4_tdTpositive_cell_170 2 0.0000 0.979 0 1.00 0.00
#> Rbp4_tdTpositive_cell_171 2 0.0000 0.979 0 1.00 0.00
#> Rorb_tdTpositive_cell_44 2 0.1529 0.968 0 0.96 0.04
#> Rorb_tdTpositive_cell_51 2 0.1529 0.968 0 0.96 0.04
#> Rorb_tdTpositive_cell_52 2 0.1529 0.968 0 0.96 0.04
#> Scnn1a-Tg2_tdTpositive_cell_13 2 0.0000 0.979 0 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_15 2 0.0000 0.979 0 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_14 2 0.0000 0.979 0 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_39 2 0.0000 0.979 0 1.00 0.00
#> Tac2_tdTpositive_cell_3 1 0.0000 1.000 1 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_1 1 0.0000 1.000 1 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_4 1 0.0000 1.000 1 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_5 1 0.0000 1.000 1 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_7 1 0.0000 1.000 1 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_8 1 0.0000 1.000 1 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_14 1 0.0000 1.000 1 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_17 1 0.0000 1.000 1 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_18 1 0.0000 1.000 1 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_20 1 0.0000 1.000 1 0.00 0.00
#> Rbp4_CTX_10pg_6 1 0.0000 1.000 1 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_12 4 0.0000 0.949 0 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_22 2 0.0000 0.962 0 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_58 2 0.0000 0.962 0 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_73 2 0.0000 0.962 0 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_74 2 0.0000 0.962 0 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_15 4 0.0000 0.949 0 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_30 4 0.1211 0.931 0 0.04 0.00 0.96
#> Cux2_tdTpositive_cell_57 4 0.0000 0.949 0 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_60 4 0.0000 0.949 0 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_72 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_79 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_86 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_96 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_97 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_98 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_99 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_100 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_105 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_111 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_113 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_114 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_120 3 0.0000 0.995 0 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_123 3 0.0000 0.995 0 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_2 4 0.0000 0.949 0 0.00 0.00 1.00
#> Ndnf_tdTnegative_cell_3 4 0.0000 0.949 0 0.00 0.00 1.00
#> Ndnf_tdTnegative_cell_8 4 0.0000 0.949 0 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_27 2 0.4977 0.132 0 0.54 0.00 0.46
#> Nos1_tdTpositive_cell_37 4 0.1637 0.908 0 0.00 0.06 0.94
#> Nos1_tdTpositive_cell_43 4 0.0000 0.949 0 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_46 2 0.0000 0.962 0 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_49 2 0.0000 0.962 0 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_21 4 0.0000 0.949 0 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_13 3 0.2011 0.911 0 0.00 0.92 0.08
#> Ntsr1_tdTpositive_cell_37 3 0.0000 0.995 0 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_47 3 0.0000 0.995 0 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_70 3 0.0000 0.995 0 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_4 4 0.0000 0.949 0 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_31 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_6 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_9 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_10 4 0.1211 0.932 0 0.04 0.00 0.96
#> Rbp4_tdTpositive_cell_11 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_12 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_13 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_14 4 0.2921 0.836 0 0.14 0.00 0.86
#> Rbp4_tdTpositive_cell_15 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_30 4 0.0000 0.949 0 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_31 4 0.0000 0.949 0 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_33 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_35 4 0.4855 0.347 0 0.40 0.00 0.60
#> Rbp4_tdTpositive_cell_37 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_39 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_40 4 0.0000 0.949 0 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_43 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_45 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_49 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_52 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_54 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_56 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_57 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_58 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_60 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_63 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_64 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_74 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_77 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_91 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_92 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_100 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_102 4 0.0000 0.949 0 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_103 4 0.3975 0.695 0 0.24 0.00 0.76
#> Rbp4_tdTpositive_cell_104 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_106 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_107 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_114 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_117 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_129 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_130 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_131 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_132 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_135 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_151 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_153 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_158 2 0.0707 0.943 0 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_167 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_170 4 0.1637 0.917 0 0.06 0.00 0.94
#> Rbp4_tdTpositive_cell_171 4 0.1211 0.932 0 0.04 0.00 0.96
#> Rorb_tdTpositive_cell_44 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_51 2 0.0000 0.962 0 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_52 2 0.0000 0.962 0 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_13 2 0.0000 0.962 0 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_15 4 0.0707 0.942 0 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTpositive_cell_14 4 0.1211 0.931 0 0.04 0.00 0.96
#> Scnn1a-Tg3_tdTpositive_cell_39 2 0.4948 0.146 0 0.56 0.00 0.44
#> Tac2_tdTpositive_cell_3 1 0.0000 1.000 1 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_1 1 0.0000 1.000 1 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_4 1 0.0000 1.000 1 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_5 1 0.0000 1.000 1 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_7 1 0.0000 1.000 1 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_8 1 0.0000 1.000 1 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_14 1 0.0000 1.000 1 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_17 1 0.0000 1.000 1 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_18 1 0.0000 1.000 1 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_20 1 0.0000 1.000 1 0.00 0.00 0.00
#> Rbp4_CTX_10pg_6 1 0.0000 1.000 1 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 105 0.739 2
#> ATC:skmeans 105 0.380 3
#> ATC:skmeans 102 0.604 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node013. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0132"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13003 rows and 80 columns.
#> Top rows (1300) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.980 0.992 0.482 0.519 0.519
#> 3 3 0.932 0.924 0.969 0.386 0.724 0.511
#> 4 4 0.973 0.927 0.967 0.131 0.854 0.596
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_9 1 0.000 0.991 1.00 0.00
#> Calb2_tdTpositive_cell_42 1 0.000 0.991 1.00 0.00
#> Chrna2_tdTpositive_cell_24 1 0.000 0.991 1.00 0.00
#> Chrna2_tdTpositive_cell_51 1 0.000 0.991 1.00 0.00
#> Chrna2_tdTpositive_cell_63 2 0.000 0.993 0.00 1.00
#> Chrna2_tdTpositive_cell_68 1 0.000 0.991 1.00 0.00
#> Chrna2_tdTpositive_cell_82 2 0.000 0.993 0.00 1.00
#> Ctgf_tdTpositive_cell_18 1 0.000 0.991 1.00 0.00
#> Cux2_tdTpositive_cell_17 2 0.000 0.993 0.00 1.00
#> Cux2_tdTpositive_cell_20 1 0.000 0.991 1.00 0.00
#> Cux2_tdTpositive_cell_48 1 0.000 0.991 1.00 0.00
#> Htr3a_tdTpositive_cell_107 1 0.000 0.991 1.00 0.00
#> Htr3a_tdTpositive_cell_117 1 0.000 0.991 1.00 0.00
#> Nos1_tdTpositive_cell_26 2 0.680 0.779 0.18 0.82
#> Nos1_tdTpositive_cell_33 1 0.000 0.991 1.00 0.00
#> Nos1_tdTpositive_cell_34 1 0.000 0.991 1.00 0.00
#> Nr5a1_tdTpositive_cell_20 1 0.000 0.991 1.00 0.00
#> Nr5a1_tdTpositive_cell_30 2 0.000 0.993 0.00 1.00
#> Nr5a1_tdTpositive_cell_31 2 0.000 0.993 0.00 1.00
#> Nr5a1_tdTpositive_cell_33 2 0.000 0.993 0.00 1.00
#> Nr5a1_tdTpositive_cell_45 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_16 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_21 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_26 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_27 2 0.000 0.993 0.00 1.00
#> Ntsr1_tdTpositive_cell_28 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_31 2 0.000 0.993 0.00 1.00
#> Ntsr1_tdTpositive_cell_32 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_38 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_39 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_41 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_42 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_43 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_44 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_45 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_48 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_49 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_50 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_52 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_59 1 0.000 0.991 1.00 0.00
#> Ntsr1_tdTpositive_cell_60 2 0.000 0.993 0.00 1.00
#> Ntsr1_tdTpositive_cell_67 2 0.000 0.993 0.00 1.00
#> Ntsr1_tdTnegative_cell_6 2 0.000 0.993 0.00 1.00
#> Ntsr1_tdTnegative_cell_31 1 0.000 0.991 1.00 0.00
#> Rbp4_tdTpositive_cell_41 1 0.000 0.991 1.00 0.00
#> Rbp4_tdTpositive_cell_44 1 0.000 0.991 1.00 0.00
#> Rbp4_tdTpositive_cell_47 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_89 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_97 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_99 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_105 2 0.000 0.993 0.00 1.00
#> Rbp4_tdTpositive_cell_108 2 0.141 0.974 0.02 0.98
#> Rbp4_tdTpositive_cell_161 1 0.000 0.991 1.00 0.00
#> Rorb_tdTpositive_cell_43 2 0.000 0.993 0.00 1.00
#> Rorb_tdTpositive_cell_48 2 0.000 0.993 0.00 1.00
#> Rorb_tdTpositive_cell_49 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_10 1 0.000 0.991 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_13 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_24 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_27 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_28 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_29 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_32 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_36 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_44 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_58 2 0.000 0.993 0.00 1.00
#> Scnn1a-Tg3_tdTnegative_cell_20 1 0.000 0.991 1.00 0.00
#> Slc17a6_tdTpositive_cell_13 2 0.000 0.993 0.00 1.00
#> CAV_LP_Ipsi_tdTpos_cell_6 1 0.000 0.991 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_16 1 0.000 0.991 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_22 1 0.000 0.991 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_23 1 0.000 0.991 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_24 1 0.000 0.991 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_25 1 0.000 0.991 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_26 1 0.000 0.991 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_27 1 0.000 0.991 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_28 1 0.000 0.991 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_31 1 0.981 0.268 0.58 0.42
#> CAV_LP_Ipsi_tdTpos_cell_33 1 0.000 0.991 1.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_1 1 0.000 0.991 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_9 3 0.0000 0.944 0.00 0.00 1.00
#> Calb2_tdTpositive_cell_42 3 0.0000 0.944 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_24 3 0.1529 0.917 0.04 0.00 0.96
#> Chrna2_tdTpositive_cell_51 1 0.4555 0.733 0.80 0.00 0.20
#> Chrna2_tdTpositive_cell_63 2 0.0000 0.996 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_68 3 0.0000 0.944 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_82 2 0.0000 0.996 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_18 1 0.6192 0.207 0.58 0.00 0.42
#> Cux2_tdTpositive_cell_17 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_20 3 0.0000 0.944 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_48 3 0.0000 0.944 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_107 3 0.6192 0.301 0.42 0.00 0.58
#> Htr3a_tdTpositive_cell_117 3 0.6192 0.301 0.42 0.00 0.58
#> Nos1_tdTpositive_cell_26 3 0.4551 0.792 0.02 0.14 0.84
#> Nos1_tdTpositive_cell_33 3 0.0000 0.944 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_34 3 0.0000 0.944 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_20 3 0.0000 0.944 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_30 2 0.0000 0.996 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_31 2 0.0892 0.983 0.00 0.98 0.02
#> Nr5a1_tdTpositive_cell_33 3 0.0000 0.944 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_45 3 0.0000 0.944 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_16 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_21 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_26 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_27 1 0.4555 0.740 0.80 0.20 0.00
#> Ntsr1_tdTpositive_cell_28 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_31 2 0.0000 0.996 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_32 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_38 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_39 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_41 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_42 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_43 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_44 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_45 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_48 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_49 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_50 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_52 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_59 1 0.0000 0.959 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_60 2 0.0000 0.996 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_67 2 0.0000 0.996 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_6 2 0.0000 0.996 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_31 3 0.3340 0.837 0.12 0.00 0.88
#> Rbp4_tdTpositive_cell_41 3 0.0000 0.944 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_44 1 0.5835 0.477 0.66 0.00 0.34
#> Rbp4_tdTpositive_cell_47 3 0.0000 0.944 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_89 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_97 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_99 2 0.0000 0.996 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_105 2 0.0892 0.983 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_108 3 0.0000 0.944 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_161 3 0.0892 0.932 0.02 0.00 0.98
#> Rorb_tdTpositive_cell_43 2 0.0892 0.983 0.00 0.98 0.02
#> Rorb_tdTpositive_cell_48 2 0.0892 0.983 0.00 0.98 0.02
#> Rorb_tdTpositive_cell_49 3 0.0000 0.944 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_10 3 0.0000 0.944 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_13 2 0.0892 0.983 0.00 0.98 0.02
#> Scnn1a-Tg3_tdTpositive_cell_24 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_27 3 0.0000 0.944 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_28 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_29 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_32 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_36 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_44 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_58 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_20 3 0.0892 0.932 0.02 0.00 0.98
#> Slc17a6_tdTpositive_cell_13 2 0.0000 0.996 0.00 1.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_6 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_16 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_22 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_23 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_24 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_25 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_26 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_27 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_28 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_31 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_33 1 0.0000 0.959 1.00 0.00 0.00
#> CAV_VISp_Contra_tdTpos_cell_1 3 0.0000 0.944 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_9 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_42 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_24 3 0.5535 0.242 0.42 0.00 0.56 0.02
#> Chrna2_tdTpositive_cell_51 1 0.0707 0.975 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_63 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_68 3 0.0707 0.934 0.00 0.00 0.98 0.02
#> Chrna2_tdTpositive_cell_82 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_18 4 0.0000 0.947 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_17 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_20 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_48 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_107 4 0.0000 0.947 0.00 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_117 4 0.0000 0.947 0.00 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_26 1 0.1211 0.957 0.96 0.00 0.04 0.00
#> Nos1_tdTpositive_cell_33 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_34 3 0.0707 0.934 0.00 0.00 0.98 0.02
#> Nr5a1_tdTpositive_cell_20 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_30 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_31 2 0.4134 0.669 0.00 0.74 0.26 0.00
#> Nr5a1_tdTpositive_cell_33 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_45 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_16 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_21 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_26 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_27 1 0.0707 0.974 0.98 0.02 0.00 0.00
#> Ntsr1_tdTpositive_cell_28 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_31 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_32 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_38 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_39 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_41 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_42 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_43 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_44 1 0.1211 0.955 0.96 0.00 0.00 0.04
#> Ntsr1_tdTpositive_cell_45 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_48 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_49 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_50 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_52 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_59 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> Ntsr1_tdTpositive_cell_60 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_67 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_6 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_31 4 0.0000 0.947 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_41 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_44 1 0.0707 0.975 0.98 0.00 0.00 0.02
#> Rbp4_tdTpositive_cell_47 3 0.0707 0.934 0.00 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_89 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_97 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_99 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_105 2 0.0707 0.961 0.00 0.98 0.00 0.02
#> Rbp4_tdTpositive_cell_108 3 0.0707 0.934 0.00 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_161 4 0.4624 0.499 0.00 0.00 0.34 0.66
#> Rorb_tdTpositive_cell_43 2 0.1411 0.948 0.00 0.96 0.02 0.02
#> Rorb_tdTpositive_cell_48 2 0.1913 0.932 0.00 0.94 0.04 0.02
#> Rorb_tdTpositive_cell_49 3 0.0707 0.934 0.00 0.00 0.98 0.02
#> Scnn1a-Tg3_tdTpositive_cell_10 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_13 2 0.3801 0.733 0.00 0.78 0.22 0.00
#> Scnn1a-Tg3_tdTpositive_cell_24 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_27 3 0.0000 0.941 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_28 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_29 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_32 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_36 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_44 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_58 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_20 4 0.4522 0.541 0.00 0.00 0.32 0.68
#> Slc17a6_tdTpositive_cell_13 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_6 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> CAV_LP_Ipsi_tdTpos_cell_16 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_22 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_23 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_24 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_25 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_26 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_27 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_28 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_31 1 0.0000 0.991 1.00 0.00 0.00 0.00
#> CAV_LP_Ipsi_tdTpos_cell_33 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> CAV_VISp_Contra_tdTpos_cell_1 3 0.4907 0.192 0.00 0.00 0.58 0.42
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 79 NA 2
#> ATC:skmeans 76 NA 3
#> ATC:skmeans 77 NA 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node0. Child nodes: Node011 , Node012 , Node013 , Node021 , Node022 , Node023 , Node031 , Node032 , Node033 .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["02"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13124 rows and 349 columns.
#> Top rows (1312) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.998 0.999 0.499 0.502 0.502
#> 3 3 1.000 0.991 0.991 0.244 0.876 0.754
#> 4 4 0.903 0.935 0.948 0.152 0.895 0.724
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_2 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_18 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_19 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_20 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_21 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_24 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_25 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_26 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_27 2 0.855 0.611 0.28 0.72
#> Calb2_tdTpositive_cell_28 1 0.000 1.000 1.00 0.00
#> Calb2_tdTpositive_cell_29 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_35 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_36 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_40 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_41 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_46 1 0.000 1.000 1.00 0.00
#> Calb2_tdTpositive_cell_48 1 0.000 1.000 1.00 0.00
#> Calb2_tdTpositive_cell_50 1 0.000 1.000 1.00 0.00
#> Calb2_tdTpositive_cell_53 1 0.000 1.000 1.00 0.00
#> Calb2_tdTpositive_cell_55 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_56 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_57 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_58 1 0.000 1.000 1.00 0.00
#> Calb2_tdTpositive_cell_60 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_61 1 0.000 1.000 1.00 0.00
#> Calb2_tdTpositive_cell_62 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_63 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_64 2 0.000 0.999 0.00 1.00
#> Chat_tdTpositive_cell_1 2 0.000 0.999 0.00 1.00
#> Chat_tdTpositive_cell_2 2 0.000 0.999 0.00 1.00
#> Chat_tdTpositive_cell_4 2 0.000 0.999 0.00 1.00
#> Chat_tdTpositive_cell_5 2 0.000 0.999 0.00 1.00
#> Chat_tdTpositive_cell_6 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_1 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_2 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_5 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_8 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_31 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_32 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_41 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_71 2 0.000 0.999 0.00 1.00
#> Ctgf_tdTpositive_cell_1 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_2 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_3 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_4 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_5 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_6 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_7 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_8 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_9 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_10 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_24 2 0.000 0.999 0.00 1.00
#> Cux2_tdTpositive_cell_73 2 0.000 0.999 0.00 1.00
#> Cux2_tdTpositive_cell_74 2 0.000 0.999 0.00 1.00
#> Cux2_tdTpositive_cell_77 2 0.000 0.999 0.00 1.00
#> Cux2_tdTpositive_cell_85 2 0.000 0.999 0.00 1.00
#> Cux2_tdTpositive_cell_86 2 0.000 0.999 0.00 1.00
#> Cux2_tdTpositive_cell_93 2 0.000 0.999 0.00 1.00
#> Cux2_tdTpositive_cell_94 2 0.000 0.999 0.00 1.00
#> Cux2_tdTpositive_cell_124 2 0.000 0.999 0.00 1.00
#> Cux2_tdTnegative_cell_1 2 0.000 0.999 0.00 1.00
#> Cux2_tdTnegative_cell_2 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_3 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_4 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_5 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_6 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_7 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_10 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_11 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_12 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_13 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_15 1 0.000 1.000 1.00 0.00
#> Cux2_tdTnegative_cell_16 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_12 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_14 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_15 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_16 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_24 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_29 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_30 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_33 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_35 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_38 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_39 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_40 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_41 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_44 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_45 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_46 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_49 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_52 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_53 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_54 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_59 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_69 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_77 1 0.000 1.000 1.00 0.00
#> Gad2_tdTpositive_cell_78 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_79 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_80 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_13 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_14 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_20 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_21 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_27 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_29 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_31 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_35 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_39 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_40 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_48 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_55 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_56 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_57 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_58 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_59 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_66 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_71 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_81 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_92 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_95 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_101 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_104 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTpositive_cell_1 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_3 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_4 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_5 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_6 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_7 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_8 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_9 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_10 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_11 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_12 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_20 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTpositive_cell_21 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTnegative_cell_1 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTnegative_cell_4 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTnegative_cell_5 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTnegative_cell_6 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTnegative_cell_7 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTnegative_cell_10 1 0.000 1.000 1.00 0.00
#> Ndnf_tdTnegative_cell_11 1 0.000 1.000 1.00 0.00
#> Nkx2-1_tdTpositive_cell_21 2 0.000 0.999 0.00 1.00
#> Nkx2-1_tdTpositive_cell_22 2 0.000 0.999 0.00 1.00
#> Nkx2-1_tdTpositive_cell_23 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_1 1 0.000 1.000 1.00 0.00
#> Nos1_tdTpositive_cell_3 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_54 1 0.000 1.000 1.00 0.00
#> Nos1_tdTpositive_cell_66 1 0.000 1.000 1.00 0.00
#> Nos1_tdTpositive_cell_73 2 0.000 0.999 0.00 1.00
#> Nr5a1_tdTpositive_cell_35 2 0.000 0.999 0.00 1.00
#> Nr5a1_tdTpositive_cell_49 2 0.000 0.999 0.00 1.00
#> Nr5a1_tdTpositive_cell_51 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpositive_cell_78 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpositive_cell_79 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_2 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_3 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_5 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_10 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_11 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_12 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_13 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_14 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_16 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_17 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_18 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_19 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_20 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_21 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_22 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_23 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_24 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_25 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_26 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_27 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_28 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_29 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_30 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_32 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_33 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_38 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_39 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_41 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_42 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_44 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_45 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_46 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_56 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTnegative_cell_57 1 0.000 1.000 1.00 0.00
#> Pvalb_tdTpositive_cell_15 2 0.000 0.999 0.00 1.00
#> Pvalb_tdTpositive_cell_31 2 0.000 0.999 0.00 1.00
#> Pvalb_tdTpositive_cell_45 2 0.000 0.999 0.00 1.00
#> Pvalb_tdTpositive_cell_81 1 0.000 1.000 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_29 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTpositive_cell_79 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTpositive_cell_85 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTpositive_cell_121 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTpositive_cell_174 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTpositive_cell_175 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTpositive_cell_176 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTnegative_cell_1 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_2 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_3 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_4 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_5 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_6 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_7 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_9 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_10 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_11 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_12 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_13 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_14 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_15 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_16 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_17 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_18 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_19 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_20 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_21 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_22 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTnegative_cell_23 1 0.000 1.000 1.00 0.00
#> Rorb_tdTpositive_cell_11 2 0.000 0.999 0.00 1.00
#> Rorb_tdTpositive_cell_12 2 0.000 0.999 0.00 1.00
#> Rorb_tdTpositive_cell_14 2 0.000 0.999 0.00 1.00
#> Rorb_tdTpositive_cell_39 1 0.000 1.000 1.00 0.00
#> Rorb_tdTpositive_cell_47 1 0.000 1.000 1.00 0.00
#> Rorb_tdTpositive_cell_54 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_21 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_1 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_3 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_4 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_5 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_6 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_9 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_11 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_12 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_13 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_14 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_15 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_16 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_17 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_18 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_19 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_65 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_66 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_70 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_71 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_85 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_86 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_87 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_88 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_89 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_90 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_101 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_103 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_109 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTnegative_cell_1 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_2 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_3 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_4 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_5 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_6 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_7 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_8 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_9 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_10 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_11 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_12 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_13 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_14 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_15 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_16 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_17 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_18 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_19 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_21 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_22 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_23 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_24 1 0.000 1.000 1.00 0.00
#> Slc17a6_tdTpositive_cell_5 2 0.000 0.999 0.00 1.00
#> Slc17a6_tdTpositive_cell_23 2 0.000 0.999 0.00 1.00
#> Sst_tdTpositive_cell_16 1 0.000 1.000 1.00 0.00
#> Sst_tdTpositive_cell_19 1 0.000 1.000 1.00 0.00
#> Sst_tdTpositive_cell_45 2 0.000 0.999 0.00 1.00
#> Sst_tdTpositive_cell_46 2 0.000 0.999 0.00 1.00
#> Sst_tdTpositive_cell_58 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_1 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_2 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_3 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_4 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_5 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_6 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_8 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_9 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_10 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_11 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_12 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_13 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_14 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_16 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_18 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_19 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_20 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_21 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_22 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_24 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_25 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_26 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_29 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_30 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_32 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_33 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_34 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_35 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_36 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_37 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_43 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_44 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_46 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_49 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_50 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_52 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_54 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_55 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_56 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_58 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_60 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_61 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_62 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_63 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_64 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_67 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_68 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_69 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_70 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_1 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_2 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_3 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_4 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_5 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_6 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_7 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_8 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_9 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_10cell_10 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_100cell_1 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_100cell_2 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTpos_100cell_3 2 0.000 0.999 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_2 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_18 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_19 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_20 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_21 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_24 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_25 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_26 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_27 3 0.4097 0.910 0.06 0.06 0.88
#> Calb2_tdTpositive_cell_28 1 0.0892 0.990 0.98 0.00 0.02
#> Calb2_tdTpositive_cell_29 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_35 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_36 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_40 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_41 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_46 1 0.0892 0.990 0.98 0.00 0.02
#> Calb2_tdTpositive_cell_48 1 0.0892 0.990 0.98 0.00 0.02
#> Calb2_tdTpositive_cell_50 1 0.0892 0.990 0.98 0.00 0.02
#> Calb2_tdTpositive_cell_53 1 0.0892 0.990 0.98 0.00 0.02
#> Calb2_tdTpositive_cell_55 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_56 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_57 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_58 1 0.0892 0.990 0.98 0.00 0.02
#> Calb2_tdTpositive_cell_60 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_61 1 0.0892 0.990 0.98 0.00 0.02
#> Calb2_tdTpositive_cell_62 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_63 2 0.0000 0.996 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_64 2 0.0000 0.996 0.00 1.00 0.00
#> Chat_tdTpositive_cell_1 2 0.0000 0.996 0.00 1.00 0.00
#> Chat_tdTpositive_cell_2 2 0.0000 0.996 0.00 1.00 0.00
#> Chat_tdTpositive_cell_4 2 0.0000 0.996 0.00 1.00 0.00
#> Chat_tdTpositive_cell_5 2 0.0000 0.996 0.00 1.00 0.00
#> Chat_tdTpositive_cell_6 2 0.0000 0.996 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_1 2 0.0000 0.996 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_2 2 0.0000 0.996 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_5 2 0.0000 0.996 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_8 2 0.0000 0.996 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_31 2 0.0000 0.996 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_32 2 0.0000 0.996 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_41 2 0.0000 0.996 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_71 2 0.0000 0.996 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_1 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_2 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_3 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_4 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_5 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_6 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_7 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_8 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_9 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_10 1 0.0000 0.992 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_24 3 0.0892 0.995 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_73 3 0.0892 0.995 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_74 3 0.0892 0.995 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_77 3 0.0892 0.995 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_85 3 0.0892 0.995 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_86 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_93 3 0.0892 0.995 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_94 3 0.0892 0.995 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_124 3 0.0892 0.995 0.00 0.02 0.98
#> Cux2_tdTnegative_cell_1 2 0.0000 0.996 0.00 1.00 0.00
#> Cux2_tdTnegative_cell_2 1 0.0892 0.990 0.98 0.00 0.02
#> Cux2_tdTnegative_cell_3 1 0.0892 0.990 0.98 0.00 0.02
#> Cux2_tdTnegative_cell_4 1 0.0000 0.992 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_5 1 0.0000 0.992 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_6 1 0.0000 0.992 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_7 1 0.0892 0.990 0.98 0.00 0.02
#> Cux2_tdTnegative_cell_10 1 0.0000 0.992 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_11 1 0.0892 0.990 0.98 0.00 0.02
#> Cux2_tdTnegative_cell_12 1 0.0000 0.992 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_13 1 0.0892 0.990 0.98 0.00 0.02
#> Cux2_tdTnegative_cell_15 1 0.0000 0.992 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_16 3 0.2959 0.912 0.00 0.10 0.90
#> Gad2_tdTpositive_cell_12 1 0.0892 0.990 0.98 0.00 0.02
#> Gad2_tdTpositive_cell_14 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_15 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_16 1 0.0892 0.990 0.98 0.00 0.02
#> Gad2_tdTpositive_cell_24 1 0.0892 0.990 0.98 0.00 0.02
#> Gad2_tdTpositive_cell_29 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_30 1 0.0892 0.990 0.98 0.00 0.02
#> Gad2_tdTpositive_cell_33 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_35 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_38 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_39 1 0.0892 0.990 0.98 0.00 0.02
#> Gad2_tdTpositive_cell_40 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_41 1 0.0892 0.990 0.98 0.00 0.02
#> Gad2_tdTpositive_cell_44 1 0.0000 0.992 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_45 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_46 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_49 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_52 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_53 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_54 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_59 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_69 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_77 1 0.0000 0.992 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_78 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_79 2 0.0000 0.996 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_80 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_13 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_14 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_20 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_21 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_27 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_29 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_31 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_35 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_39 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_40 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_48 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_55 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_56 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_57 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_58 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_59 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_66 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_71 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_81 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_92 2 0.0000 0.996 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_95 3 0.0892 0.995 0.00 0.02 0.98
#> Htr3a_tdTpositive_cell_101 3 0.0892 0.995 0.00 0.02 0.98
#> Htr3a_tdTpositive_cell_104 2 0.0000 0.996 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_1 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_3 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_4 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_5 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_6 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_7 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_8 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_9 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_10 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_11 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_12 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_20 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_21 1 0.0000 0.992 1.00 0.00 0.00
#> Ndnf_tdTnegative_cell_1 1 0.0892 0.990 0.98 0.00 0.02
#> Ndnf_tdTnegative_cell_4 1 0.0892 0.990 0.98 0.00 0.02
#> Ndnf_tdTnegative_cell_5 1 0.0892 0.990 0.98 0.00 0.02
#> Ndnf_tdTnegative_cell_6 1 0.0892 0.990 0.98 0.00 0.02
#> Ndnf_tdTnegative_cell_7 1 0.0892 0.990 0.98 0.00 0.02
#> Ndnf_tdTnegative_cell_10 1 0.0892 0.990 0.98 0.00 0.02
#> Ndnf_tdTnegative_cell_11 1 0.0000 0.992 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_21 2 0.0000 0.996 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_22 2 0.0000 0.996 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_23 3 0.1529 0.977 0.00 0.04 0.96
#> Nos1_tdTpositive_cell_1 1 0.0000 0.992 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_3 2 0.0000 0.996 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_54 1 0.0000 0.992 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_66 1 0.0000 0.992 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_73 2 0.0000 0.996 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_35 3 0.0892 0.995 0.00 0.02 0.98
#> Nr5a1_tdTpositive_cell_49 3 0.0892 0.995 0.00 0.02 0.98
#> Nr5a1_tdTpositive_cell_51 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpositive_cell_78 3 0.0000 0.973 0.00 0.00 1.00
#> Ntsr1_tdTpositive_cell_79 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTnegative_cell_2 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_3 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_5 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_10 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_11 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_12 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_13 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_14 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_16 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_17 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_18 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_19 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_20 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_21 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_22 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_23 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_24 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_25 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_26 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_27 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_28 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_29 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_30 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_32 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_33 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_38 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_39 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_41 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_42 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_44 1 0.0000 0.992 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_45 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_46 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_56 1 0.0892 0.990 0.98 0.00 0.02
#> Ntsr1_tdTnegative_cell_57 1 0.0892 0.990 0.98 0.00 0.02
#> Pvalb_tdTpositive_cell_15 2 0.0000 0.996 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_31 2 0.2066 0.932 0.00 0.94 0.06
#> Pvalb_tdTpositive_cell_45 2 0.0000 0.996 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_81 1 0.0000 0.992 1.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_29 2 0.6192 0.247 0.00 0.58 0.42
#> Rbp4_tdTpositive_cell_79 3 0.0892 0.995 0.00 0.02 0.98
#> Rbp4_tdTpositive_cell_85 3 0.0892 0.995 0.00 0.02 0.98
#> Rbp4_tdTpositive_cell_121 3 0.0892 0.995 0.00 0.02 0.98
#> Rbp4_tdTpositive_cell_174 3 0.0892 0.995 0.00 0.02 0.98
#> Rbp4_tdTpositive_cell_175 3 0.0000 0.973 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_176 3 0.0892 0.995 0.00 0.02 0.98
#> Rbp4_tdTnegative_cell_1 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_2 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_3 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_4 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_5 1 0.0892 0.990 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_6 1 0.0892 0.990 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_7 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_9 1 0.0892 0.990 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_10 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_11 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_12 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_13 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_14 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_15 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_16 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_17 1 0.0892 0.990 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_18 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_19 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_20 1 0.0892 0.990 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_21 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_22 1 0.0000 0.992 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_23 1 0.0000 0.992 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_11 3 0.0892 0.995 0.00 0.02 0.98
#> Rorb_tdTpositive_cell_12 3 0.0892 0.995 0.00 0.02 0.98
#> Rorb_tdTpositive_cell_14 3 0.0892 0.995 0.00 0.02 0.98
#> Rorb_tdTpositive_cell_39 1 0.0892 0.990 0.98 0.00 0.02
#> Rorb_tdTpositive_cell_47 1 0.0892 0.990 0.98 0.00 0.02
#> Rorb_tdTpositive_cell_54 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTpositive_cell_21 2 0.0000 0.996 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_1 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_3 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_4 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_5 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_6 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_9 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_11 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_12 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_13 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_14 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_15 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_16 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_17 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_18 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg2_tdTnegative_cell_19 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_65 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_66 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_70 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_71 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_85 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_86 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_87 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_88 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_89 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_90 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_101 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_103 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTpositive_cell_109 3 0.0892 0.995 0.00 0.02 0.98
#> Scnn1a-Tg3_tdTnegative_cell_1 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_2 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_3 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_4 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_5 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_6 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_7 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_8 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_9 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_10 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_11 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_12 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_13 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_14 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_15 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_16 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_17 1 0.0892 0.990 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_18 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_19 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_21 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_22 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_23 1 0.0000 0.992 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_24 1 0.0000 0.992 1.00 0.00 0.00
#> Slc17a6_tdTpositive_cell_5 3 0.0892 0.995 0.00 0.02 0.98
#> Slc17a6_tdTpositive_cell_23 3 0.2066 0.957 0.00 0.06 0.94
#> Sst_tdTpositive_cell_16 1 0.0892 0.990 0.98 0.00 0.02
#> Sst_tdTpositive_cell_19 1 0.0000 0.992 1.00 0.00 0.00
#> Sst_tdTpositive_cell_45 2 0.0000 0.996 0.00 1.00 0.00
#> Sst_tdTpositive_cell_46 2 0.0000 0.996 0.00 1.00 0.00
#> Sst_tdTpositive_cell_58 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_1 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_2 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_3 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_4 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_5 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_6 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_8 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_9 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_10 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_11 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_12 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_13 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_14 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_16 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_18 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_19 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_20 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_21 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_22 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_24 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_25 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_26 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_29 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_30 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_32 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_33 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_34 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_35 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_36 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_37 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_43 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_44 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_46 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_49 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_50 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_52 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_54 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_55 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_56 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_58 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_60 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_61 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_62 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_63 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_64 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_67 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_68 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_69 2 0.0000 0.996 0.00 1.00 0.00
#> Vip_tdTpositive_cell_70 2 0.0000 0.996 0.00 1.00 0.00
#> Ntsr1_tdTpos_10cell_1 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_10cell_2 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_10cell_3 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_10cell_4 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_10cell_5 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_10cell_6 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_10cell_7 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_10cell_8 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_10cell_9 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_10cell_10 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_100cell_1 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_100cell_2 3 0.0892 0.995 0.00 0.02 0.98
#> Ntsr1_tdTpos_100cell_3 3 0.0892 0.995 0.00 0.02 0.98
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_2 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_18 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_19 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_20 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_21 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_24 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_25 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_26 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_27 1 0.5913 0.2736 0.62 0.02 0.34 0.02
#> Calb2_tdTpositive_cell_28 4 0.3801 0.7196 0.22 0.00 0.00 0.78
#> Calb2_tdTpositive_cell_29 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_35 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_36 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_40 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_41 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_46 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Calb2_tdTpositive_cell_48 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Calb2_tdTpositive_cell_50 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Calb2_tdTpositive_cell_53 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Calb2_tdTpositive_cell_55 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_56 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_57 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_58 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Calb2_tdTpositive_cell_60 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_61 4 0.3801 0.7196 0.22 0.00 0.00 0.78
#> Calb2_tdTpositive_cell_62 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_63 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_64 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chat_tdTpositive_cell_1 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chat_tdTpositive_cell_2 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chat_tdTpositive_cell_4 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chat_tdTpositive_cell_5 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chat_tdTpositive_cell_6 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_1 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_2 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_5 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_8 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_31 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_32 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_41 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_71 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Ctgf_tdTpositive_cell_1 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_2 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_3 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_4 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_5 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_6 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_7 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_8 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_9 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_10 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ctgf_tdTpositive_cell_24 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_73 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_74 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_77 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_85 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_86 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_93 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_94 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_124 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Cux2_tdTnegative_cell_1 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_2 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Cux2_tdTnegative_cell_3 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Cux2_tdTnegative_cell_4 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Cux2_tdTnegative_cell_5 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Cux2_tdTnegative_cell_6 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Cux2_tdTnegative_cell_7 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Cux2_tdTnegative_cell_10 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Cux2_tdTnegative_cell_11 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Cux2_tdTnegative_cell_12 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Cux2_tdTnegative_cell_13 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Cux2_tdTnegative_cell_15 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Cux2_tdTnegative_cell_16 3 0.2647 0.8452 0.00 0.12 0.88 0.00
#> Gad2_tdTpositive_cell_12 4 0.3801 0.7196 0.22 0.00 0.00 0.78
#> Gad2_tdTpositive_cell_14 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_15 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_16 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Gad2_tdTpositive_cell_24 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Gad2_tdTpositive_cell_29 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_30 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Gad2_tdTpositive_cell_33 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_35 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_38 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_39 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Gad2_tdTpositive_cell_40 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_41 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Gad2_tdTpositive_cell_44 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_45 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_46 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_49 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_52 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_53 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_54 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_59 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_69 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_77 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_78 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_79 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_80 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_13 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_14 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_20 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_21 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_27 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_29 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_31 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_35 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_39 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_40 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_48 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_55 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_56 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_57 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_58 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_59 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_66 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_71 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_81 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_92 2 0.0707 0.9775 0.00 0.98 0.00 0.02
#> Htr3a_tdTpositive_cell_95 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Htr3a_tdTpositive_cell_101 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_104 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_1 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_3 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_4 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_5 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_6 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_7 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_8 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_9 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_10 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_11 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_12 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_20 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTpositive_cell_21 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ndnf_tdTnegative_cell_1 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ndnf_tdTnegative_cell_4 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ndnf_tdTnegative_cell_5 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ndnf_tdTnegative_cell_6 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ndnf_tdTnegative_cell_7 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ndnf_tdTnegative_cell_10 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ndnf_tdTnegative_cell_11 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Nkx2-1_tdTpositive_cell_21 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_22 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_23 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_1 1 0.2921 0.8669 0.86 0.00 0.00 0.14
#> Nos1_tdTpositive_cell_3 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_54 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Nos1_tdTpositive_cell_66 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Nos1_tdTpositive_cell_73 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_35 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_49 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_51 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_78 3 0.3172 0.8309 0.00 0.00 0.84 0.16
#> Ntsr1_tdTpositive_cell_79 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_2 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_3 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_5 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_10 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Ntsr1_tdTnegative_cell_11 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_12 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Ntsr1_tdTnegative_cell_13 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_14 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_16 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_17 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_18 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ntsr1_tdTnegative_cell_19 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_20 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_21 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_22 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_23 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_24 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_25 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_26 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_27 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_28 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ntsr1_tdTnegative_cell_29 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Ntsr1_tdTnegative_cell_30 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_32 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_33 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_38 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Ntsr1_tdTnegative_cell_39 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Ntsr1_tdTnegative_cell_41 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_42 4 0.4522 0.6172 0.32 0.00 0.00 0.68
#> Ntsr1_tdTnegative_cell_44 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_45 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_46 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Ntsr1_tdTnegative_cell_56 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Ntsr1_tdTnegative_cell_57 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Pvalb_tdTpositive_cell_15 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_31 2 0.2647 0.8608 0.00 0.88 0.12 0.00
#> Pvalb_tdTpositive_cell_45 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_81 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_29 2 0.5606 0.0112 0.00 0.50 0.48 0.02
#> Rbp4_tdTpositive_cell_79 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_85 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_121 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_174 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_175 3 0.0707 0.9763 0.00 0.00 0.98 0.02
#> Rbp4_tdTpositive_cell_176 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Rbp4_tdTnegative_cell_1 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Rbp4_tdTnegative_cell_2 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rbp4_tdTnegative_cell_3 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rbp4_tdTnegative_cell_4 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rbp4_tdTnegative_cell_5 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Rbp4_tdTnegative_cell_6 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Rbp4_tdTnegative_cell_7 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Rbp4_tdTnegative_cell_9 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Rbp4_tdTnegative_cell_10 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rbp4_tdTnegative_cell_11 1 0.4522 0.4089 0.68 0.00 0.00 0.32
#> Rbp4_tdTnegative_cell_12 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Rbp4_tdTnegative_cell_13 4 0.4406 0.4604 0.30 0.00 0.00 0.70
#> Rbp4_tdTnegative_cell_14 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rbp4_tdTnegative_cell_15 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Rbp4_tdTnegative_cell_16 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rbp4_tdTnegative_cell_17 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Rbp4_tdTnegative_cell_18 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Rbp4_tdTnegative_cell_19 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rbp4_tdTnegative_cell_20 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Rbp4_tdTnegative_cell_21 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rbp4_tdTnegative_cell_22 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rbp4_tdTnegative_cell_23 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Rorb_tdTpositive_cell_11 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_12 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_14 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_39 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Rorb_tdTpositive_cell_47 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Rorb_tdTpositive_cell_54 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Scnn1a-Tg2_tdTpositive_cell_21 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_1 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_3 4 0.4277 0.7287 0.28 0.00 0.00 0.72
#> Scnn1a-Tg2_tdTnegative_cell_4 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Scnn1a-Tg2_tdTnegative_cell_5 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Scnn1a-Tg2_tdTnegative_cell_6 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Scnn1a-Tg2_tdTnegative_cell_9 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_11 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_12 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_13 4 0.3801 0.7196 0.22 0.00 0.00 0.78
#> Scnn1a-Tg2_tdTnegative_cell_14 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_15 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_16 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Scnn1a-Tg2_tdTnegative_cell_17 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_18 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Scnn1a-Tg2_tdTnegative_cell_19 4 0.2011 0.9435 0.08 0.00 0.00 0.92
#> Scnn1a-Tg3_tdTpositive_cell_65 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_66 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_70 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_71 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_85 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_86 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_87 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_88 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_89 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_90 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_101 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_103 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_109 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_1 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_2 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Scnn1a-Tg3_tdTnegative_cell_3 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_4 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Scnn1a-Tg3_tdTnegative_cell_5 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg3_tdTnegative_cell_6 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_7 1 0.1637 0.7875 0.94 0.00 0.00 0.06
#> Scnn1a-Tg3_tdTnegative_cell_8 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Scnn1a-Tg3_tdTnegative_cell_9 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg3_tdTnegative_cell_10 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_11 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg3_tdTnegative_cell_12 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Scnn1a-Tg3_tdTnegative_cell_13 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_14 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_15 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_16 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Scnn1a-Tg3_tdTnegative_cell_17 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Scnn1a-Tg3_tdTnegative_cell_18 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_19 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_21 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Scnn1a-Tg3_tdTnegative_cell_22 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_23 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_24 1 0.3610 0.8795 0.80 0.00 0.00 0.20
#> Slc17a6_tdTpositive_cell_5 3 0.0000 0.9884 0.00 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_23 3 0.1637 0.9223 0.00 0.06 0.94 0.00
#> Sst_tdTpositive_cell_16 4 0.0707 0.9247 0.02 0.00 0.00 0.98
#> Sst_tdTpositive_cell_19 1 0.0000 0.8381 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_45 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_46 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_58 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_1 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_2 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_3 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_4 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_5 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_6 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_8 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_9 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_10 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_11 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_12 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_13 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_14 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_16 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_18 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_19 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_20 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_21 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_22 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_24 2 0.0707 0.9775 0.00 0.98 0.00 0.02
#> Vip_tdTpositive_cell_25 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_26 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_29 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_30 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_32 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_33 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_34 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_35 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_36 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_37 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_43 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_44 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_46 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_49 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_50 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_52 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_54 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_55 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_56 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_58 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_60 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_61 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_62 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_63 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_64 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_67 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_68 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_69 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_70 2 0.0000 0.9951 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_1 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_10cell_2 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_10cell_3 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_10cell_4 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_10cell_5 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_10cell_6 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_10cell_7 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_10cell_8 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_10cell_9 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_10cell_10 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_100cell_1 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_100cell_2 3 0.0707 0.9837 0.00 0.00 0.98 0.02
#> Ntsr1_tdTpos_100cell_3 3 0.0707 0.9837 0.00 0.00 0.98 0.02
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 349 4.79e-67 2
#> ATC:skmeans 348 3.31e-121 3
#> ATC:skmeans 345 1.57e-174 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node02. Child nodes: Node0111 , Node0112 , Node0121 , Node0122 , Node0123 , Node0131 , Node0132 , Node0211 , Node0212-leaf , Node0213-leaf , Node0214-leaf , Node0221-leaf , Node0222-leaf , Node0231-leaf , Node0232-leaf , Node0311-leaf , Node0312 , Node0321 , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331 , Node0332 , Node0333-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["021"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 12852 rows and 159 columns.
#> Top rows (1285) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1 0.998 0.999 0.501 0.499 0.499
#> 3 3 1 1.000 1.000 0.303 0.810 0.633
#> 4 4 1 0.989 0.991 0.135 0.896 0.706
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_28 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_46 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_48 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_50 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_53 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_58 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_61 2 0.000 0.999 0.00 1.00
#> Ctgf_tdTpositive_cell_1 1 0.000 0.999 1.00 0.00
#> Ctgf_tdTpositive_cell_2 1 0.000 0.999 1.00 0.00
#> Ctgf_tdTpositive_cell_3 1 0.000 0.999 1.00 0.00
#> Ctgf_tdTpositive_cell_4 1 0.000 0.999 1.00 0.00
#> Ctgf_tdTpositive_cell_5 1 0.000 0.999 1.00 0.00
#> Ctgf_tdTpositive_cell_6 1 0.000 0.999 1.00 0.00
#> Ctgf_tdTpositive_cell_7 1 0.000 0.999 1.00 0.00
#> Ctgf_tdTpositive_cell_8 1 0.000 0.999 1.00 0.00
#> Ctgf_tdTpositive_cell_9 1 0.000 0.999 1.00 0.00
#> Ctgf_tdTpositive_cell_10 1 0.000 0.999 1.00 0.00
#> Cux2_tdTnegative_cell_2 2 0.000 0.999 0.00 1.00
#> Cux2_tdTnegative_cell_3 2 0.000 0.999 0.00 1.00
#> Cux2_tdTnegative_cell_4 1 0.000 0.999 1.00 0.00
#> Cux2_tdTnegative_cell_5 1 0.000 0.999 1.00 0.00
#> Cux2_tdTnegative_cell_6 1 0.000 0.999 1.00 0.00
#> Cux2_tdTnegative_cell_7 2 0.000 0.999 0.00 1.00
#> Cux2_tdTnegative_cell_10 1 0.000 0.999 1.00 0.00
#> Cux2_tdTnegative_cell_11 2 0.000 0.999 0.00 1.00
#> Cux2_tdTnegative_cell_12 1 0.000 0.999 1.00 0.00
#> Cux2_tdTnegative_cell_13 2 0.000 0.999 0.00 1.00
#> Cux2_tdTnegative_cell_15 1 0.000 0.999 1.00 0.00
#> Gad2_tdTpositive_cell_12 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_16 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_24 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_30 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_39 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_41 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_44 2 0.327 0.937 0.06 0.94
#> Gad2_tdTpositive_cell_77 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_1 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_3 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_4 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_5 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_6 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_7 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_8 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_9 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_10 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_11 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_12 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_20 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTpositive_cell_21 1 0.000 0.999 1.00 0.00
#> Ndnf_tdTnegative_cell_1 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTnegative_cell_4 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTnegative_cell_5 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTnegative_cell_6 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTnegative_cell_7 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTnegative_cell_10 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTnegative_cell_11 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_1 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_54 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_66 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_2 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_3 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_5 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_10 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_11 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_12 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_13 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_14 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_16 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_17 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_18 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_19 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_20 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_21 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_22 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_23 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_24 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_25 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_26 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_27 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_28 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_29 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_30 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_32 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_33 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_38 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_39 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_41 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_42 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_44 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_45 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_46 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_56 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_57 2 0.000 0.999 0.00 1.00
#> Pvalb_tdTpositive_cell_81 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_1 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_2 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_3 2 0.141 0.980 0.02 0.98
#> Rbp4_tdTnegative_cell_4 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_5 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTnegative_cell_6 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTnegative_cell_7 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_9 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTnegative_cell_10 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_11 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTnegative_cell_12 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_13 1 0.402 0.914 0.92 0.08
#> Rbp4_tdTnegative_cell_14 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_15 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_16 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_17 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTnegative_cell_18 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_19 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_20 2 0.000 0.999 0.00 1.00
#> Rbp4_tdTnegative_cell_21 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_22 1 0.000 0.999 1.00 0.00
#> Rbp4_tdTnegative_cell_23 2 0.141 0.980 0.02 0.98
#> Rorb_tdTpositive_cell_39 2 0.000 0.999 0.00 1.00
#> Rorb_tdTpositive_cell_47 2 0.000 0.999 0.00 1.00
#> Rorb_tdTpositive_cell_54 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_1 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_3 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_4 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_5 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_6 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_9 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_11 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_12 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_13 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_14 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_15 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_16 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_17 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_18 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg2_tdTnegative_cell_19 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTnegative_cell_1 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_2 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_3 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_4 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_5 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTnegative_cell_6 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_7 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_8 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_9 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTnegative_cell_10 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_11 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTnegative_cell_12 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_13 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_14 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_15 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_16 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_17 2 0.000 0.999 0.00 1.00
#> Scnn1a-Tg3_tdTnegative_cell_18 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_19 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_21 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_22 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_23 1 0.000 0.999 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_24 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_16 2 0.000 0.999 0.00 1.00
#> Sst_tdTpositive_cell_19 1 0.000 0.999 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_28 2 0.0000 1.00 0.00 1 0.00
#> Calb2_tdTpositive_cell_46 2 0.0000 1.00 0.00 1 0.00
#> Calb2_tdTpositive_cell_48 2 0.0000 1.00 0.00 1 0.00
#> Calb2_tdTpositive_cell_50 2 0.0000 1.00 0.00 1 0.00
#> Calb2_tdTpositive_cell_53 2 0.0000 1.00 0.00 1 0.00
#> Calb2_tdTpositive_cell_58 2 0.0000 1.00 0.00 1 0.00
#> Calb2_tdTpositive_cell_61 2 0.0000 1.00 0.00 1 0.00
#> Ctgf_tdTpositive_cell_1 1 0.0000 1.00 1.00 0 0.00
#> Ctgf_tdTpositive_cell_2 1 0.0000 1.00 1.00 0 0.00
#> Ctgf_tdTpositive_cell_3 1 0.0000 1.00 1.00 0 0.00
#> Ctgf_tdTpositive_cell_4 1 0.0000 1.00 1.00 0 0.00
#> Ctgf_tdTpositive_cell_5 1 0.0000 1.00 1.00 0 0.00
#> Ctgf_tdTpositive_cell_6 1 0.0000 1.00 1.00 0 0.00
#> Ctgf_tdTpositive_cell_7 1 0.0000 1.00 1.00 0 0.00
#> Ctgf_tdTpositive_cell_8 1 0.0000 1.00 1.00 0 0.00
#> Ctgf_tdTpositive_cell_9 1 0.0000 1.00 1.00 0 0.00
#> Ctgf_tdTpositive_cell_10 1 0.0000 1.00 1.00 0 0.00
#> Cux2_tdTnegative_cell_2 2 0.0000 1.00 0.00 1 0.00
#> Cux2_tdTnegative_cell_3 2 0.0000 1.00 0.00 1 0.00
#> Cux2_tdTnegative_cell_4 1 0.0892 0.98 0.98 0 0.02
#> Cux2_tdTnegative_cell_5 1 0.0000 1.00 1.00 0 0.00
#> Cux2_tdTnegative_cell_6 1 0.0000 1.00 1.00 0 0.00
#> Cux2_tdTnegative_cell_7 2 0.0000 1.00 0.00 1 0.00
#> Cux2_tdTnegative_cell_10 1 0.0000 1.00 1.00 0 0.00
#> Cux2_tdTnegative_cell_11 2 0.0000 1.00 0.00 1 0.00
#> Cux2_tdTnegative_cell_12 1 0.0000 1.00 1.00 0 0.00
#> Cux2_tdTnegative_cell_13 2 0.0000 1.00 0.00 1 0.00
#> Cux2_tdTnegative_cell_15 1 0.0000 1.00 1.00 0 0.00
#> Gad2_tdTpositive_cell_12 3 0.0000 1.00 0.00 0 1.00
#> Gad2_tdTpositive_cell_16 2 0.0000 1.00 0.00 1 0.00
#> Gad2_tdTpositive_cell_24 2 0.0000 1.00 0.00 1 0.00
#> Gad2_tdTpositive_cell_30 2 0.0000 1.00 0.00 1 0.00
#> Gad2_tdTpositive_cell_39 2 0.0000 1.00 0.00 1 0.00
#> Gad2_tdTpositive_cell_41 2 0.0000 1.00 0.00 1 0.00
#> Gad2_tdTpositive_cell_44 3 0.0000 1.00 0.00 0 1.00
#> Gad2_tdTpositive_cell_77 3 0.0000 1.00 0.00 0 1.00
#> Ndnf_tdTpositive_cell_1 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_3 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_4 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_5 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_6 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_7 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_8 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_9 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_10 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_11 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_12 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_20 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTpositive_cell_21 1 0.0000 1.00 1.00 0 0.00
#> Ndnf_tdTnegative_cell_1 2 0.0000 1.00 0.00 1 0.00
#> Ndnf_tdTnegative_cell_4 2 0.0000 1.00 0.00 1 0.00
#> Ndnf_tdTnegative_cell_5 2 0.0000 1.00 0.00 1 0.00
#> Ndnf_tdTnegative_cell_6 2 0.0000 1.00 0.00 1 0.00
#> Ndnf_tdTnegative_cell_7 2 0.0000 1.00 0.00 1 0.00
#> Ndnf_tdTnegative_cell_10 2 0.0000 1.00 0.00 1 0.00
#> Ndnf_tdTnegative_cell_11 1 0.0000 1.00 1.00 0 0.00
#> Nos1_tdTpositive_cell_1 1 0.0000 1.00 1.00 0 0.00
#> Nos1_tdTpositive_cell_54 1 0.0000 1.00 1.00 0 0.00
#> Nos1_tdTpositive_cell_66 1 0.0000 1.00 1.00 0 0.00
#> Ntsr1_tdTnegative_cell_2 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_3 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_5 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_10 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_11 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_12 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_13 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_14 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_16 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_17 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_18 1 0.0000 1.00 1.00 0 0.00
#> Ntsr1_tdTnegative_cell_19 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_20 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_21 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_22 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_23 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_24 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_25 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_26 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_27 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_28 1 0.0000 1.00 1.00 0 0.00
#> Ntsr1_tdTnegative_cell_29 1 0.0000 1.00 1.00 0 0.00
#> Ntsr1_tdTnegative_cell_30 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_32 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_33 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_38 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_39 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_41 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_42 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_44 3 0.0000 1.00 0.00 0 1.00
#> Ntsr1_tdTnegative_cell_45 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_46 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_56 2 0.0000 1.00 0.00 1 0.00
#> Ntsr1_tdTnegative_cell_57 2 0.0000 1.00 0.00 1 0.00
#> Pvalb_tdTpositive_cell_81 3 0.0000 1.00 0.00 0 1.00
#> Rbp4_tdTnegative_cell_1 3 0.0000 1.00 0.00 0 1.00
#> Rbp4_tdTnegative_cell_2 1 0.0000 1.00 1.00 0 0.00
#> Rbp4_tdTnegative_cell_3 1 0.0000 1.00 1.00 0 0.00
#> Rbp4_tdTnegative_cell_4 1 0.0000 1.00 1.00 0 0.00
#> Rbp4_tdTnegative_cell_5 2 0.0000 1.00 0.00 1 0.00
#> Rbp4_tdTnegative_cell_6 2 0.0000 1.00 0.00 1 0.00
#> Rbp4_tdTnegative_cell_7 3 0.0000 1.00 0.00 0 1.00
#> Rbp4_tdTnegative_cell_9 2 0.0000 1.00 0.00 1 0.00
#> Rbp4_tdTnegative_cell_10 1 0.0000 1.00 1.00 0 0.00
#> Rbp4_tdTnegative_cell_11 3 0.0000 1.00 0.00 0 1.00
#> Rbp4_tdTnegative_cell_12 3 0.0000 1.00 0.00 0 1.00
#> Rbp4_tdTnegative_cell_13 3 0.0000 1.00 0.00 0 1.00
#> Rbp4_tdTnegative_cell_14 1 0.0000 1.00 1.00 0 0.00
#> Rbp4_tdTnegative_cell_15 3 0.0000 1.00 0.00 0 1.00
#> Rbp4_tdTnegative_cell_16 1 0.0000 1.00 1.00 0 0.00
#> Rbp4_tdTnegative_cell_17 2 0.0000 1.00 0.00 1 0.00
#> Rbp4_tdTnegative_cell_18 3 0.0000 1.00 0.00 0 1.00
#> Rbp4_tdTnegative_cell_19 1 0.0000 1.00 1.00 0 0.00
#> Rbp4_tdTnegative_cell_20 2 0.0000 1.00 0.00 1 0.00
#> Rbp4_tdTnegative_cell_21 1 0.0000 1.00 1.00 0 0.00
#> Rbp4_tdTnegative_cell_22 1 0.0000 1.00 1.00 0 0.00
#> Rbp4_tdTnegative_cell_23 1 0.0000 1.00 1.00 0 0.00
#> Rorb_tdTpositive_cell_39 2 0.0000 1.00 0.00 1 0.00
#> Rorb_tdTpositive_cell_47 2 0.0000 1.00 0.00 1 0.00
#> Rorb_tdTpositive_cell_54 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_1 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_3 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_4 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_5 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_6 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_9 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_11 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_12 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_13 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_14 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_15 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_16 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_17 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg2_tdTnegative_cell_18 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg2_tdTnegative_cell_19 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg3_tdTnegative_cell_1 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_2 1 0.0000 1.00 1.00 0 0.00
#> Scnn1a-Tg3_tdTnegative_cell_3 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_4 1 0.0000 1.00 1.00 0 0.00
#> Scnn1a-Tg3_tdTnegative_cell_5 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg3_tdTnegative_cell_6 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_7 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_8 1 0.0000 1.00 1.00 0 0.00
#> Scnn1a-Tg3_tdTnegative_cell_9 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg3_tdTnegative_cell_10 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_11 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg3_tdTnegative_cell_12 1 0.0000 1.00 1.00 0 0.00
#> Scnn1a-Tg3_tdTnegative_cell_13 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_14 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_15 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_16 1 0.0000 1.00 1.00 0 0.00
#> Scnn1a-Tg3_tdTnegative_cell_17 2 0.0000 1.00 0.00 1 0.00
#> Scnn1a-Tg3_tdTnegative_cell_18 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_19 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_21 1 0.0000 1.00 1.00 0 0.00
#> Scnn1a-Tg3_tdTnegative_cell_22 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_23 3 0.0000 1.00 0.00 0 1.00
#> Scnn1a-Tg3_tdTnegative_cell_24 1 0.0000 1.00 1.00 0 0.00
#> Sst_tdTpositive_cell_16 2 0.0000 1.00 0.00 1 0.00
#> Sst_tdTpositive_cell_19 3 0.0000 1.00 0.00 0 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_28 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Calb2_tdTpositive_cell_46 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_48 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_50 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_53 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_58 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_61 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Ctgf_tdTpositive_cell_1 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ctgf_tdTpositive_cell_2 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ctgf_tdTpositive_cell_3 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ctgf_tdTpositive_cell_4 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ctgf_tdTpositive_cell_5 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ctgf_tdTpositive_cell_6 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ctgf_tdTpositive_cell_7 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ctgf_tdTpositive_cell_8 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ctgf_tdTpositive_cell_9 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ctgf_tdTpositive_cell_10 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Cux2_tdTnegative_cell_2 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_3 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_4 1 0.4907 0.270 0.58 0.00 0.42 0.00
#> Cux2_tdTnegative_cell_5 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Cux2_tdTnegative_cell_6 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Cux2_tdTnegative_cell_7 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_10 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Cux2_tdTnegative_cell_11 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_12 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Cux2_tdTnegative_cell_13 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_15 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Gad2_tdTpositive_cell_12 4 0.0707 0.976 0.00 0.00 0.02 0.98
#> Gad2_tdTpositive_cell_16 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_24 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_30 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_39 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_41 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_44 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_77 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_1 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_3 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_4 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_5 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_6 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_7 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_8 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_9 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_10 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_11 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_12 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_20 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTpositive_cell_21 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ndnf_tdTnegative_cell_1 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ndnf_tdTnegative_cell_4 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ndnf_tdTnegative_cell_5 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ndnf_tdTnegative_cell_6 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ndnf_tdTnegative_cell_7 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ndnf_tdTnegative_cell_10 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ndnf_tdTnegative_cell_11 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_1 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_54 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_66 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_2 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_3 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_5 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_10 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Ntsr1_tdTnegative_cell_11 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_12 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Ntsr1_tdTnegative_cell_13 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_14 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_16 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_17 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_18 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Ntsr1_tdTnegative_cell_19 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_20 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_21 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_22 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_23 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_24 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_25 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_26 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_27 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_28 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Ntsr1_tdTnegative_cell_29 1 0.0000 0.984 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_30 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_32 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_33 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_38 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Ntsr1_tdTnegative_cell_39 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Ntsr1_tdTnegative_cell_41 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_42 4 0.0707 0.976 0.00 0.00 0.02 0.98
#> Ntsr1_tdTnegative_cell_44 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_45 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_46 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Ntsr1_tdTnegative_cell_56 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_57 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Pvalb_tdTpositive_cell_81 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTnegative_cell_1 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTnegative_cell_2 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rbp4_tdTnegative_cell_3 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rbp4_tdTnegative_cell_4 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rbp4_tdTnegative_cell_5 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Rbp4_tdTnegative_cell_6 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Rbp4_tdTnegative_cell_7 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTnegative_cell_9 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Rbp4_tdTnegative_cell_10 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rbp4_tdTnegative_cell_11 4 0.0707 0.976 0.00 0.00 0.02 0.98
#> Rbp4_tdTnegative_cell_12 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTnegative_cell_13 4 0.0707 0.976 0.00 0.00 0.02 0.98
#> Rbp4_tdTnegative_cell_14 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rbp4_tdTnegative_cell_15 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTnegative_cell_16 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rbp4_tdTnegative_cell_17 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Rbp4_tdTnegative_cell_18 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Rbp4_tdTnegative_cell_19 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rbp4_tdTnegative_cell_20 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Rbp4_tdTnegative_cell_21 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rbp4_tdTnegative_cell_22 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rbp4_tdTnegative_cell_23 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Rorb_tdTpositive_cell_39 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_47 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_54 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_1 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_3 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_4 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_5 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_6 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_9 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_11 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_12 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_13 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_14 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_15 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg2_tdTnegative_cell_16 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_17 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_18 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Scnn1a-Tg2_tdTnegative_cell_19 2 0.0000 1.000 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_1 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_2 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_3 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_4 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_5 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTnegative_cell_6 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_7 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_8 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_9 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTnegative_cell_10 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_11 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTnegative_cell_12 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_13 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_14 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_15 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_16 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_17 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Scnn1a-Tg3_tdTnegative_cell_18 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_19 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_21 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_22 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_23 3 0.0000 1.000 0.00 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_24 1 0.0707 0.983 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_16 4 0.0707 0.996 0.00 0.02 0.00 0.98
#> Sst_tdTpositive_cell_19 3 0.0000 1.000 0.00 0.00 1.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 159 5.38e-23 2
#> ATC:skmeans 159 3.98e-55 3
#> ATC:skmeans 158 3.18e-78 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node021. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0211"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 11577 rows and 53 columns.
#> Top rows (1075) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 1.000 1.000 0.501 0.499 0.499
#> 3 3 0.828 0.903 0.932 0.285 0.863 0.725
#> 4 4 0.687 0.805 0.827 0.140 0.909 0.747
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Ctgf_tdTpositive_cell_1 2 0 1 0 1
#> Ctgf_tdTpositive_cell_2 2 0 1 0 1
#> Ctgf_tdTpositive_cell_3 2 0 1 0 1
#> Ctgf_tdTpositive_cell_4 2 0 1 0 1
#> Ctgf_tdTpositive_cell_5 2 0 1 0 1
#> Ctgf_tdTpositive_cell_6 2 0 1 0 1
#> Ctgf_tdTpositive_cell_7 2 0 1 0 1
#> Ctgf_tdTpositive_cell_8 2 0 1 0 1
#> Ctgf_tdTpositive_cell_9 2 0 1 0 1
#> Ctgf_tdTpositive_cell_10 2 0 1 0 1
#> Cux2_tdTnegative_cell_4 2 0 1 0 1
#> Cux2_tdTnegative_cell_5 1 0 1 1 0
#> Cux2_tdTnegative_cell_6 1 0 1 1 0
#> Cux2_tdTnegative_cell_10 2 0 1 0 1
#> Cux2_tdTnegative_cell_12 1 0 1 1 0
#> Cux2_tdTnegative_cell_15 1 0 1 1 0
#> Ndnf_tdTpositive_cell_1 2 0 1 0 1
#> Ndnf_tdTpositive_cell_3 2 0 1 0 1
#> Ndnf_tdTpositive_cell_4 2 0 1 0 1
#> Ndnf_tdTpositive_cell_5 2 0 1 0 1
#> Ndnf_tdTpositive_cell_6 2 0 1 0 1
#> Ndnf_tdTpositive_cell_7 2 0 1 0 1
#> Ndnf_tdTpositive_cell_8 2 0 1 0 1
#> Ndnf_tdTpositive_cell_9 2 0 1 0 1
#> Ndnf_tdTpositive_cell_10 2 0 1 0 1
#> Ndnf_tdTpositive_cell_11 2 0 1 0 1
#> Ndnf_tdTpositive_cell_12 2 0 1 0 1
#> Ndnf_tdTpositive_cell_20 2 0 1 0 1
#> Ndnf_tdTpositive_cell_21 2 0 1 0 1
#> Ndnf_tdTnegative_cell_11 2 0 1 0 1
#> Nos1_tdTpositive_cell_1 2 0 1 0 1
#> Nos1_tdTpositive_cell_54 2 0 1 0 1
#> Nos1_tdTpositive_cell_66 2 0 1 0 1
#> Ntsr1_tdTnegative_cell_18 1 0 1 1 0
#> Ntsr1_tdTnegative_cell_28 1 0 1 1 0
#> Ntsr1_tdTnegative_cell_29 2 0 1 0 1
#> Rbp4_tdTnegative_cell_2 1 0 1 1 0
#> Rbp4_tdTnegative_cell_3 1 0 1 1 0
#> Rbp4_tdTnegative_cell_4 1 0 1 1 0
#> Rbp4_tdTnegative_cell_10 1 0 1 1 0
#> Rbp4_tdTnegative_cell_14 1 0 1 1 0
#> Rbp4_tdTnegative_cell_16 1 0 1 1 0
#> Rbp4_tdTnegative_cell_19 1 0 1 1 0
#> Rbp4_tdTnegative_cell_21 1 0 1 1 0
#> Rbp4_tdTnegative_cell_22 1 0 1 1 0
#> Rbp4_tdTnegative_cell_23 1 0 1 1 0
#> Scnn1a-Tg3_tdTnegative_cell_2 1 0 1 1 0
#> Scnn1a-Tg3_tdTnegative_cell_4 1 0 1 1 0
#> Scnn1a-Tg3_tdTnegative_cell_8 1 0 1 1 0
#> Scnn1a-Tg3_tdTnegative_cell_12 1 0 1 1 0
#> Scnn1a-Tg3_tdTnegative_cell_16 1 0 1 1 0
#> Scnn1a-Tg3_tdTnegative_cell_21 1 0 1 1 0
#> Scnn1a-Tg3_tdTnegative_cell_24 1 0 1 1 0
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Ctgf_tdTpositive_cell_1 3 0.0892 0.870 0.00 0.02 0.98
#> Ctgf_tdTpositive_cell_2 2 0.4291 0.811 0.00 0.82 0.18
#> Ctgf_tdTpositive_cell_3 3 0.2959 0.864 0.00 0.10 0.90
#> Ctgf_tdTpositive_cell_4 3 0.2537 0.860 0.00 0.08 0.92
#> Ctgf_tdTpositive_cell_5 2 0.0000 0.849 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_6 2 0.4555 0.792 0.00 0.80 0.20
#> Ctgf_tdTpositive_cell_7 2 0.4291 0.811 0.00 0.82 0.18
#> Ctgf_tdTpositive_cell_8 2 0.2537 0.851 0.00 0.92 0.08
#> Ctgf_tdTpositive_cell_9 3 0.2959 0.864 0.00 0.10 0.90
#> Ctgf_tdTpositive_cell_10 3 0.2959 0.851 0.00 0.10 0.90
#> Cux2_tdTnegative_cell_4 3 0.2959 0.864 0.00 0.10 0.90
#> Cux2_tdTnegative_cell_5 1 0.0000 0.993 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_6 1 0.0000 0.993 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_10 2 0.2537 0.851 0.00 0.92 0.08
#> Cux2_tdTnegative_cell_12 1 0.0000 0.993 1.00 0.00 0.00
#> Cux2_tdTnegative_cell_15 1 0.0000 0.993 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_1 2 0.2959 0.838 0.00 0.90 0.10
#> Ndnf_tdTpositive_cell_3 2 0.2537 0.851 0.00 0.92 0.08
#> Ndnf_tdTpositive_cell_4 2 0.3686 0.827 0.00 0.86 0.14
#> Ndnf_tdTpositive_cell_5 2 0.2537 0.851 0.00 0.92 0.08
#> Ndnf_tdTpositive_cell_6 2 0.2537 0.851 0.00 0.92 0.08
#> Ndnf_tdTpositive_cell_7 2 0.4002 0.820 0.00 0.84 0.16
#> Ndnf_tdTpositive_cell_8 2 0.2537 0.851 0.00 0.92 0.08
#> Ndnf_tdTpositive_cell_9 2 0.4291 0.811 0.00 0.82 0.18
#> Ndnf_tdTpositive_cell_10 2 0.1529 0.846 0.00 0.96 0.04
#> Ndnf_tdTpositive_cell_11 2 0.4291 0.811 0.00 0.82 0.18
#> Ndnf_tdTpositive_cell_12 2 0.4291 0.811 0.00 0.82 0.18
#> Ndnf_tdTpositive_cell_20 3 0.2959 0.864 0.00 0.10 0.90
#> Ndnf_tdTpositive_cell_21 2 0.4002 0.820 0.00 0.84 0.16
#> Ndnf_tdTnegative_cell_11 3 0.4555 0.768 0.00 0.20 0.80
#> Nos1_tdTpositive_cell_1 2 0.2959 0.838 0.00 0.90 0.10
#> Nos1_tdTpositive_cell_54 2 0.2537 0.851 0.00 0.92 0.08
#> Nos1_tdTpositive_cell_66 2 0.2537 0.851 0.00 0.92 0.08
#> Ntsr1_tdTnegative_cell_18 1 0.0000 0.993 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_28 1 0.0000 0.993 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_29 3 0.4555 0.775 0.00 0.20 0.80
#> Rbp4_tdTnegative_cell_2 1 0.0892 0.989 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_3 1 0.0892 0.989 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_4 1 0.0892 0.989 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_10 1 0.0000 0.993 1.00 0.00 0.00
#> Rbp4_tdTnegative_cell_14 1 0.0892 0.989 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_16 1 0.0892 0.989 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_19 1 0.0892 0.989 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_21 1 0.0892 0.989 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_22 1 0.0892 0.989 0.98 0.00 0.02
#> Rbp4_tdTnegative_cell_23 1 0.0892 0.989 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTnegative_cell_2 1 0.0000 0.993 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_4 1 0.0000 0.993 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_8 1 0.0000 0.993 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_12 1 0.0000 0.993 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_16 1 0.0000 0.993 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_21 1 0.0000 0.993 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_24 1 0.0000 0.993 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Ctgf_tdTpositive_cell_1 3 0.2921 0.854 0.00 0.14 0.86 0.00
#> Ctgf_tdTpositive_cell_2 2 0.6497 0.721 0.00 0.64 0.20 0.16
#> Ctgf_tdTpositive_cell_3 3 0.0000 0.849 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_4 3 0.2647 0.863 0.00 0.12 0.88 0.00
#> Ctgf_tdTpositive_cell_5 2 0.3525 0.735 0.00 0.86 0.04 0.10
#> Ctgf_tdTpositive_cell_6 2 0.6497 0.721 0.00 0.64 0.20 0.16
#> Ctgf_tdTpositive_cell_7 2 0.6497 0.721 0.00 0.64 0.20 0.16
#> Ctgf_tdTpositive_cell_8 2 0.1637 0.727 0.00 0.94 0.00 0.06
#> Ctgf_tdTpositive_cell_9 3 0.0000 0.849 0.00 0.00 1.00 0.00
#> Ctgf_tdTpositive_cell_10 3 0.2647 0.863 0.00 0.12 0.88 0.00
#> Cux2_tdTnegative_cell_4 3 0.0000 0.849 0.00 0.00 1.00 0.00
#> Cux2_tdTnegative_cell_5 1 0.3610 0.683 0.80 0.00 0.00 0.20
#> Cux2_tdTnegative_cell_6 1 0.2345 0.833 0.90 0.00 0.00 0.10
#> Cux2_tdTnegative_cell_10 2 0.2345 0.684 0.00 0.90 0.00 0.10
#> Cux2_tdTnegative_cell_12 1 0.2921 0.784 0.86 0.00 0.00 0.14
#> Cux2_tdTnegative_cell_15 1 0.0707 0.903 0.98 0.00 0.00 0.02
#> Ndnf_tdTpositive_cell_1 2 0.4610 0.596 0.00 0.80 0.10 0.10
#> Ndnf_tdTpositive_cell_3 2 0.1637 0.700 0.00 0.94 0.00 0.06
#> Ndnf_tdTpositive_cell_4 2 0.6104 0.727 0.00 0.68 0.18 0.14
#> Ndnf_tdTpositive_cell_5 2 0.3935 0.641 0.00 0.84 0.06 0.10
#> Ndnf_tdTpositive_cell_6 2 0.4292 0.620 0.00 0.82 0.08 0.10
#> Ndnf_tdTpositive_cell_7 2 0.6497 0.721 0.00 0.64 0.20 0.16
#> Ndnf_tdTpositive_cell_8 2 0.0000 0.716 0.00 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_9 2 0.6656 0.703 0.00 0.62 0.22 0.16
#> Ndnf_tdTpositive_cell_10 2 0.5428 0.734 0.00 0.74 0.12 0.14
#> Ndnf_tdTpositive_cell_11 2 0.6497 0.721 0.00 0.64 0.20 0.16
#> Ndnf_tdTpositive_cell_12 2 0.6497 0.721 0.00 0.64 0.20 0.16
#> Ndnf_tdTpositive_cell_20 3 0.1211 0.824 0.04 0.00 0.96 0.00
#> Ndnf_tdTpositive_cell_21 2 0.6497 0.721 0.00 0.64 0.20 0.16
#> Ndnf_tdTnegative_cell_11 3 0.4936 0.728 0.00 0.28 0.70 0.02
#> Nos1_tdTpositive_cell_1 2 0.5151 0.535 0.00 0.76 0.14 0.10
#> Nos1_tdTpositive_cell_54 2 0.3525 0.658 0.00 0.86 0.04 0.10
#> Nos1_tdTpositive_cell_66 2 0.2345 0.684 0.00 0.90 0.00 0.10
#> Ntsr1_tdTnegative_cell_18 1 0.0000 0.916 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_28 1 0.0000 0.916 1.00 0.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_29 3 0.5327 0.754 0.00 0.22 0.72 0.06
#> Rbp4_tdTnegative_cell_2 4 0.4134 1.000 0.26 0.00 0.00 0.74
#> Rbp4_tdTnegative_cell_3 4 0.4134 1.000 0.26 0.00 0.00 0.74
#> Rbp4_tdTnegative_cell_4 4 0.4134 1.000 0.26 0.00 0.00 0.74
#> Rbp4_tdTnegative_cell_10 1 0.0000 0.916 1.00 0.00 0.00 0.00
#> Rbp4_tdTnegative_cell_14 4 0.4134 1.000 0.26 0.00 0.00 0.74
#> Rbp4_tdTnegative_cell_16 4 0.4134 1.000 0.26 0.00 0.00 0.74
#> Rbp4_tdTnegative_cell_19 4 0.4134 1.000 0.26 0.00 0.00 0.74
#> Rbp4_tdTnegative_cell_21 4 0.4134 1.000 0.26 0.00 0.00 0.74
#> Rbp4_tdTnegative_cell_22 4 0.4134 1.000 0.26 0.00 0.00 0.74
#> Rbp4_tdTnegative_cell_23 4 0.4134 1.000 0.26 0.00 0.00 0.74
#> Scnn1a-Tg3_tdTnegative_cell_2 1 0.0000 0.916 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_4 1 0.0000 0.916 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_8 1 0.0000 0.916 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_12 1 0.4624 0.280 0.66 0.00 0.00 0.34
#> Scnn1a-Tg3_tdTnegative_cell_16 1 0.0000 0.916 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_21 1 0.0000 0.916 1.00 0.00 0.00 0.00
#> Scnn1a-Tg3_tdTnegative_cell_24 1 0.0000 0.916 1.00 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 53 6.94e-11 2
#> ATC:skmeans 53 4.16e-10 3
#> ATC:skmeans 52 1.36e-08 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node02. Child nodes: Node0111 , Node0112 , Node0121 , Node0122 , Node0123 , Node0131 , Node0132 , Node0211 , Node0212-leaf , Node0213-leaf , Node0214-leaf , Node0221-leaf , Node0222-leaf , Node0231-leaf , Node0232-leaf , Node0311-leaf , Node0312 , Node0321 , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331 , Node0332 , Node0333-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["022"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13035 rows and 135 columns.
#> Top rows (1304) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.963 0.985 0.495 0.506 0.506
#> 3 3 0.757 0.791 0.912 0.259 0.837 0.689
#> 4 4 0.642 0.578 0.808 0.102 0.944 0.862
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_2 1 0.000 0.98495 1.00 0.00
#> Calb2_tdTpositive_cell_18 1 0.000 0.98495 1.00 0.00
#> Calb2_tdTpositive_cell_19 1 0.000 0.98495 1.00 0.00
#> Calb2_tdTpositive_cell_20 1 0.000 0.98495 1.00 0.00
#> Calb2_tdTpositive_cell_21 1 0.000 0.98495 1.00 0.00
#> Calb2_tdTpositive_cell_24 2 0.000 0.98460 0.00 1.00
#> Calb2_tdTpositive_cell_25 2 0.000 0.98460 0.00 1.00
#> Calb2_tdTpositive_cell_26 2 0.881 0.57439 0.30 0.70
#> Calb2_tdTpositive_cell_29 1 0.000 0.98495 1.00 0.00
#> Calb2_tdTpositive_cell_35 2 0.000 0.98460 0.00 1.00
#> Calb2_tdTpositive_cell_36 1 0.000 0.98495 1.00 0.00
#> Calb2_tdTpositive_cell_40 2 0.000 0.98460 0.00 1.00
#> Calb2_tdTpositive_cell_41 1 0.000 0.98495 1.00 0.00
#> Calb2_tdTpositive_cell_55 1 0.958 0.37762 0.62 0.38
#> Calb2_tdTpositive_cell_56 2 0.000 0.98460 0.00 1.00
#> Calb2_tdTpositive_cell_57 2 0.000 0.98460 0.00 1.00
#> Calb2_tdTpositive_cell_60 2 0.000 0.98460 0.00 1.00
#> Calb2_tdTpositive_cell_62 1 0.000 0.98495 1.00 0.00
#> Calb2_tdTpositive_cell_63 2 0.000 0.98460 0.00 1.00
#> Calb2_tdTpositive_cell_64 2 0.000 0.98460 0.00 1.00
#> Chat_tdTpositive_cell_1 1 0.000 0.98495 1.00 0.00
#> Chat_tdTpositive_cell_2 1 0.000 0.98495 1.00 0.00
#> Chat_tdTpositive_cell_4 2 0.000 0.98460 0.00 1.00
#> Chat_tdTpositive_cell_5 1 0.000 0.98495 1.00 0.00
#> Chat_tdTpositive_cell_6 1 0.000 0.98495 1.00 0.00
#> Chrna2_tdTpositive_cell_1 2 0.000 0.98460 0.00 1.00
#> Chrna2_tdTpositive_cell_2 2 0.000 0.98460 0.00 1.00
#> Chrna2_tdTpositive_cell_5 2 0.000 0.98460 0.00 1.00
#> Chrna2_tdTpositive_cell_8 2 0.827 0.65331 0.26 0.74
#> Chrna2_tdTpositive_cell_31 2 0.000 0.98460 0.00 1.00
#> Chrna2_tdTpositive_cell_32 2 0.000 0.98460 0.00 1.00
#> Chrna2_tdTpositive_cell_41 2 0.000 0.98460 0.00 1.00
#> Chrna2_tdTpositive_cell_71 1 0.000 0.98495 1.00 0.00
#> Cux2_tdTpositive_cell_86 2 0.000 0.98460 0.00 1.00
#> Cux2_tdTnegative_cell_1 1 0.000 0.98495 1.00 0.00
#> Gad2_tdTpositive_cell_14 1 0.795 0.67746 0.76 0.24
#> Gad2_tdTpositive_cell_15 1 0.000 0.98495 1.00 0.00
#> Gad2_tdTpositive_cell_29 1 0.000 0.98495 1.00 0.00
#> Gad2_tdTpositive_cell_33 2 0.000 0.98460 0.00 1.00
#> Gad2_tdTpositive_cell_35 1 0.000 0.98495 1.00 0.00
#> Gad2_tdTpositive_cell_38 1 0.000 0.98495 1.00 0.00
#> Gad2_tdTpositive_cell_40 2 0.000 0.98460 0.00 1.00
#> Gad2_tdTpositive_cell_45 1 0.000 0.98495 1.00 0.00
#> Gad2_tdTpositive_cell_46 1 0.000 0.98495 1.00 0.00
#> Gad2_tdTpositive_cell_49 2 0.000 0.98460 0.00 1.00
#> Gad2_tdTpositive_cell_52 1 0.000 0.98495 1.00 0.00
#> Gad2_tdTpositive_cell_53 2 0.000 0.98460 0.00 1.00
#> Gad2_tdTpositive_cell_54 2 0.000 0.98460 0.00 1.00
#> Gad2_tdTpositive_cell_59 2 0.000 0.98460 0.00 1.00
#> Gad2_tdTpositive_cell_69 1 1.000 -0.00901 0.50 0.50
#> Gad2_tdTpositive_cell_78 2 0.000 0.98460 0.00 1.00
#> Gad2_tdTpositive_cell_79 1 0.000 0.98495 1.00 0.00
#> Gad2_tdTpositive_cell_80 2 0.000 0.98460 0.00 1.00
#> Htr3a_tdTpositive_cell_13 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_14 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_20 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_21 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_27 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_29 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_31 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_35 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_39 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_40 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_48 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_55 2 0.000 0.98460 0.00 1.00
#> Htr3a_tdTpositive_cell_56 2 0.000 0.98460 0.00 1.00
#> Htr3a_tdTpositive_cell_57 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_58 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_59 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_66 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_71 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_81 1 0.000 0.98495 1.00 0.00
#> Htr3a_tdTpositive_cell_92 2 0.000 0.98460 0.00 1.00
#> Htr3a_tdTpositive_cell_104 1 0.000 0.98495 1.00 0.00
#> Nkx2-1_tdTpositive_cell_21 2 0.000 0.98460 0.00 1.00
#> Nkx2-1_tdTpositive_cell_22 2 0.000 0.98460 0.00 1.00
#> Nos1_tdTpositive_cell_3 1 0.000 0.98495 1.00 0.00
#> Nos1_tdTpositive_cell_73 1 0.000 0.98495 1.00 0.00
#> Pvalb_tdTpositive_cell_15 2 0.000 0.98460 0.00 1.00
#> Pvalb_tdTpositive_cell_31 2 0.000 0.98460 0.00 1.00
#> Pvalb_tdTpositive_cell_45 2 0.000 0.98460 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_29 2 0.000 0.98460 0.00 1.00
#> Scnn1a-Tg2_tdTpositive_cell_21 2 0.000 0.98460 0.00 1.00
#> Sst_tdTpositive_cell_45 2 0.000 0.98460 0.00 1.00
#> Sst_tdTpositive_cell_46 1 0.000 0.98495 1.00 0.00
#> Sst_tdTpositive_cell_58 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_1 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_2 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_3 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_4 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_5 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_6 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_8 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_9 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_10 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_11 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_12 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_13 2 0.242 0.94792 0.04 0.96
#> Vip_tdTpositive_cell_14 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_16 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_18 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_19 2 0.529 0.86073 0.12 0.88
#> Vip_tdTpositive_cell_20 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_21 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_22 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_24 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_25 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_26 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_29 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_30 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_32 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_33 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_34 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_35 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_36 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_37 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_43 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_44 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_46 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_49 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_50 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_52 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_54 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_55 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_56 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_58 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_60 2 0.584 0.83700 0.14 0.86
#> Vip_tdTpositive_cell_61 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_62 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_63 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_64 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_67 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_68 2 0.000 0.98460 0.00 1.00
#> Vip_tdTpositive_cell_69 1 0.000 0.98495 1.00 0.00
#> Vip_tdTpositive_cell_70 1 0.000 0.98495 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_2 1 0.4291 0.74145 0.82 0.00 0.18
#> Calb2_tdTpositive_cell_18 1 0.0000 0.93147 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_19 1 0.5706 0.48739 0.68 0.00 0.32
#> Calb2_tdTpositive_cell_20 1 0.0000 0.93147 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_21 3 0.0000 0.72009 0.00 0.00 1.00
#> Calb2_tdTpositive_cell_24 2 0.5016 0.69505 0.00 0.76 0.24
#> Calb2_tdTpositive_cell_25 3 0.3686 0.64352 0.00 0.14 0.86
#> Calb2_tdTpositive_cell_26 3 0.0000 0.72009 0.00 0.00 1.00
#> Calb2_tdTpositive_cell_29 3 0.6302 0.15334 0.48 0.00 0.52
#> Calb2_tdTpositive_cell_35 2 0.3686 0.81742 0.00 0.86 0.14
#> Calb2_tdTpositive_cell_36 1 0.0000 0.93147 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_40 2 0.5016 0.69505 0.00 0.76 0.24
#> Calb2_tdTpositive_cell_41 1 0.0000 0.93147 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_55 3 0.0892 0.72341 0.02 0.00 0.98
#> Calb2_tdTpositive_cell_56 2 0.0000 0.92453 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_57 2 0.5948 0.48040 0.00 0.64 0.36
#> Calb2_tdTpositive_cell_60 2 0.3340 0.83700 0.00 0.88 0.12
#> Calb2_tdTpositive_cell_62 1 0.5643 0.65336 0.76 0.02 0.22
#> Calb2_tdTpositive_cell_63 2 0.3340 0.82662 0.00 0.88 0.12
#> Calb2_tdTpositive_cell_64 2 0.0000 0.92453 0.00 1.00 0.00
#> Chat_tdTpositive_cell_1 1 0.0892 0.91668 0.98 0.00 0.02
#> Chat_tdTpositive_cell_2 1 0.0000 0.93147 1.00 0.00 0.00
#> Chat_tdTpositive_cell_4 2 0.1529 0.89700 0.00 0.96 0.04
#> Chat_tdTpositive_cell_5 1 0.2066 0.88637 0.94 0.00 0.06
#> Chat_tdTpositive_cell_6 1 0.0000 0.93147 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_1 2 0.1529 0.89981 0.00 0.96 0.04
#> Chrna2_tdTpositive_cell_2 2 0.0000 0.92453 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_5 2 0.0000 0.92453 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_8 3 0.8985 0.50622 0.30 0.16 0.54
#> Chrna2_tdTpositive_cell_31 2 0.0000 0.92453 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_32 2 0.0000 0.92453 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_41 2 0.0000 0.92453 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_71 1 0.0000 0.93147 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_86 2 0.0000 0.92453 0.00 1.00 0.00
#> Cux2_tdTnegative_cell_1 1 0.6045 0.32320 0.62 0.00 0.38
#> Gad2_tdTpositive_cell_14 3 0.2414 0.72493 0.04 0.02 0.94
#> Gad2_tdTpositive_cell_15 3 0.6651 0.46821 0.34 0.02 0.64
#> Gad2_tdTpositive_cell_29 1 0.0000 0.93147 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_33 2 0.0000 0.92453 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_35 1 0.2066 0.88663 0.94 0.00 0.06
#> Gad2_tdTpositive_cell_38 3 0.5948 0.43856 0.36 0.00 0.64
#> Gad2_tdTpositive_cell_40 2 0.0000 0.92453 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_45 1 0.0000 0.93147 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_46 1 0.0000 0.93147 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_49 2 0.0000 0.92453 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_52 1 0.0000 0.93147 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_53 2 0.0000 0.92453 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_54 2 0.0000 0.92453 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_59 2 0.0000 0.92453 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_69 2 0.6192 0.15843 0.42 0.58 0.00
#> Gad2_tdTpositive_cell_78 2 0.0000 0.92453 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_79 1 0.6633 0.53964 0.70 0.04 0.26
#> Gad2_tdTpositive_cell_80 2 0.0000 0.92453 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_13 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_14 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_20 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_21 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_27 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_29 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_31 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_35 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_39 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_40 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_48 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_55 2 0.0000 0.92453 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_56 2 0.0000 0.92453 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_57 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_58 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_59 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_66 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_71 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_81 1 0.0000 0.93147 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_92 2 0.0000 0.92453 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_104 1 0.0000 0.93147 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_21 2 0.0000 0.92453 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_22 2 0.0000 0.92453 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_3 1 0.0000 0.93147 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_73 1 0.0000 0.93147 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_15 2 0.0000 0.92453 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_31 2 0.0000 0.92453 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_45 2 0.0000 0.92453 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_29 2 0.0000 0.92453 0.00 1.00 0.00
#> Scnn1a-Tg2_tdTpositive_cell_21 2 0.6280 0.22410 0.00 0.54 0.46
#> Sst_tdTpositive_cell_45 2 0.0000 0.92453 0.00 1.00 0.00
#> Sst_tdTpositive_cell_46 1 0.0000 0.93147 1.00 0.00 0.00
#> Sst_tdTpositive_cell_58 2 0.0000 0.92453 0.00 1.00 0.00
#> Vip_tdTpositive_cell_1 3 0.6126 0.20922 0.00 0.40 0.60
#> Vip_tdTpositive_cell_2 2 0.4002 0.79393 0.00 0.84 0.16
#> Vip_tdTpositive_cell_3 2 0.1529 0.89916 0.00 0.96 0.04
#> Vip_tdTpositive_cell_4 1 0.3340 0.82019 0.88 0.00 0.12
#> Vip_tdTpositive_cell_5 1 0.6309 -0.07714 0.50 0.00 0.50
#> Vip_tdTpositive_cell_6 3 0.6280 0.16578 0.46 0.00 0.54
#> Vip_tdTpositive_cell_8 3 0.3340 0.71048 0.12 0.00 0.88
#> Vip_tdTpositive_cell_9 3 0.5835 0.45987 0.34 0.00 0.66
#> Vip_tdTpositive_cell_10 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_11 3 0.6309 -0.00839 0.00 0.50 0.50
#> Vip_tdTpositive_cell_12 1 0.6302 -0.01084 0.52 0.00 0.48
#> Vip_tdTpositive_cell_13 3 0.1529 0.71221 0.00 0.04 0.96
#> Vip_tdTpositive_cell_14 3 0.2537 0.69065 0.00 0.08 0.92
#> Vip_tdTpositive_cell_16 2 0.2959 0.85343 0.00 0.90 0.10
#> Vip_tdTpositive_cell_18 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_19 3 0.0000 0.72009 0.00 0.00 1.00
#> Vip_tdTpositive_cell_20 3 0.2959 0.72618 0.10 0.00 0.90
#> Vip_tdTpositive_cell_21 3 0.6244 0.27133 0.44 0.00 0.56
#> Vip_tdTpositive_cell_22 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_24 2 0.0000 0.92453 0.00 1.00 0.00
#> Vip_tdTpositive_cell_25 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_26 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_29 2 0.5016 0.69505 0.00 0.76 0.24
#> Vip_tdTpositive_cell_30 2 0.0000 0.92453 0.00 1.00 0.00
#> Vip_tdTpositive_cell_32 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_33 2 0.0000 0.92453 0.00 1.00 0.00
#> Vip_tdTpositive_cell_34 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_35 2 0.0000 0.92453 0.00 1.00 0.00
#> Vip_tdTpositive_cell_36 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_37 2 0.0000 0.92453 0.00 1.00 0.00
#> Vip_tdTpositive_cell_43 2 0.0000 0.92453 0.00 1.00 0.00
#> Vip_tdTpositive_cell_44 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_46 1 0.0892 0.91638 0.98 0.00 0.02
#> Vip_tdTpositive_cell_49 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_50 1 0.6309 -0.14173 0.50 0.00 0.50
#> Vip_tdTpositive_cell_52 2 0.5948 0.48031 0.00 0.64 0.36
#> Vip_tdTpositive_cell_54 1 0.2959 0.85103 0.90 0.00 0.10
#> Vip_tdTpositive_cell_55 1 0.2959 0.85226 0.90 0.00 0.10
#> Vip_tdTpositive_cell_56 1 0.0892 0.91608 0.98 0.00 0.02
#> Vip_tdTpositive_cell_58 1 0.0892 0.91676 0.98 0.00 0.02
#> Vip_tdTpositive_cell_60 3 0.0000 0.72009 0.00 0.00 1.00
#> Vip_tdTpositive_cell_61 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_62 1 0.5397 0.57574 0.72 0.00 0.28
#> Vip_tdTpositive_cell_63 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_64 3 0.5397 0.47319 0.00 0.28 0.72
#> Vip_tdTpositive_cell_67 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_68 3 0.6924 0.23550 0.02 0.40 0.58
#> Vip_tdTpositive_cell_69 1 0.0000 0.93147 1.00 0.00 0.00
#> Vip_tdTpositive_cell_70 1 0.2066 0.88502 0.94 0.00 0.06
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_2 1 0.3400 0.6956 0.82 0.00 0.18 0.00
#> Calb2_tdTpositive_cell_18 1 0.0707 0.8338 0.98 0.00 0.00 0.02
#> Calb2_tdTpositive_cell_19 1 0.7816 -0.3179 0.40 0.00 0.26 0.34
#> Calb2_tdTpositive_cell_20 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Calb2_tdTpositive_cell_21 3 0.6323 -0.1352 0.06 0.00 0.50 0.44
#> Calb2_tdTpositive_cell_24 2 0.6286 0.5797 0.00 0.66 0.14 0.20
#> Calb2_tdTpositive_cell_25 4 0.5986 0.1039 0.00 0.06 0.32 0.62
#> Calb2_tdTpositive_cell_26 4 0.5883 0.1397 0.00 0.06 0.30 0.64
#> Calb2_tdTpositive_cell_29 1 0.7904 -0.4208 0.36 0.00 0.30 0.34
#> Calb2_tdTpositive_cell_35 2 0.5256 0.6335 0.00 0.70 0.04 0.26
#> Calb2_tdTpositive_cell_36 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Calb2_tdTpositive_cell_40 2 0.6286 0.5797 0.00 0.66 0.14 0.20
#> Calb2_tdTpositive_cell_41 1 0.2335 0.8044 0.92 0.00 0.02 0.06
#> Calb2_tdTpositive_cell_55 3 0.5570 -0.0791 0.02 0.00 0.54 0.44
#> Calb2_tdTpositive_cell_56 2 0.2011 0.7977 0.00 0.92 0.00 0.08
#> Calb2_tdTpositive_cell_57 2 0.7121 0.3973 0.00 0.54 0.16 0.30
#> Calb2_tdTpositive_cell_60 2 0.4581 0.7281 0.00 0.80 0.08 0.12
#> Calb2_tdTpositive_cell_62 4 0.7994 0.1580 0.22 0.02 0.26 0.50
#> Calb2_tdTpositive_cell_63 2 0.5987 0.3152 0.00 0.52 0.04 0.44
#> Calb2_tdTpositive_cell_64 2 0.2011 0.7991 0.00 0.92 0.00 0.08
#> Chat_tdTpositive_cell_1 1 0.4994 0.0978 0.52 0.00 0.00 0.48
#> Chat_tdTpositive_cell_2 1 0.3611 0.7442 0.86 0.00 0.06 0.08
#> Chat_tdTpositive_cell_4 2 0.4994 0.3357 0.00 0.52 0.00 0.48
#> Chat_tdTpositive_cell_5 1 0.6104 0.5105 0.68 0.00 0.14 0.18
#> Chat_tdTpositive_cell_6 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_1 2 0.2335 0.8013 0.00 0.92 0.02 0.06
#> Chrna2_tdTpositive_cell_2 2 0.1913 0.8019 0.00 0.94 0.02 0.04
#> Chrna2_tdTpositive_cell_5 2 0.2335 0.7957 0.00 0.92 0.02 0.06
#> Chrna2_tdTpositive_cell_8 4 0.8616 0.2165 0.16 0.16 0.14 0.54
#> Chrna2_tdTpositive_cell_31 2 0.1913 0.8019 0.00 0.94 0.02 0.04
#> Chrna2_tdTpositive_cell_32 2 0.0000 0.8094 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_41 2 0.0707 0.8082 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_71 1 0.0707 0.8348 0.98 0.00 0.02 0.00
#> Cux2_tdTpositive_cell_86 2 0.1211 0.8058 0.00 0.96 0.00 0.04
#> Cux2_tdTnegative_cell_1 1 0.7179 -0.0831 0.48 0.00 0.14 0.38
#> Gad2_tdTpositive_cell_14 3 0.5355 0.1560 0.02 0.00 0.62 0.36
#> Gad2_tdTpositive_cell_15 3 0.5820 0.1722 0.08 0.00 0.68 0.24
#> Gad2_tdTpositive_cell_29 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_33 2 0.1637 0.8040 0.00 0.94 0.00 0.06
#> Gad2_tdTpositive_cell_35 1 0.7610 -0.0494 0.46 0.00 0.22 0.32
#> Gad2_tdTpositive_cell_38 4 0.7816 0.1739 0.26 0.00 0.34 0.40
#> Gad2_tdTpositive_cell_40 2 0.2706 0.7865 0.00 0.90 0.02 0.08
#> Gad2_tdTpositive_cell_45 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_46 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_49 2 0.2335 0.7957 0.00 0.92 0.02 0.06
#> Gad2_tdTpositive_cell_52 1 0.2335 0.7990 0.92 0.00 0.02 0.06
#> Gad2_tdTpositive_cell_53 2 0.2335 0.7957 0.00 0.92 0.02 0.06
#> Gad2_tdTpositive_cell_54 2 0.0707 0.8094 0.00 0.98 0.00 0.02
#> Gad2_tdTpositive_cell_59 2 0.3935 0.7476 0.00 0.84 0.06 0.10
#> Gad2_tdTpositive_cell_69 2 0.9081 -0.0919 0.16 0.38 0.10 0.36
#> Gad2_tdTpositive_cell_78 2 0.6831 0.2382 0.00 0.48 0.10 0.42
#> Gad2_tdTpositive_cell_79 4 0.7499 -0.0286 0.18 0.00 0.40 0.42
#> Gad2_tdTpositive_cell_80 2 0.5962 0.5469 0.00 0.66 0.08 0.26
#> Htr3a_tdTpositive_cell_13 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_14 1 0.0707 0.8340 0.98 0.00 0.02 0.00
#> Htr3a_tdTpositive_cell_20 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_21 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_27 1 0.0707 0.8342 0.98 0.00 0.00 0.02
#> Htr3a_tdTpositive_cell_29 1 0.0707 0.8342 0.98 0.00 0.00 0.02
#> Htr3a_tdTpositive_cell_31 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_35 1 0.0707 0.8342 0.98 0.00 0.00 0.02
#> Htr3a_tdTpositive_cell_39 1 0.1411 0.8264 0.96 0.00 0.02 0.02
#> Htr3a_tdTpositive_cell_40 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_48 1 0.1411 0.8234 0.96 0.00 0.02 0.02
#> Htr3a_tdTpositive_cell_55 2 0.0707 0.8094 0.00 0.98 0.00 0.02
#> Htr3a_tdTpositive_cell_56 2 0.1637 0.8040 0.00 0.94 0.00 0.06
#> Htr3a_tdTpositive_cell_57 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_58 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_59 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_66 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_71 1 0.0707 0.8342 0.98 0.00 0.00 0.02
#> Htr3a_tdTpositive_cell_81 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_92 2 0.1637 0.8040 0.00 0.94 0.00 0.06
#> Htr3a_tdTpositive_cell_104 1 0.3935 0.7388 0.84 0.00 0.10 0.06
#> Nkx2-1_tdTpositive_cell_21 2 0.2335 0.7957 0.00 0.92 0.02 0.06
#> Nkx2-1_tdTpositive_cell_22 2 0.2706 0.7865 0.00 0.90 0.02 0.08
#> Nos1_tdTpositive_cell_3 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_73 1 0.1411 0.8255 0.96 0.00 0.02 0.02
#> Pvalb_tdTpositive_cell_15 2 0.2335 0.7957 0.00 0.92 0.02 0.06
#> Pvalb_tdTpositive_cell_31 2 0.1913 0.8019 0.00 0.94 0.02 0.04
#> Pvalb_tdTpositive_cell_45 2 0.2335 0.7957 0.00 0.92 0.02 0.06
#> PvalbD-Slc32a1_tdTpositive_cell_29 2 0.1211 0.8058 0.00 0.96 0.00 0.04
#> Scnn1a-Tg2_tdTpositive_cell_21 2 0.7610 0.2207 0.00 0.46 0.22 0.32
#> Sst_tdTpositive_cell_45 2 0.0000 0.8094 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_46 1 0.5636 0.5037 0.68 0.00 0.06 0.26
#> Sst_tdTpositive_cell_58 2 0.1913 0.8019 0.00 0.94 0.02 0.04
#> Vip_tdTpositive_cell_1 2 0.7877 -0.1011 0.00 0.36 0.36 0.28
#> Vip_tdTpositive_cell_2 2 0.5594 0.6536 0.00 0.72 0.10 0.18
#> Vip_tdTpositive_cell_3 2 0.3525 0.7702 0.00 0.86 0.04 0.10
#> Vip_tdTpositive_cell_4 1 0.3975 0.6188 0.76 0.00 0.24 0.00
#> Vip_tdTpositive_cell_5 1 0.4977 0.1498 0.54 0.00 0.46 0.00
#> Vip_tdTpositive_cell_6 3 0.5713 0.0965 0.34 0.00 0.62 0.04
#> Vip_tdTpositive_cell_8 3 0.5151 0.2638 0.14 0.00 0.76 0.10
#> Vip_tdTpositive_cell_9 3 0.4939 0.2242 0.22 0.00 0.74 0.04
#> Vip_tdTpositive_cell_10 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_11 3 0.7845 0.0535 0.00 0.32 0.40 0.28
#> Vip_tdTpositive_cell_12 3 0.6477 0.0898 0.30 0.00 0.60 0.10
#> Vip_tdTpositive_cell_13 3 0.4581 0.2957 0.00 0.08 0.80 0.12
#> Vip_tdTpositive_cell_14 3 0.7346 0.0960 0.00 0.20 0.52 0.28
#> Vip_tdTpositive_cell_16 2 0.4088 0.7433 0.00 0.82 0.04 0.14
#> Vip_tdTpositive_cell_18 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_19 3 0.3886 0.2978 0.02 0.04 0.86 0.08
#> Vip_tdTpositive_cell_20 3 0.2921 0.2921 0.14 0.00 0.86 0.00
#> Vip_tdTpositive_cell_21 1 0.5594 0.1013 0.52 0.00 0.46 0.02
#> Vip_tdTpositive_cell_22 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_24 2 0.1211 0.8075 0.00 0.96 0.00 0.04
#> Vip_tdTpositive_cell_25 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_26 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_29 2 0.6049 0.6057 0.00 0.68 0.12 0.20
#> Vip_tdTpositive_cell_30 2 0.1913 0.8019 0.00 0.94 0.02 0.04
#> Vip_tdTpositive_cell_32 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_33 2 0.1637 0.8040 0.00 0.94 0.00 0.06
#> Vip_tdTpositive_cell_34 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_35 2 0.1637 0.8040 0.00 0.94 0.00 0.06
#> Vip_tdTpositive_cell_36 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_37 2 0.1637 0.8040 0.00 0.94 0.00 0.06
#> Vip_tdTpositive_cell_43 2 0.1637 0.8040 0.00 0.94 0.00 0.06
#> Vip_tdTpositive_cell_44 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_46 1 0.3935 0.7315 0.84 0.00 0.06 0.10
#> Vip_tdTpositive_cell_49 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_50 1 0.7738 -0.1969 0.44 0.00 0.26 0.30
#> Vip_tdTpositive_cell_52 2 0.7028 0.4241 0.00 0.56 0.16 0.28
#> Vip_tdTpositive_cell_54 1 0.6988 0.0433 0.50 0.00 0.12 0.38
#> Vip_tdTpositive_cell_55 1 0.7261 0.0487 0.50 0.00 0.16 0.34
#> Vip_tdTpositive_cell_56 1 0.3525 0.7442 0.86 0.00 0.04 0.10
#> Vip_tdTpositive_cell_58 1 0.4491 0.6867 0.80 0.00 0.06 0.14
#> Vip_tdTpositive_cell_60 3 0.4797 0.1534 0.00 0.02 0.72 0.26
#> Vip_tdTpositive_cell_61 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_62 1 0.6500 0.3653 0.62 0.00 0.26 0.12
#> Vip_tdTpositive_cell_63 1 0.0000 0.8424 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_64 3 0.7654 0.0535 0.00 0.34 0.44 0.22
#> Vip_tdTpositive_cell_67 1 0.1211 0.8228 0.96 0.00 0.00 0.04
#> Vip_tdTpositive_cell_68 3 0.8071 0.0682 0.02 0.38 0.42 0.18
#> Vip_tdTpositive_cell_69 1 0.0707 0.8342 0.98 0.00 0.00 0.02
#> Vip_tdTpositive_cell_70 1 0.6933 0.2387 0.56 0.00 0.14 0.30
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 133 0.676 2
#> ATC:skmeans 116 0.747 3
#> ATC:skmeans 93 0.620 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node02. Child nodes: Node0111 , Node0112 , Node0121 , Node0122 , Node0123 , Node0131 , Node0132 , Node0211 , Node0212-leaf , Node0213-leaf , Node0214-leaf , Node0221-leaf , Node0222-leaf , Node0231-leaf , Node0232-leaf , Node0311-leaf , Node0312 , Node0321 , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331 , Node0332 , Node0333-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["023"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13083 rows and 55 columns.
#> Top rows (1308) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.997 0.999 0.490 0.511 0.511
#> 3 3 1.000 0.950 0.979 0.299 0.797 0.620
#> 4 4 0.793 0.745 0.886 0.121 0.900 0.731
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_27 1 0.000 1.000 1.00 0.00
#> Ctgf_tdTpositive_cell_24 2 0.000 0.997 0.00 1.00
#> Cux2_tdTpositive_cell_73 1 0.000 1.000 1.00 0.00
#> Cux2_tdTpositive_cell_74 2 0.000 0.997 0.00 1.00
#> Cux2_tdTpositive_cell_77 2 0.000 0.997 0.00 1.00
#> Cux2_tdTpositive_cell_85 2 0.000 0.997 0.00 1.00
#> Cux2_tdTpositive_cell_93 2 0.000 0.997 0.00 1.00
#> Cux2_tdTpositive_cell_94 2 0.000 0.997 0.00 1.00
#> Cux2_tdTpositive_cell_124 2 0.000 0.997 0.00 1.00
#> Cux2_tdTnegative_cell_16 2 0.000 0.997 0.00 1.00
#> Htr3a_tdTpositive_cell_95 1 0.000 1.000 1.00 0.00
#> Htr3a_tdTpositive_cell_101 1 0.000 1.000 1.00 0.00
#> Nkx2-1_tdTpositive_cell_23 2 0.000 0.997 0.00 1.00
#> Nr5a1_tdTpositive_cell_35 1 0.000 1.000 1.00 0.00
#> Nr5a1_tdTpositive_cell_49 2 0.000 0.997 0.00 1.00
#> Nr5a1_tdTpositive_cell_51 2 0.000 0.997 0.00 1.00
#> Ntsr1_tdTpositive_cell_78 2 0.000 0.997 0.00 1.00
#> Ntsr1_tdTpositive_cell_79 2 0.000 0.997 0.00 1.00
#> Rbp4_tdTpositive_cell_79 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTpositive_cell_85 1 0.000 1.000 1.00 0.00
#> Rbp4_tdTpositive_cell_121 2 0.000 0.997 0.00 1.00
#> Rbp4_tdTpositive_cell_174 2 0.000 0.997 0.00 1.00
#> Rbp4_tdTpositive_cell_175 2 0.000 0.997 0.00 1.00
#> Rbp4_tdTpositive_cell_176 2 0.000 0.997 0.00 1.00
#> Rorb_tdTpositive_cell_11 2 0.402 0.913 0.08 0.92
#> Rorb_tdTpositive_cell_12 1 0.000 1.000 1.00 0.00
#> Rorb_tdTpositive_cell_14 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_65 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_66 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_70 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_71 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_85 1 0.000 1.000 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_86 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_87 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_88 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_89 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_90 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_101 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_103 2 0.000 0.997 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_109 2 0.000 0.997 0.00 1.00
#> Slc17a6_tdTpositive_cell_5 2 0.000 0.997 0.00 1.00
#> Slc17a6_tdTpositive_cell_23 2 0.000 0.997 0.00 1.00
#> Ntsr1_tdTpos_10cell_1 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_10cell_2 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_10cell_3 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_10cell_4 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_10cell_5 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_10cell_6 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_10cell_7 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_10cell_8 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_10cell_9 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_10cell_10 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_100cell_1 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_100cell_2 1 0.000 1.000 1.00 0.00
#> Ntsr1_tdTpos_100cell_3 1 0.000 1.000 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_27 3 0.4555 0.690 0.20 0.00 0.80
#> Ctgf_tdTpositive_cell_24 2 0.0000 0.997 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_73 3 0.0000 0.892 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_74 3 0.5706 0.554 0.00 0.32 0.68
#> Cux2_tdTpositive_cell_77 3 0.0892 0.885 0.00 0.02 0.98
#> Cux2_tdTpositive_cell_85 2 0.0000 0.997 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_93 2 0.0892 0.977 0.00 0.98 0.02
#> Cux2_tdTpositive_cell_94 3 0.0000 0.892 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_124 2 0.0000 0.997 0.00 1.00 0.00
#> Cux2_tdTnegative_cell_16 2 0.0000 0.997 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_95 1 0.0000 0.997 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_101 1 0.1529 0.958 0.96 0.00 0.04
#> Nkx2-1_tdTpositive_cell_23 2 0.1529 0.955 0.00 0.96 0.04
#> Nr5a1_tdTpositive_cell_35 3 0.0000 0.892 0.00 0.00 1.00
#> Nr5a1_tdTpositive_cell_49 2 0.0000 0.997 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_51 2 0.0000 0.997 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_78 2 0.0000 0.997 0.00 1.00 0.00
#> Ntsr1_tdTpositive_cell_79 2 0.0000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_79 1 0.0000 0.997 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_85 1 0.0000 0.997 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_121 2 0.0000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_174 2 0.0000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_175 2 0.0000 0.997 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_176 2 0.0000 0.997 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_11 3 0.0000 0.892 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_12 3 0.0000 0.892 0.00 0.00 1.00
#> Rorb_tdTpositive_cell_14 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_65 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_66 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_70 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_71 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_85 3 0.0000 0.892 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_86 3 0.1529 0.873 0.00 0.04 0.96
#> Scnn1a-Tg3_tdTpositive_cell_87 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_88 3 0.0000 0.892 0.00 0.00 1.00
#> Scnn1a-Tg3_tdTpositive_cell_89 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_90 3 0.6280 0.208 0.00 0.46 0.54
#> Scnn1a-Tg3_tdTpositive_cell_101 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_103 2 0.0000 0.997 0.00 1.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_109 2 0.0000 0.997 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_5 2 0.0000 0.997 0.00 1.00 0.00
#> Slc17a6_tdTpositive_cell_23 2 0.0000 0.997 0.00 1.00 0.00
#> Ntsr1_tdTpos_10cell_1 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_2 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_3 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_4 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_5 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_6 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_7 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_8 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_9 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_10 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_100cell_1 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_100cell_2 1 0.0000 0.997 1.00 0.00 0.00
#> Ntsr1_tdTpos_100cell_3 1 0.0000 0.997 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_27 3 0.4939 0.7036 0.04 0.00 0.74 0.22
#> Ctgf_tdTpositive_cell_24 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_73 3 0.0000 0.8852 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_74 4 0.5486 0.4814 0.00 0.08 0.20 0.72
#> Cux2_tdTpositive_cell_77 4 0.5062 0.3452 0.00 0.02 0.30 0.68
#> Cux2_tdTpositive_cell_85 2 0.4713 0.4280 0.00 0.64 0.00 0.36
#> Cux2_tdTpositive_cell_93 4 0.4907 0.2762 0.00 0.42 0.00 0.58
#> Cux2_tdTpositive_cell_94 4 0.4855 -0.0251 0.00 0.00 0.40 0.60
#> Cux2_tdTpositive_cell_124 2 0.1211 0.8618 0.00 0.96 0.00 0.04
#> Cux2_tdTnegative_cell_16 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_95 1 0.0707 0.9640 0.98 0.00 0.02 0.00
#> Htr3a_tdTpositive_cell_101 1 0.4277 0.6176 0.72 0.00 0.28 0.00
#> Nkx2-1_tdTpositive_cell_23 2 0.5489 0.5089 0.00 0.70 0.06 0.24
#> Nr5a1_tdTpositive_cell_35 3 0.0000 0.8852 0.00 0.00 1.00 0.00
#> Nr5a1_tdTpositive_cell_49 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Nr5a1_tdTpositive_cell_51 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_78 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_79 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_79 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_85 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Rbp4_tdTpositive_cell_121 2 0.5355 0.3313 0.00 0.62 0.02 0.36
#> Rbp4_tdTpositive_cell_174 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_175 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Rbp4_tdTpositive_cell_176 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Rorb_tdTpositive_cell_11 3 0.3400 0.7803 0.00 0.00 0.82 0.18
#> Rorb_tdTpositive_cell_12 3 0.0000 0.8852 0.00 0.00 1.00 0.00
#> Rorb_tdTpositive_cell_14 2 0.4522 0.4601 0.00 0.68 0.00 0.32
#> Scnn1a-Tg3_tdTpositive_cell_65 2 0.1211 0.8618 0.00 0.96 0.00 0.04
#> Scnn1a-Tg3_tdTpositive_cell_66 4 0.5000 0.0256 0.00 0.50 0.00 0.50
#> Scnn1a-Tg3_tdTpositive_cell_70 2 0.1211 0.8618 0.00 0.96 0.00 0.04
#> Scnn1a-Tg3_tdTpositive_cell_71 2 0.1637 0.8491 0.00 0.94 0.00 0.06
#> Scnn1a-Tg3_tdTpositive_cell_85 3 0.2345 0.8358 0.00 0.00 0.90 0.10
#> Scnn1a-Tg3_tdTpositive_cell_86 4 0.3975 0.4101 0.00 0.00 0.24 0.76
#> Scnn1a-Tg3_tdTpositive_cell_87 4 0.4948 0.2481 0.00 0.44 0.00 0.56
#> Scnn1a-Tg3_tdTpositive_cell_88 4 0.4624 0.2718 0.00 0.00 0.34 0.66
#> Scnn1a-Tg3_tdTpositive_cell_89 4 0.5256 0.5606 0.00 0.26 0.04 0.70
#> Scnn1a-Tg3_tdTpositive_cell_90 4 0.1637 0.5369 0.00 0.06 0.00 0.94
#> Scnn1a-Tg3_tdTpositive_cell_101 2 0.0000 0.8750 0.00 1.00 0.00 0.00
#> Scnn1a-Tg3_tdTpositive_cell_103 2 0.0707 0.8685 0.00 0.98 0.00 0.02
#> Scnn1a-Tg3_tdTpositive_cell_109 2 0.2647 0.8037 0.00 0.88 0.00 0.12
#> Slc17a6_tdTpositive_cell_5 2 0.0707 0.8669 0.00 0.98 0.00 0.02
#> Slc17a6_tdTpositive_cell_23 2 0.4948 0.1103 0.00 0.56 0.00 0.44
#> Ntsr1_tdTpos_10cell_1 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_2 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_3 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_4 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_5 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_6 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_7 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_8 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_9 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_10cell_10 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_100cell_1 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_100cell_2 1 0.0000 0.9810 1.00 0.00 0.00 0.00
#> Ntsr1_tdTpos_100cell_3 1 0.0000 0.9810 1.00 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 55 0.349287 2
#> ATC:skmeans 54 0.000349 3
#> ATC:skmeans 43 0.000857 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node0. Child nodes: Node011 , Node012 , Node013 , Node021 , Node022 , Node023 , Node031 , Node032 , Node033 .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["03"]
A summary of res and all the functions that can be applied to it:
res
#> A 'DownSamplingConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13816 rows and 500 columns, randomly sampled from 642 columns.
#> Top rows (1312) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'DownSamplingConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.978 0.991 0.501 0.499 0.499
#> 3 3 1.000 0.961 0.985 0.329 0.683 0.448
#> 4 4 0.988 0.944 0.970 0.121 0.859 0.612
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
get_classes(res, k = 2)
#> class p
#> Calb2_tdTpositive_cell_1 2 0.000
#> Calb2_tdTpositive_cell_4 2 0.000
#> Calb2_tdTpositive_cell_5 2 0.000
#> Calb2_tdTpositive_cell_11 1 0.000
#> Calb2_tdTpositive_cell_13 2 0.000
#> Calb2_tdTpositive_cell_15 2 0.000
#> Calb2_tdTpositive_cell_16 2 0.000
#> Calb2_tdTpositive_cell_17 2 0.000
#> Calb2_tdTpositive_cell_22 1 1.000
#> Calb2_tdTpositive_cell_34 2 0.000
#> Calb2_tdTpositive_cell_37 1 1.000
#> Calb2_tdTpositive_cell_38 2 0.000
#> Calb2_tdTpositive_cell_43 1 0.747
#> Calb2_tdTpositive_cell_44 2 0.000
#> Calb2_tdTpositive_cell_49 2 0.000
#> Calb2_tdTpositive_cell_52 2 0.000
#> Calb2_tdTpositive_cell_54 1 1.000
#> Calb2_tdTpositive_cell_59 1 0.498
#> Chat_tdTpositive_cell_3 1 1.000
#> Chrna2_tdTpositive_cell_4 1 0.000
#> Chrna2_tdTpositive_cell_6 1 0.253
#> Chrna2_tdTpositive_cell_7 1 0.000
#> Chrna2_tdTpositive_cell_9 1 0.502
#> Chrna2_tdTpositive_cell_10 1 0.751
#> Chrna2_tdTpositive_cell_11 1 0.000
#> Chrna2_tdTpositive_cell_12 1 0.751
#> Chrna2_tdTpositive_cell_13 1 0.000
#> Chrna2_tdTpositive_cell_14 2 0.249
#> Chrna2_tdTpositive_cell_15 1 0.000
#> Chrna2_tdTpositive_cell_16 2 0.000
#> Chrna2_tdTpositive_cell_17 1 0.249
#> Chrna2_tdTpositive_cell_19 2 0.000
#> Chrna2_tdTpositive_cell_20 2 0.000
#> Chrna2_tdTpositive_cell_21 2 0.000
#> Chrna2_tdTpositive_cell_23 1 0.498
#> Chrna2_tdTpositive_cell_25 2 0.747
#> Chrna2_tdTpositive_cell_26 2 0.000
#> Chrna2_tdTpositive_cell_27 1 0.249
#> Chrna2_tdTpositive_cell_28 1 0.000
#> Chrna2_tdTpositive_cell_29 1 0.000
#> Chrna2_tdTpositive_cell_30 1 0.249
#> Chrna2_tdTpositive_cell_33 2 0.000
#> Chrna2_tdTpositive_cell_34 1 0.000
#> Chrna2_tdTpositive_cell_35 1 0.000
#> Chrna2_tdTpositive_cell_36 1 0.000
#> Chrna2_tdTpositive_cell_37 2 0.000
#> Chrna2_tdTpositive_cell_39 1 0.000
#> Chrna2_tdTpositive_cell_40 1 0.000
#> Chrna2_tdTpositive_cell_42 1 0.000
#> Chrna2_tdTpositive_cell_43 2 0.751
#> Chrna2_tdTpositive_cell_44 1 0.000
#> Chrna2_tdTpositive_cell_45 2 0.000
#> Chrna2_tdTpositive_cell_46 1 0.498
#> Chrna2_tdTpositive_cell_47 1 0.000
#> Chrna2_tdTpositive_cell_48 2 0.000
#> Chrna2_tdTpositive_cell_49 2 0.000
#> Chrna2_tdTpositive_cell_50 2 0.000
#> Chrna2_tdTpositive_cell_52 2 0.000
#> Chrna2_tdTpositive_cell_53 2 1.000
#> Chrna2_tdTpositive_cell_54 1 0.000
#> Chrna2_tdTpositive_cell_55 1 0.000
#> Chrna2_tdTpositive_cell_56 1 0.000
#> Chrna2_tdTpositive_cell_57 1 0.000
#> Chrna2_tdTpositive_cell_59 2 0.000
#> Chrna2_tdTpositive_cell_60 2 0.000
#> Chrna2_tdTpositive_cell_61 2 0.000
#> Chrna2_tdTpositive_cell_62 1 0.000
#> Chrna2_tdTpositive_cell_64 1 0.000
#> Chrna2_tdTpositive_cell_65 2 0.000
#> Chrna2_tdTpositive_cell_66 1 1.000
#> Chrna2_tdTpositive_cell_70 2 0.000
#> Chrna2_tdTpositive_cell_76 2 0.000
#> Chrna2_tdTpositive_cell_77 2 0.000
#> Chrna2_tdTpositive_cell_78 2 0.000
#> Chrna2_tdTpositive_cell_79 2 0.000
#> Chrna2_tdTpositive_cell_80 1 0.751
#> Chrna2_tdTpositive_cell_81 2 0.000
#> Chrna2_tdTpositive_cell_83 2 0.000
#> Chrna2_tdTpositive_cell_84 1 0.000
#> Cux2_tdTpositive_cell_63 1 1.000
#> Cux2_tdTpositive_cell_72 1 0.498
#> Cux2_tdTpositive_cell_87 1 1.000
#> Cux2_tdTpositive_cell_98 1 1.000
#> Cux2_tdTnegative_cell_9 1 0.000
#> Gad2_tdTpositive_cell_1 2 0.000
#> Gad2_tdTpositive_cell_2 1 0.253
#> Gad2_tdTpositive_cell_3 2 0.000
#> Gad2_tdTpositive_cell_4 1 0.000
#> Gad2_tdTpositive_cell_5 2 0.000
#> Gad2_tdTpositive_cell_6 2 0.000
#> Gad2_tdTpositive_cell_7 2 1.000
#> Gad2_tdTpositive_cell_8 2 0.000
#> Gad2_tdTpositive_cell_9 2 0.000
#> Gad2_tdTpositive_cell_10 1 0.000
#> Gad2_tdTpositive_cell_11 2 1.000
#> Gad2_tdTpositive_cell_13 1 0.000
#> Gad2_tdTpositive_cell_17 2 0.000
#> Gad2_tdTpositive_cell_18 2 0.000
#> Gad2_tdTpositive_cell_19 2 0.000
#> Gad2_tdTpositive_cell_20 2 0.000
#> Gad2_tdTpositive_cell_21 2 0.000
#> Gad2_tdTpositive_cell_22 2 0.000
#> Gad2_tdTpositive_cell_23 2 0.000
#> Gad2_tdTpositive_cell_25 2 0.000
#> Gad2_tdTpositive_cell_26 2 0.000
#> Gad2_tdTpositive_cell_27 2 0.000
#> Gad2_tdTpositive_cell_28 2 0.000
#> Gad2_tdTpositive_cell_31 2 0.000
#> Gad2_tdTpositive_cell_32 2 0.000
#> Gad2_tdTpositive_cell_34 2 0.000
#> Gad2_tdTpositive_cell_36 2 0.000
#> Gad2_tdTpositive_cell_37 1 0.000
#> Gad2_tdTpositive_cell_43 1 0.000
#> Gad2_tdTpositive_cell_47 1 0.000
#> Gad2_tdTpositive_cell_48 1 1.000
#> Gad2_tdTpositive_cell_55 1 0.000
#> Gad2_tdTpositive_cell_56 2 0.000
#> Gad2_tdTpositive_cell_57 1 0.000
#> Gad2_tdTpositive_cell_58 1 0.000
#> Gad2_tdTpositive_cell_60 2 0.000
#> Gad2_tdTpositive_cell_61 2 0.000
#> Gad2_tdTpositive_cell_62 2 0.000
#> Gad2_tdTpositive_cell_63 2 0.000
#> Gad2_tdTpositive_cell_64 1 0.751
#> Gad2_tdTpositive_cell_65 2 0.000
#> Gad2_tdTpositive_cell_67 1 0.000
#> Gad2_tdTpositive_cell_68 1 0.751
#> Gad2_tdTpositive_cell_70 1 1.000
#> Gad2_tdTpositive_cell_71 1 0.000
#> Gad2_tdTpositive_cell_72 2 0.000
#> Gad2_tdTpositive_cell_73 2 0.000
#> Gad2_tdTpositive_cell_74 1 0.000
#> Gad2_tdTpositive_cell_75 1 0.000
#> Gad2_tdTpositive_cell_76 1 1.000
#> Htr3a_tdTpositive_cell_1 2 0.000
#> Htr3a_tdTpositive_cell_2 2 0.000
#> Htr3a_tdTpositive_cell_3 2 0.000
#> Htr3a_tdTpositive_cell_4 2 0.000
#> Htr3a_tdTpositive_cell_5 2 0.000
#> Htr3a_tdTpositive_cell_6 2 0.000
#> Htr3a_tdTpositive_cell_7 2 0.000
#> Htr3a_tdTpositive_cell_8 2 0.000
#> Htr3a_tdTpositive_cell_9 2 0.000
#> Htr3a_tdTpositive_cell_10 2 0.000
#> Htr3a_tdTpositive_cell_11 2 0.000
#> Htr3a_tdTpositive_cell_12 2 0.000
#> Htr3a_tdTpositive_cell_15 2 0.000
#> Htr3a_tdTpositive_cell_16 1 0.502
#> Htr3a_tdTpositive_cell_17 2 0.000
#> Htr3a_tdTpositive_cell_18 2 0.000
#> Htr3a_tdTpositive_cell_19 2 0.000
#> Htr3a_tdTpositive_cell_22 2 0.000
#> Htr3a_tdTpositive_cell_23 2 0.000
#> Htr3a_tdTpositive_cell_24 2 0.000
#> Htr3a_tdTpositive_cell_25 2 0.000
#> Htr3a_tdTpositive_cell_26 2 0.000
#> Htr3a_tdTpositive_cell_28 2 0.000
#> Htr3a_tdTpositive_cell_30 2 0.000
#> Htr3a_tdTpositive_cell_32 1 0.502
#> Htr3a_tdTpositive_cell_33 2 0.000
#> Htr3a_tdTpositive_cell_34 2 0.000
#> Htr3a_tdTpositive_cell_36 2 0.000
#> Htr3a_tdTpositive_cell_37 2 0.000
#> Htr3a_tdTpositive_cell_38 2 0.000
#> Htr3a_tdTpositive_cell_41 2 0.000
#> Htr3a_tdTpositive_cell_42 2 0.000
#> Htr3a_tdTpositive_cell_43 2 0.000
#> Htr3a_tdTpositive_cell_44 2 0.000
#> Htr3a_tdTpositive_cell_45 1 0.000
#> Htr3a_tdTpositive_cell_46 2 0.000
#> Htr3a_tdTpositive_cell_47 2 0.000
#> Htr3a_tdTpositive_cell_49 2 0.000
#> Htr3a_tdTpositive_cell_50 2 0.000
#> Htr3a_tdTpositive_cell_51 2 0.000
#> Htr3a_tdTpositive_cell_52 2 0.000
#> Htr3a_tdTpositive_cell_53 1 0.000
#> Htr3a_tdTpositive_cell_54 2 0.000
#> Htr3a_tdTpositive_cell_60 2 0.000
#> Htr3a_tdTpositive_cell_61 2 0.000
#> Htr3a_tdTpositive_cell_62 2 0.000
#> Htr3a_tdTpositive_cell_63 2 0.000
#> Htr3a_tdTpositive_cell_64 2 0.000
#> Htr3a_tdTpositive_cell_65 2 0.000
#> Htr3a_tdTpositive_cell_67 2 0.000
#> Htr3a_tdTpositive_cell_68 2 0.000
#> Htr3a_tdTpositive_cell_69 2 0.000
#> Htr3a_tdTpositive_cell_70 2 0.000
#> Htr3a_tdTpositive_cell_73 2 0.000
#> Htr3a_tdTpositive_cell_74 2 0.000
#> Htr3a_tdTpositive_cell_75 2 0.000
#> Htr3a_tdTpositive_cell_76 2 0.000
#> Htr3a_tdTpositive_cell_77 2 0.000
#> Htr3a_tdTpositive_cell_78 1 0.000
#> Htr3a_tdTpositive_cell_80 1 1.000
#> Htr3a_tdTpositive_cell_82 1 0.751
#> Htr3a_tdTpositive_cell_83 2 0.000
#> Htr3a_tdTpositive_cell_84 2 0.000
#> Htr3a_tdTpositive_cell_85 2 1.000
#> Htr3a_tdTpositive_cell_87 2 0.000
#> Htr3a_tdTpositive_cell_88 2 0.000
#> Htr3a_tdTpositive_cell_89 2 0.000
#> Htr3a_tdTpositive_cell_90 2 0.000
#> Htr3a_tdTpositive_cell_91 2 0.000
#> Htr3a_tdTpositive_cell_94 1 1.000
#> Htr3a_tdTpositive_cell_102 2 0.000
#> Htr3a_tdTpositive_cell_103 2 0.249
#> Htr3a_tdTpositive_cell_112 2 0.000
#> Htr3a_tdTpositive_cell_115 1 0.502
#> Htr3a_tdTpositive_cell_118 2 0.000
#> Htr3a_tdTpositive_cell_119 1 0.000
#> Htr3a_tdTpositive_cell_122 2 0.000
#> Ndnf_tdTpositive_cell_13 1 1.000
#> Ndnf_tdTpositive_cell_14 1 1.000
#> Ndnf_tdTpositive_cell_15 2 0.000
#> Ndnf_tdTpositive_cell_16 1 0.502
#> Ndnf_tdTpositive_cell_17 2 0.000
#> Ndnf_tdTpositive_cell_18 2 0.000
#> Ndnf_tdTpositive_cell_19 2 0.000
#> Ndnf_tdTnegative_cell_2 2 0.000
#> Ndnf_tdTnegative_cell_12 2 0.000
#> Nkx2-1_tdTpositive_cell_1 1 0.000
#> Nkx2-1_tdTpositive_cell_2 1 0.000
#> Nkx2-1_tdTpositive_cell_3 1 0.000
#> Nkx2-1_tdTpositive_cell_4 1 0.249
#> Nkx2-1_tdTpositive_cell_5 1 1.000
#> Nkx2-1_tdTpositive_cell_6 1 0.000
#> Nkx2-1_tdTpositive_cell_7 1 0.000
#> Nkx2-1_tdTpositive_cell_8 1 0.751
#> Nkx2-1_tdTpositive_cell_9 1 0.000
#> Nkx2-1_tdTpositive_cell_10 2 1.000
#> Nkx2-1_tdTpositive_cell_11 1 0.000
#> Nkx2-1_tdTpositive_cell_12 1 0.000
#> Nkx2-1_tdTpositive_cell_13 1 0.000
#> Nkx2-1_tdTpositive_cell_14 1 1.000
#> Nkx2-1_tdTpositive_cell_15 1 0.000
#> Nkx2-1_tdTpositive_cell_16 1 0.000
#> Nkx2-1_tdTpositive_cell_17 1 0.000
#> Nkx2-1_tdTpositive_cell_18 1 0.000
#> Nkx2-1_tdTpositive_cell_19 1 0.000
#> Nkx2-1_tdTpositive_cell_20 1 0.000
#> Nos1_tdTpositive_cell_2 2 0.000
#> Nos1_tdTpositive_cell_4 2 0.000
#> Nos1_tdTpositive_cell_5 2 0.000
#> Nos1_tdTpositive_cell_6 1 0.000
#> Nos1_tdTpositive_cell_7 2 0.000
#> Nos1_tdTpositive_cell_8 2 0.000
#> Nos1_tdTpositive_cell_9 2 0.000
#> Nos1_tdTpositive_cell_10 1 1.000
#> Nos1_tdTpositive_cell_11 2 0.000
#> Nos1_tdTpositive_cell_12 2 0.000
#> Nos1_tdTpositive_cell_13 2 0.000
#> Nos1_tdTpositive_cell_14 2 0.000
#> Nos1_tdTpositive_cell_15 2 0.000
#> Nos1_tdTpositive_cell_16 2 0.000
#> Nos1_tdTpositive_cell_17 2 0.253
#> Nos1_tdTpositive_cell_18 2 0.249
#> Nos1_tdTpositive_cell_19 2 0.000
#> Nos1_tdTpositive_cell_20 2 1.000
#> Nos1_tdTpositive_cell_21 1 0.000
#> Nos1_tdTpositive_cell_22 1 0.000
#> Nos1_tdTpositive_cell_24 1 0.000
#> Nos1_tdTpositive_cell_25 1 0.498
#> Nos1_tdTpositive_cell_29 2 0.253
#> Nos1_tdTpositive_cell_31 2 0.000
#> Nos1_tdTpositive_cell_32 1 0.747
#> Nos1_tdTpositive_cell_35 2 0.000
#> Nos1_tdTpositive_cell_36 2 0.000
#> Nos1_tdTpositive_cell_39 2 0.000
#> Nos1_tdTpositive_cell_40 2 0.000
#> Nos1_tdTpositive_cell_41 2 0.000
#> Nos1_tdTpositive_cell_44 2 0.000
#> Nos1_tdTpositive_cell_45 2 0.000
#> Nos1_tdTpositive_cell_47 2 0.000
#> Nos1_tdTpositive_cell_48 1 1.000
#> Nos1_tdTpositive_cell_50 1 0.747
#> Nos1_tdTpositive_cell_52 2 0.253
#> Nos1_tdTpositive_cell_53 2 0.000
#> Nos1_tdTpositive_cell_55 2 0.000
#> Nos1_tdTpositive_cell_56 2 0.000
#> Nos1_tdTpositive_cell_57 2 0.000
#> Nos1_tdTpositive_cell_58 2 0.000
#> Nos1_tdTpositive_cell_60 2 0.000
#> Nos1_tdTpositive_cell_62 2 0.253
#> Nos1_tdTpositive_cell_63 2 0.000
#> Nos1_tdTpositive_cell_64 2 0.498
#> Nos1_tdTpositive_cell_67 2 0.000
#> Nos1_tdTpositive_cell_68 2 0.249
#> Nos1_tdTpositive_cell_69 2 0.000
#> Nos1_tdTpositive_cell_70 2 0.000
#> Ntsr1_tdTpositive_cell_20 2 0.000
#> Ntsr1_tdTnegative_cell_54 1 0.000
#> Ntsr1_tdTnegative_cell_55 2 0.000
#> Pvalb_tdTpositive_cell_1 1 0.000
#> Pvalb_tdTpositive_cell_2 1 0.000
#> Pvalb_tdTpositive_cell_3 1 0.000
#> Pvalb_tdTpositive_cell_4 1 0.000
#> Pvalb_tdTpositive_cell_5 1 0.000
#> Pvalb_tdTpositive_cell_6 1 0.000
#> Pvalb_tdTpositive_cell_7 1 0.000
#> Pvalb_tdTpositive_cell_8 1 0.000
#> Pvalb_tdTpositive_cell_9 1 0.000
#> Pvalb_tdTpositive_cell_10 1 0.000
#> Pvalb_tdTpositive_cell_11 1 0.000
#> Pvalb_tdTpositive_cell_12 1 0.000
#> Pvalb_tdTpositive_cell_13 1 0.000
#> Pvalb_tdTpositive_cell_14 1 0.000
#> Pvalb_tdTpositive_cell_16 1 0.000
#> Pvalb_tdTpositive_cell_17 1 0.000
#> Pvalb_tdTpositive_cell_18 1 0.000
#> Pvalb_tdTpositive_cell_19 1 0.000
#> Pvalb_tdTpositive_cell_20 1 0.000
#> Pvalb_tdTpositive_cell_21 1 0.000
#> Pvalb_tdTpositive_cell_22 1 0.000
#> Pvalb_tdTpositive_cell_23 1 0.000
#> Pvalb_tdTpositive_cell_24 1 0.000
#> Pvalb_tdTpositive_cell_25 1 0.000
#> Pvalb_tdTpositive_cell_26 1 0.000
#> Pvalb_tdTpositive_cell_27 1 0.000
#> Pvalb_tdTpositive_cell_28 1 0.000
#> Pvalb_tdTpositive_cell_29 1 0.000
#> Pvalb_tdTpositive_cell_30 1 0.000
#> Pvalb_tdTpositive_cell_32 1 0.000
#> Pvalb_tdTpositive_cell_33 1 0.000
#> Pvalb_tdTpositive_cell_34 1 0.000
#> Pvalb_tdTpositive_cell_35 1 0.000
#> Pvalb_tdTpositive_cell_36 1 0.000
#> Pvalb_tdTpositive_cell_37 1 0.000
#> Pvalb_tdTpositive_cell_38 1 0.000
#> Pvalb_tdTpositive_cell_39 1 0.000
#> Pvalb_tdTpositive_cell_40 1 0.000
#> Pvalb_tdTpositive_cell_41 1 0.000
#> Pvalb_tdTpositive_cell_42 1 0.000
#> Pvalb_tdTpositive_cell_43 1 0.000
#> Pvalb_tdTpositive_cell_44 1 0.000
#> Pvalb_tdTpositive_cell_46 1 0.000
#> Pvalb_tdTpositive_cell_47 1 0.000
#> Pvalb_tdTpositive_cell_48 1 0.000
#> Pvalb_tdTpositive_cell_49 2 0.502
#> Pvalb_tdTpositive_cell_50 2 0.249
#> Pvalb_tdTpositive_cell_51 2 0.502
#> Pvalb_tdTpositive_cell_52 2 0.000
#> Pvalb_tdTpositive_cell_53 2 1.000
#> Pvalb_tdTpositive_cell_54 2 0.249
#> Pvalb_tdTpositive_cell_55 2 1.000
#> Pvalb_tdTpositive_cell_56 1 0.000
#> Pvalb_tdTpositive_cell_57 2 1.000
#> Pvalb_tdTpositive_cell_58 2 0.751
#> Pvalb_tdTpositive_cell_59 2 0.751
#> Pvalb_tdTpositive_cell_60 1 0.000
#> Pvalb_tdTpositive_cell_61 2 1.000
#> Pvalb_tdTpositive_cell_62 2 1.000
#> Pvalb_tdTpositive_cell_63 2 0.000
#> Pvalb_tdTpositive_cell_64 2 0.751
#> Pvalb_tdTpositive_cell_65 1 0.000
#> Pvalb_tdTpositive_cell_66 1 0.000
#> Pvalb_tdTpositive_cell_67 1 0.000
#> Pvalb_tdTpositive_cell_68 1 0.000
#> Pvalb_tdTpositive_cell_69 1 0.000
#> Pvalb_tdTpositive_cell_70 1 0.000
#> Pvalb_tdTpositive_cell_71 1 0.000
#> Pvalb_tdTpositive_cell_72 1 0.000
#> Pvalb_tdTpositive_cell_73 1 0.000
#> Pvalb_tdTpositive_cell_74 2 1.000
#> Pvalb_tdTpositive_cell_75 2 1.000
#> Pvalb_tdTpositive_cell_76 2 1.000
#> Pvalb_tdTpositive_cell_77 2 0.249
#> Pvalb_tdTpositive_cell_78 2 1.000
#> Pvalb_tdTpositive_cell_79 2 0.502
#> Pvalb_tdTpositive_cell_80 2 1.000
#> Pvalb_tdTpositive_cell_82 2 0.253
#> Pvalb_tdTpositive_cell_83 1 0.000
#> Pvalb_tdTpositive_cell_84 2 0.751
#> Pvalb_tdTpositive_cell_85 2 1.000
#> Pvalb_tdTpositive_cell_86 2 0.000
#> Pvalb_tdTpositive_cell_87 1 0.000
#> Pvalb_tdTpositive_cell_88 1 0.000
#> Pvalb_tdTpositive_cell_89 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_1 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_2 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_3 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_4 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_5 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_6 2 0.498
#> PvalbD-Slc32a1_tdTpositive_cell_7 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_8 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_9 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_10 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_11 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_12 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_13 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_14 1 0.253
#> PvalbD-Slc32a1_tdTpositive_cell_15 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_16 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_17 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_18 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_19 2 0.751
#> PvalbD-Slc32a1_tdTpositive_cell_20 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_21 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_22 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_23 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_24 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_25 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_26 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_27 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_28 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_30 2 0.751
#> PvalbD-Slc32a1_tdTpositive_cell_31 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_32 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_33 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_34 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_35 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_36 2 0.249
#> PvalbD-Slc32a1_tdTpositive_cell_37 2 0.747
#> PvalbD-Slc32a1_tdTpositive_cell_38 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_39 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_40 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_41 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_42 1 0.249
#> PvalbD-Slc32a1_tdTpositive_cell_43 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_44 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_1 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_2 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_3 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_4 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_5 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_6 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_7 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_8 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_9 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_10 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_11 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_12 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_13 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_14 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_15 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_16 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_17 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_18 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_19 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_20 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_21 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_22 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_23 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_24 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_25 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_26 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_27 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_28 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_29 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_30 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_32 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_33 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_34 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_35 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_36 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_37 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_38 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_39 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_40 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_41 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_42 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_43 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_44 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_45 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_46 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_47 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_48 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_49 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_50 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_51 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_52 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_53 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_54 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_55 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_56 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_57 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_58 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_59 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_60 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_61 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_62 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_63 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_64 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_65 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_66 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_67 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_68 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_69 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_70 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_71 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_72 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_73 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_74 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_75 2 0.751
#> PvalbF-Gad2_tdTpositive_cell_76 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_77 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_78 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_79 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_80 2 0.498
#> PvalbF-Gad2_tdTpositive_cell_81 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_82 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_83 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_84 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_85 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_86 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_87 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_88 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_89 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_90 2 0.498
#> PvalbF-Gad2_tdTpositive_cell_91 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_92 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_93 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_94 2 0.498
#> Rbp4_tdTpositive_cell_51 2 1.000
#> Rbp4_tdTpositive_cell_126 2 0.249
#> Sst_tdTpositive_cell_1 2 0.000
#> Sst_tdTpositive_cell_2 2 0.000
#> Sst_tdTpositive_cell_3 2 0.000
#> Sst_tdTpositive_cell_4 1 1.000
#> Sst_tdTpositive_cell_5 1 0.000
#> Sst_tdTpositive_cell_6 2 0.000
#> Sst_tdTpositive_cell_7 2 0.000
#> Sst_tdTpositive_cell_8 2 0.000
#> Sst_tdTpositive_cell_9 1 0.502
#> Sst_tdTpositive_cell_10 2 0.502
#> Sst_tdTpositive_cell_11 1 0.751
#> Sst_tdTpositive_cell_12 2 0.253
#> Sst_tdTpositive_cell_14 2 0.000
#> Sst_tdTpositive_cell_15 2 0.000
#> Sst_tdTpositive_cell_17 2 0.000
#> Sst_tdTpositive_cell_18 2 0.000
#> Sst_tdTpositive_cell_21 2 0.000
#> Sst_tdTpositive_cell_22 2 0.000
#> Sst_tdTpositive_cell_23 2 0.000
#> Sst_tdTpositive_cell_24 2 0.000
#> Sst_tdTpositive_cell_25 2 0.000
#> Sst_tdTpositive_cell_26 1 0.249
#> Sst_tdTpositive_cell_27 2 0.000
#> Sst_tdTpositive_cell_28 2 0.000
#> Sst_tdTpositive_cell_29 2 0.249
#> Sst_tdTpositive_cell_30 2 0.000
#> Sst_tdTpositive_cell_31 1 0.000
#> Sst_tdTpositive_cell_32 1 0.751
#> Sst_tdTpositive_cell_33 2 0.000
#> Sst_tdTpositive_cell_34 2 0.000
#> Sst_tdTpositive_cell_35 2 0.000
#> Sst_tdTpositive_cell_36 1 0.000
#> Sst_tdTpositive_cell_37 2 0.000
#> Sst_tdTpositive_cell_38 2 0.000
#> Sst_tdTpositive_cell_39 1 1.000
#> Sst_tdTpositive_cell_40 1 0.747
#> Sst_tdTpositive_cell_41 1 1.000
#> Sst_tdTpositive_cell_42 2 0.000
#> Sst_tdTpositive_cell_43 2 0.000
#> Sst_tdTpositive_cell_44 1 0.498
#> Sst_tdTpositive_cell_47 2 0.000
#> Sst_tdTpositive_cell_48 1 1.000
#> Sst_tdTpositive_cell_49 1 0.502
#> Sst_tdTpositive_cell_50 2 0.000
#> Sst_tdTpositive_cell_51 1 0.249
#> Sst_tdTpositive_cell_52 1 0.000
#> Sst_tdTpositive_cell_53 1 0.000
#> Sst_tdTpositive_cell_54 2 0.249
#> Sst_tdTpositive_cell_55 2 0.000
#> Sst_tdTpositive_cell_56 1 0.000
#> Sst_tdTpositive_cell_57 1 0.000
#> Sst_tdTpositive_cell_59 1 0.747
#> Sst_tdTpositive_cell_60 1 0.498
#> Sst_tdTpositive_cell_61 1 0.000
#> Sst_tdTpositive_cell_62 1 1.000
#> Sst_tdTpositive_cell_63 1 0.249
#> Sst_tdTpositive_cell_64 2 0.000
#> Sst_tdTpositive_cell_65 1 0.498
#> Sst_tdTpositive_cell_66 1 0.000
#> Sst_tdTpositive_cell_67 1 1.000
#> Sst_tdTpositive_cell_68 1 0.249
#> Sst_tdTpositive_cell_69 1 0.502
#> Sst_tdTpositive_cell_70 1 0.000
#> Sst_tdTpositive_cell_71 2 0.000
#> Sst_tdTpositive_cell_72 1 1.000
#> Sst_tdTpositive_cell_73 1 0.751
#> Sst_tdTpositive_cell_74 1 0.000
#> Sst_tdTpositive_cell_75 1 1.000
#> Sst_tdTpositive_cell_76 2 1.000
#> Sst_tdTpositive_cell_77 2 0.000
#> Sst_tdTpositive_cell_78 2 1.000
#> Sst_tdTpositive_cell_79 2 0.000
#> Sst_tdTpositive_cell_80 1 0.000
#> Sst_tdTpositive_cell_81 2 0.000
#> Sst_tdTpositive_cell_82 2 0.000
#> Sst_tdTpositive_cell_83 1 0.747
#> Sst_tdTpositive_cell_84 2 0.000
#> Sst_tdTpositive_cell_85 1 0.000
#> Sst_tdTpositive_cell_86 1 0.000
#> Sst_tdTpositive_cell_87 2 1.000
#> Sst_tdTpositive_cell_88 1 0.747
#> Sst_tdTpositive_cell_89 1 1.000
#> Sst_tdTpositive_cell_90 1 0.249
#> Sst_tdTpositive_cell_91 1 0.000
#> Sst_tdTpositive_cell_92 1 0.000
#> Sst_tdTpositive_cell_93 1 0.498
#> Sst_tdTpositive_cell_94 1 0.000
#> Sst_tdTpositive_cell_95 2 0.000
#> Sst_tdTpositive_cell_96 1 0.249
#> Sst_tdTpositive_cell_97 1 1.000
#> Sst_tdTpositive_cell_98 1 0.498
#> Sst_tdTpositive_cell_99 1 1.000
#> Sst_tdTpositive_cell_100 2 0.000
#> Sst_tdTpositive_cell_101 2 0.000
#> Sst_tdTpositive_cell_102 2 0.000
#> Sst_tdTpositive_cell_103 2 0.000
#> Sst_tdTpositive_cell_104 2 0.000
#> Sst_tdTpositive_cell_105 2 0.751
#> Sst_tdTpositive_cell_106 1 0.000
#> Sst_tdTpositive_cell_107 1 0.000
#> Tac2_tdTpositive_cell_1 1 0.000
#> Tac2_tdTpositive_cell_4 1 0.000
#> Tac2_tdTpositive_cell_5 1 0.000
#> Tac2_tdTpositive_cell_6 1 0.000
#> Tac2_tdTpositive_cell_7 1 0.000
#> Tac2_tdTpositive_cell_8 1 0.000
#> Vip_tdTpositive_cell_7 2 0.000
#> Vip_tdTpositive_cell_15 2 0.000
#> Vip_tdTpositive_cell_17 1 1.000
#> Vip_tdTpositive_cell_23 2 0.000
#> Vip_tdTpositive_cell_27 2 0.000
#> Vip_tdTpositive_cell_28 2 0.000
#> Vip_tdTpositive_cell_31 2 0.000
#> Vip_tdTpositive_cell_38 2 0.000
#> Vip_tdTpositive_cell_39 2 0.498
#> Vip_tdTpositive_cell_40 2 0.249
#> Vip_tdTpositive_cell_41 2 0.000
#> Vip_tdTpositive_cell_42 2 0.000
#> Vip_tdTpositive_cell_45 2 0.000
#> Vip_tdTpositive_cell_47 2 0.000
#> Vip_tdTpositive_cell_48 2 0.000
#> Vip_tdTpositive_cell_51 2 0.000
#> Vip_tdTpositive_cell_53 2 0.000
#> Vip_tdTpositive_cell_57 1 0.000
#> Vip_tdTpositive_cell_59 2 0.000
#> Vip_tdTpositive_cell_65 1 1.000
#> Vip_tdTpositive_cell_66 2 0.000
get_classes(res, k = 3)
#> class p
#> Calb2_tdTpositive_cell_1 2 0.000
#> Calb2_tdTpositive_cell_4 2 1.000
#> Calb2_tdTpositive_cell_5 2 1.000
#> Calb2_tdTpositive_cell_11 1 0.000
#> Calb2_tdTpositive_cell_13 2 1.000
#> Calb2_tdTpositive_cell_15 2 1.000
#> Calb2_tdTpositive_cell_16 2 0.000
#> Calb2_tdTpositive_cell_17 3 0.000
#> Calb2_tdTpositive_cell_22 3 0.000
#> Calb2_tdTpositive_cell_34 3 0.000
#> Calb2_tdTpositive_cell_37 3 0.000
#> Calb2_tdTpositive_cell_38 3 0.000
#> Calb2_tdTpositive_cell_43 3 0.000
#> Calb2_tdTpositive_cell_44 3 0.000
#> Calb2_tdTpositive_cell_49 3 0.000
#> Calb2_tdTpositive_cell_52 3 0.000
#> Calb2_tdTpositive_cell_54 3 0.000
#> Calb2_tdTpositive_cell_59 3 0.000
#> Chat_tdTpositive_cell_3 3 0.000
#> Chrna2_tdTpositive_cell_4 1 1.000
#> Chrna2_tdTpositive_cell_6 1 0.000
#> Chrna2_tdTpositive_cell_7 3 0.000
#> Chrna2_tdTpositive_cell_9 3 0.000
#> Chrna2_tdTpositive_cell_10 3 0.000
#> Chrna2_tdTpositive_cell_11 1 0.000
#> Chrna2_tdTpositive_cell_12 3 0.000
#> Chrna2_tdTpositive_cell_13 1 0.000
#> Chrna2_tdTpositive_cell_14 2 0.000
#> Chrna2_tdTpositive_cell_15 2 0.000
#> Chrna2_tdTpositive_cell_16 3 0.000
#> Chrna2_tdTpositive_cell_17 3 0.249
#> Chrna2_tdTpositive_cell_19 2 0.498
#> Chrna2_tdTpositive_cell_20 3 0.000
#> Chrna2_tdTpositive_cell_21 2 0.000
#> Chrna2_tdTpositive_cell_23 3 0.000
#> Chrna2_tdTpositive_cell_25 2 0.000
#> Chrna2_tdTpositive_cell_26 2 0.000
#> Chrna2_tdTpositive_cell_27 3 0.000
#> Chrna2_tdTpositive_cell_28 3 0.000
#> Chrna2_tdTpositive_cell_29 1 1.000
#> Chrna2_tdTpositive_cell_30 3 0.000
#> Chrna2_tdTpositive_cell_33 2 0.498
#> Chrna2_tdTpositive_cell_34 1 0.000
#> Chrna2_tdTpositive_cell_35 3 0.000
#> Chrna2_tdTpositive_cell_36 3 0.747
#> Chrna2_tdTpositive_cell_37 2 0.000
#> Chrna2_tdTpositive_cell_39 3 1.000
#> Chrna2_tdTpositive_cell_40 1 1.000
#> Chrna2_tdTpositive_cell_42 3 1.000
#> Chrna2_tdTpositive_cell_43 2 0.000
#> Chrna2_tdTpositive_cell_44 3 0.000
#> Chrna2_tdTpositive_cell_45 2 0.000
#> Chrna2_tdTpositive_cell_46 3 0.000
#> Chrna2_tdTpositive_cell_47 1 0.498
#> Chrna2_tdTpositive_cell_48 2 0.000
#> Chrna2_tdTpositive_cell_49 2 0.000
#> Chrna2_tdTpositive_cell_50 2 0.000
#> Chrna2_tdTpositive_cell_52 2 0.000
#> Chrna2_tdTpositive_cell_53 2 0.000
#> Chrna2_tdTpositive_cell_54 2 0.000
#> Chrna2_tdTpositive_cell_55 1 0.000
#> Chrna2_tdTpositive_cell_56 2 0.000
#> Chrna2_tdTpositive_cell_57 3 0.751
#> Chrna2_tdTpositive_cell_59 2 1.000
#> Chrna2_tdTpositive_cell_60 2 1.000
#> Chrna2_tdTpositive_cell_61 2 0.751
#> Chrna2_tdTpositive_cell_62 1 0.000
#> Chrna2_tdTpositive_cell_64 2 0.502
#> Chrna2_tdTpositive_cell_65 3 0.502
#> Chrna2_tdTpositive_cell_66 3 0.000
#> Chrna2_tdTpositive_cell_70 3 0.000
#> Chrna2_tdTpositive_cell_76 3 0.000
#> Chrna2_tdTpositive_cell_77 2 1.000
#> Chrna2_tdTpositive_cell_78 3 0.000
#> Chrna2_tdTpositive_cell_79 3 0.000
#> Chrna2_tdTpositive_cell_80 3 0.000
#> Chrna2_tdTpositive_cell_81 3 0.000
#> Chrna2_tdTpositive_cell_83 3 0.000
#> Chrna2_tdTpositive_cell_84 1 0.249
#> Cux2_tdTpositive_cell_63 2 0.751
#> Cux2_tdTpositive_cell_72 3 0.000
#> Cux2_tdTpositive_cell_87 3 0.000
#> Cux2_tdTpositive_cell_98 3 0.000
#> Cux2_tdTnegative_cell_9 1 0.000
#> Gad2_tdTpositive_cell_1 3 0.000
#> Gad2_tdTpositive_cell_2 3 0.000
#> Gad2_tdTpositive_cell_3 3 0.000
#> Gad2_tdTpositive_cell_4 1 0.000
#> Gad2_tdTpositive_cell_5 3 0.000
#> Gad2_tdTpositive_cell_6 3 0.000
#> Gad2_tdTpositive_cell_7 2 0.000
#> Gad2_tdTpositive_cell_8 2 1.000
#> Gad2_tdTpositive_cell_9 3 1.000
#> Gad2_tdTpositive_cell_10 3 0.253
#> Gad2_tdTpositive_cell_11 2 0.000
#> Gad2_tdTpositive_cell_13 1 0.000
#> Gad2_tdTpositive_cell_17 3 0.000
#> Gad2_tdTpositive_cell_18 2 0.000
#> Gad2_tdTpositive_cell_19 3 0.000
#> Gad2_tdTpositive_cell_20 2 0.000
#> Gad2_tdTpositive_cell_21 2 1.000
#> Gad2_tdTpositive_cell_22 2 0.000
#> Gad2_tdTpositive_cell_23 2 1.000
#> Gad2_tdTpositive_cell_25 2 1.000
#> Gad2_tdTpositive_cell_26 2 0.000
#> Gad2_tdTpositive_cell_27 2 0.000
#> Gad2_tdTpositive_cell_28 2 0.000
#> Gad2_tdTpositive_cell_31 3 0.000
#> Gad2_tdTpositive_cell_32 3 0.000
#> Gad2_tdTpositive_cell_34 3 0.000
#> Gad2_tdTpositive_cell_36 3 0.000
#> Gad2_tdTpositive_cell_37 3 0.000
#> Gad2_tdTpositive_cell_43 1 0.000
#> Gad2_tdTpositive_cell_47 1 0.000
#> Gad2_tdTpositive_cell_48 3 0.000
#> Gad2_tdTpositive_cell_55 1 0.000
#> Gad2_tdTpositive_cell_56 3 0.000
#> Gad2_tdTpositive_cell_57 1 0.000
#> Gad2_tdTpositive_cell_58 1 0.000
#> Gad2_tdTpositive_cell_60 2 1.000
#> Gad2_tdTpositive_cell_61 2 0.000
#> Gad2_tdTpositive_cell_62 3 0.000
#> Gad2_tdTpositive_cell_63 2 1.000
#> Gad2_tdTpositive_cell_64 3 0.000
#> Gad2_tdTpositive_cell_65 2 0.000
#> Gad2_tdTpositive_cell_67 3 0.502
#> Gad2_tdTpositive_cell_68 3 0.000
#> Gad2_tdTpositive_cell_70 3 0.000
#> Gad2_tdTpositive_cell_71 1 0.000
#> Gad2_tdTpositive_cell_72 3 0.000
#> Gad2_tdTpositive_cell_73 3 0.000
#> Gad2_tdTpositive_cell_74 1 0.000
#> Gad2_tdTpositive_cell_75 2 1.000
#> Gad2_tdTpositive_cell_76 3 0.000
#> Htr3a_tdTpositive_cell_1 2 0.000
#> Htr3a_tdTpositive_cell_2 3 0.000
#> Htr3a_tdTpositive_cell_3 3 0.000
#> Htr3a_tdTpositive_cell_4 3 0.000
#> Htr3a_tdTpositive_cell_5 3 0.000
#> Htr3a_tdTpositive_cell_6 3 0.000
#> Htr3a_tdTpositive_cell_7 3 0.000
#> Htr3a_tdTpositive_cell_8 3 0.000
#> Htr3a_tdTpositive_cell_9 3 0.000
#> Htr3a_tdTpositive_cell_10 3 0.000
#> Htr3a_tdTpositive_cell_11 3 0.000
#> Htr3a_tdTpositive_cell_12 3 0.000
#> Htr3a_tdTpositive_cell_15 2 1.000
#> Htr3a_tdTpositive_cell_16 3 0.253
#> Htr3a_tdTpositive_cell_17 2 0.000
#> Htr3a_tdTpositive_cell_18 3 0.000
#> Htr3a_tdTpositive_cell_19 3 0.000
#> Htr3a_tdTpositive_cell_22 3 0.000
#> Htr3a_tdTpositive_cell_23 3 0.000
#> Htr3a_tdTpositive_cell_24 2 1.000
#> Htr3a_tdTpositive_cell_25 3 0.000
#> Htr3a_tdTpositive_cell_26 3 0.000
#> Htr3a_tdTpositive_cell_28 3 0.000
#> Htr3a_tdTpositive_cell_30 3 0.000
#> Htr3a_tdTpositive_cell_32 3 0.000
#> Htr3a_tdTpositive_cell_33 3 0.000
#> Htr3a_tdTpositive_cell_34 3 0.000
#> Htr3a_tdTpositive_cell_36 3 0.000
#> Htr3a_tdTpositive_cell_37 3 0.000
#> Htr3a_tdTpositive_cell_38 3 0.000
#> Htr3a_tdTpositive_cell_41 2 1.000
#> Htr3a_tdTpositive_cell_42 2 1.000
#> Htr3a_tdTpositive_cell_43 3 0.000
#> Htr3a_tdTpositive_cell_44 2 1.000
#> Htr3a_tdTpositive_cell_45 3 0.000
#> Htr3a_tdTpositive_cell_46 3 0.000
#> Htr3a_tdTpositive_cell_47 3 0.000
#> Htr3a_tdTpositive_cell_49 3 0.000
#> Htr3a_tdTpositive_cell_50 3 0.000
#> Htr3a_tdTpositive_cell_51 3 0.000
#> Htr3a_tdTpositive_cell_52 3 0.502
#> Htr3a_tdTpositive_cell_53 2 0.000
#> Htr3a_tdTpositive_cell_54 3 0.000
#> Htr3a_tdTpositive_cell_60 3 0.000
#> Htr3a_tdTpositive_cell_61 2 1.000
#> Htr3a_tdTpositive_cell_62 2 1.000
#> Htr3a_tdTpositive_cell_63 3 0.000
#> Htr3a_tdTpositive_cell_64 3 0.000
#> Htr3a_tdTpositive_cell_65 3 0.000
#> Htr3a_tdTpositive_cell_67 3 0.000
#> Htr3a_tdTpositive_cell_68 3 0.000
#> Htr3a_tdTpositive_cell_69 3 0.000
#> Htr3a_tdTpositive_cell_70 3 0.000
#> Htr3a_tdTpositive_cell_73 3 0.000
#> Htr3a_tdTpositive_cell_74 3 0.000
#> Htr3a_tdTpositive_cell_75 3 0.502
#> Htr3a_tdTpositive_cell_76 3 0.249
#> Htr3a_tdTpositive_cell_77 3 0.000
#> Htr3a_tdTpositive_cell_78 2 0.000
#> Htr3a_tdTpositive_cell_80 3 0.000
#> Htr3a_tdTpositive_cell_82 3 0.000
#> Htr3a_tdTpositive_cell_83 2 1.000
#> Htr3a_tdTpositive_cell_84 3 0.000
#> Htr3a_tdTpositive_cell_85 2 0.249
#> Htr3a_tdTpositive_cell_87 2 1.000
#> Htr3a_tdTpositive_cell_88 3 0.000
#> Htr3a_tdTpositive_cell_89 2 1.000
#> Htr3a_tdTpositive_cell_90 2 1.000
#> Htr3a_tdTpositive_cell_91 2 0.000
#> Htr3a_tdTpositive_cell_94 3 0.000
#> Htr3a_tdTpositive_cell_102 3 1.000
#> Htr3a_tdTpositive_cell_103 3 0.000
#> Htr3a_tdTpositive_cell_112 3 0.000
#> Htr3a_tdTpositive_cell_115 3 0.000
#> Htr3a_tdTpositive_cell_118 2 0.000
#> Htr3a_tdTpositive_cell_119 3 1.000
#> Htr3a_tdTpositive_cell_122 3 1.000
#> Ndnf_tdTpositive_cell_13 3 0.000
#> Ndnf_tdTpositive_cell_14 3 0.000
#> Ndnf_tdTpositive_cell_15 3 0.000
#> Ndnf_tdTpositive_cell_16 3 0.000
#> Ndnf_tdTpositive_cell_17 3 0.000
#> Ndnf_tdTpositive_cell_18 3 0.000
#> Ndnf_tdTpositive_cell_19 3 0.000
#> Ndnf_tdTnegative_cell_2 2 0.000
#> Ndnf_tdTnegative_cell_12 3 0.000
#> Nkx2-1_tdTpositive_cell_1 1 0.000
#> Nkx2-1_tdTpositive_cell_2 1 0.000
#> Nkx2-1_tdTpositive_cell_3 1 0.000
#> Nkx2-1_tdTpositive_cell_4 1 0.000
#> Nkx2-1_tdTpositive_cell_5 3 0.751
#> Nkx2-1_tdTpositive_cell_6 1 0.249
#> Nkx2-1_tdTpositive_cell_7 1 0.000
#> Nkx2-1_tdTpositive_cell_8 1 0.000
#> Nkx2-1_tdTpositive_cell_9 1 0.000
#> Nkx2-1_tdTpositive_cell_10 2 0.000
#> Nkx2-1_tdTpositive_cell_11 1 0.000
#> Nkx2-1_tdTpositive_cell_12 1 0.000
#> Nkx2-1_tdTpositive_cell_13 1 0.000
#> Nkx2-1_tdTpositive_cell_14 3 0.000
#> Nkx2-1_tdTpositive_cell_15 1 0.000
#> Nkx2-1_tdTpositive_cell_16 1 0.000
#> Nkx2-1_tdTpositive_cell_17 1 0.000
#> Nkx2-1_tdTpositive_cell_18 1 0.000
#> Nkx2-1_tdTpositive_cell_19 1 0.000
#> Nkx2-1_tdTpositive_cell_20 1 0.000
#> Nos1_tdTpositive_cell_2 3 0.000
#> Nos1_tdTpositive_cell_4 2 0.000
#> Nos1_tdTpositive_cell_5 3 0.000
#> Nos1_tdTpositive_cell_6 3 0.000
#> Nos1_tdTpositive_cell_7 2 0.000
#> Nos1_tdTpositive_cell_8 2 0.000
#> Nos1_tdTpositive_cell_9 2 0.000
#> Nos1_tdTpositive_cell_10 3 1.000
#> Nos1_tdTpositive_cell_11 2 0.000
#> Nos1_tdTpositive_cell_12 2 0.000
#> Nos1_tdTpositive_cell_13 2 0.000
#> Nos1_tdTpositive_cell_14 2 0.000
#> Nos1_tdTpositive_cell_15 2 0.000
#> Nos1_tdTpositive_cell_16 2 0.000
#> Nos1_tdTpositive_cell_17 2 0.249
#> Nos1_tdTpositive_cell_18 3 0.000
#> Nos1_tdTpositive_cell_19 3 0.000
#> Nos1_tdTpositive_cell_20 3 0.000
#> Nos1_tdTpositive_cell_21 3 0.000
#> Nos1_tdTpositive_cell_22 3 0.000
#> Nos1_tdTpositive_cell_24 3 0.000
#> Nos1_tdTpositive_cell_25 3 0.000
#> Nos1_tdTpositive_cell_29 2 0.000
#> Nos1_tdTpositive_cell_31 3 0.000
#> Nos1_tdTpositive_cell_32 3 0.000
#> Nos1_tdTpositive_cell_35 2 0.253
#> Nos1_tdTpositive_cell_36 3 0.000
#> Nos1_tdTpositive_cell_39 3 0.000
#> Nos1_tdTpositive_cell_40 2 0.000
#> Nos1_tdTpositive_cell_41 3 0.751
#> Nos1_tdTpositive_cell_44 3 0.000
#> Nos1_tdTpositive_cell_45 3 0.000
#> Nos1_tdTpositive_cell_47 2 0.000
#> Nos1_tdTpositive_cell_48 3 0.000
#> Nos1_tdTpositive_cell_50 3 0.000
#> Nos1_tdTpositive_cell_52 2 0.000
#> Nos1_tdTpositive_cell_53 2 0.000
#> Nos1_tdTpositive_cell_55 3 0.000
#> Nos1_tdTpositive_cell_56 2 0.000
#> Nos1_tdTpositive_cell_57 2 1.000
#> Nos1_tdTpositive_cell_58 2 0.000
#> Nos1_tdTpositive_cell_60 3 0.000
#> Nos1_tdTpositive_cell_62 3 0.000
#> Nos1_tdTpositive_cell_63 3 0.000
#> Nos1_tdTpositive_cell_64 3 0.000
#> Nos1_tdTpositive_cell_67 2 0.000
#> Nos1_tdTpositive_cell_68 2 0.000
#> Nos1_tdTpositive_cell_69 2 1.000
#> Nos1_tdTpositive_cell_70 2 0.751
#> Ntsr1_tdTpositive_cell_20 3 0.000
#> Ntsr1_tdTnegative_cell_54 3 0.000
#> Ntsr1_tdTnegative_cell_55 3 0.000
#> Pvalb_tdTpositive_cell_1 1 0.000
#> Pvalb_tdTpositive_cell_2 1 0.000
#> Pvalb_tdTpositive_cell_3 1 0.000
#> Pvalb_tdTpositive_cell_4 1 0.000
#> Pvalb_tdTpositive_cell_5 1 0.000
#> Pvalb_tdTpositive_cell_6 1 0.000
#> Pvalb_tdTpositive_cell_7 1 0.000
#> Pvalb_tdTpositive_cell_8 1 0.000
#> Pvalb_tdTpositive_cell_9 1 0.000
#> Pvalb_tdTpositive_cell_10 1 0.000
#> Pvalb_tdTpositive_cell_11 1 0.000
#> Pvalb_tdTpositive_cell_12 1 0.000
#> Pvalb_tdTpositive_cell_13 1 0.000
#> Pvalb_tdTpositive_cell_14 1 0.000
#> Pvalb_tdTpositive_cell_16 1 0.000
#> Pvalb_tdTpositive_cell_17 1 0.000
#> Pvalb_tdTpositive_cell_18 1 0.000
#> Pvalb_tdTpositive_cell_19 1 0.000
#> Pvalb_tdTpositive_cell_20 1 0.000
#> Pvalb_tdTpositive_cell_21 1 0.000
#> Pvalb_tdTpositive_cell_22 1 0.000
#> Pvalb_tdTpositive_cell_23 1 0.000
#> Pvalb_tdTpositive_cell_24 1 0.000
#> Pvalb_tdTpositive_cell_25 1 0.000
#> Pvalb_tdTpositive_cell_26 1 0.000
#> Pvalb_tdTpositive_cell_27 1 0.000
#> Pvalb_tdTpositive_cell_28 1 0.000
#> Pvalb_tdTpositive_cell_29 1 0.000
#> Pvalb_tdTpositive_cell_30 1 0.000
#> Pvalb_tdTpositive_cell_32 1 0.000
#> Pvalb_tdTpositive_cell_33 1 0.000
#> Pvalb_tdTpositive_cell_34 1 0.000
#> Pvalb_tdTpositive_cell_35 1 0.000
#> Pvalb_tdTpositive_cell_36 1 0.000
#> Pvalb_tdTpositive_cell_37 1 0.000
#> Pvalb_tdTpositive_cell_38 1 0.000
#> Pvalb_tdTpositive_cell_39 1 0.000
#> Pvalb_tdTpositive_cell_40 1 0.000
#> Pvalb_tdTpositive_cell_41 1 0.000
#> Pvalb_tdTpositive_cell_42 1 0.000
#> Pvalb_tdTpositive_cell_43 1 0.000
#> Pvalb_tdTpositive_cell_44 1 0.000
#> Pvalb_tdTpositive_cell_46 1 0.000
#> Pvalb_tdTpositive_cell_47 1 0.000
#> Pvalb_tdTpositive_cell_48 1 0.000
#> Pvalb_tdTpositive_cell_49 2 0.751
#> Pvalb_tdTpositive_cell_50 2 0.000
#> Pvalb_tdTpositive_cell_51 2 0.000
#> Pvalb_tdTpositive_cell_52 2 0.000
#> Pvalb_tdTpositive_cell_53 2 0.000
#> Pvalb_tdTpositive_cell_54 2 0.000
#> Pvalb_tdTpositive_cell_55 2 0.000
#> Pvalb_tdTpositive_cell_56 2 0.751
#> Pvalb_tdTpositive_cell_57 2 0.000
#> Pvalb_tdTpositive_cell_58 2 0.000
#> Pvalb_tdTpositive_cell_59 2 0.000
#> Pvalb_tdTpositive_cell_60 2 0.000
#> Pvalb_tdTpositive_cell_61 2 0.000
#> Pvalb_tdTpositive_cell_62 2 0.000
#> Pvalb_tdTpositive_cell_63 2 0.000
#> Pvalb_tdTpositive_cell_64 2 0.000
#> Pvalb_tdTpositive_cell_65 1 0.000
#> Pvalb_tdTpositive_cell_66 1 0.000
#> Pvalb_tdTpositive_cell_67 1 0.000
#> Pvalb_tdTpositive_cell_68 1 0.000
#> Pvalb_tdTpositive_cell_69 1 0.000
#> Pvalb_tdTpositive_cell_70 1 0.000
#> Pvalb_tdTpositive_cell_71 1 0.000
#> Pvalb_tdTpositive_cell_72 1 0.000
#> Pvalb_tdTpositive_cell_73 1 0.000
#> Pvalb_tdTpositive_cell_74 1 0.000
#> Pvalb_tdTpositive_cell_75 2 1.000
#> Pvalb_tdTpositive_cell_76 2 0.000
#> Pvalb_tdTpositive_cell_77 2 0.000
#> Pvalb_tdTpositive_cell_78 2 0.000
#> Pvalb_tdTpositive_cell_79 2 0.000
#> Pvalb_tdTpositive_cell_80 2 0.000
#> Pvalb_tdTpositive_cell_82 2 0.000
#> Pvalb_tdTpositive_cell_83 1 0.000
#> Pvalb_tdTpositive_cell_84 2 0.751
#> Pvalb_tdTpositive_cell_85 2 0.751
#> Pvalb_tdTpositive_cell_86 1 0.751
#> Pvalb_tdTpositive_cell_87 1 0.000
#> Pvalb_tdTpositive_cell_88 1 0.000
#> Pvalb_tdTpositive_cell_89 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_1 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_2 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_3 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_4 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_5 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_6 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_7 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_8 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_9 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_10 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_11 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_12 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_13 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_14 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_15 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_16 3 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_17 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_18 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_19 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_20 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_21 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_22 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_23 1 0.751
#> PvalbD-Slc32a1_tdTpositive_cell_24 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_25 1 0.502
#> PvalbD-Slc32a1_tdTpositive_cell_26 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_27 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_28 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_30 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_31 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_32 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_33 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_34 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_35 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_36 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_37 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_38 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_39 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_40 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_41 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_42 1 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_43 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_44 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_1 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_2 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_3 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_4 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_5 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_6 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_7 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_8 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_9 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_10 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_11 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_12 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_13 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_14 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_15 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_16 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_17 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_18 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_19 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_20 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_21 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_22 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_23 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_24 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_25 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_26 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_27 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_28 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_29 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_30 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_32 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_33 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_34 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_35 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_36 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_37 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_38 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_39 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_40 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_41 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_42 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_43 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_44 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_45 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_46 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_47 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_48 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_49 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_50 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_51 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_52 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_53 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_54 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_55 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_56 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_57 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_58 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_59 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_60 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_61 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_62 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_63 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_64 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_65 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_66 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_67 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_68 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_69 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_70 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_71 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_72 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_73 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_74 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_75 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_76 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_77 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_78 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_79 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_80 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_81 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_82 2 0.249
#> PvalbF-Gad2_tdTpositive_cell_83 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_84 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_85 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_86 2 1.000
#> PvalbF-Gad2_tdTpositive_cell_87 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_88 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_89 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_90 2 0.751
#> PvalbF-Gad2_tdTpositive_cell_91 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_92 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_93 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_94 2 0.000
#> Rbp4_tdTpositive_cell_51 2 0.000
#> Rbp4_tdTpositive_cell_126 3 0.249
#> Sst_tdTpositive_cell_1 3 0.000
#> Sst_tdTpositive_cell_2 3 0.000
#> Sst_tdTpositive_cell_3 3 0.000
#> Sst_tdTpositive_cell_4 3 0.000
#> Sst_tdTpositive_cell_5 3 1.000
#> Sst_tdTpositive_cell_6 2 0.502
#> Sst_tdTpositive_cell_7 2 0.000
#> Sst_tdTpositive_cell_8 2 1.000
#> Sst_tdTpositive_cell_9 3 0.000
#> Sst_tdTpositive_cell_10 3 0.249
#> Sst_tdTpositive_cell_11 3 0.000
#> Sst_tdTpositive_cell_12 2 0.502
#> Sst_tdTpositive_cell_14 2 0.498
#> Sst_tdTpositive_cell_15 3 0.000
#> Sst_tdTpositive_cell_17 3 0.000
#> Sst_tdTpositive_cell_18 2 0.000
#> Sst_tdTpositive_cell_21 2 1.000
#> Sst_tdTpositive_cell_22 3 0.000
#> Sst_tdTpositive_cell_23 3 0.000
#> Sst_tdTpositive_cell_24 2 1.000
#> Sst_tdTpositive_cell_25 3 0.000
#> Sst_tdTpositive_cell_26 3 1.000
#> Sst_tdTpositive_cell_27 3 0.000
#> Sst_tdTpositive_cell_28 2 0.000
#> Sst_tdTpositive_cell_29 2 0.000
#> Sst_tdTpositive_cell_30 2 0.000
#> Sst_tdTpositive_cell_31 2 0.751
#> Sst_tdTpositive_cell_32 3 0.000
#> Sst_tdTpositive_cell_33 3 0.000
#> Sst_tdTpositive_cell_34 2 0.000
#> Sst_tdTpositive_cell_35 3 0.000
#> Sst_tdTpositive_cell_36 3 0.000
#> Sst_tdTpositive_cell_37 3 0.000
#> Sst_tdTpositive_cell_38 3 0.000
#> Sst_tdTpositive_cell_39 3 0.000
#> Sst_tdTpositive_cell_40 3 0.000
#> Sst_tdTpositive_cell_41 3 0.000
#> Sst_tdTpositive_cell_42 3 0.000
#> Sst_tdTpositive_cell_43 3 0.000
#> Sst_tdTpositive_cell_44 3 0.000
#> Sst_tdTpositive_cell_47 3 0.000
#> Sst_tdTpositive_cell_48 3 0.000
#> Sst_tdTpositive_cell_49 3 0.000
#> Sst_tdTpositive_cell_50 3 0.000
#> Sst_tdTpositive_cell_51 3 0.000
#> Sst_tdTpositive_cell_52 3 0.000
#> Sst_tdTpositive_cell_53 1 0.249
#> Sst_tdTpositive_cell_54 3 0.000
#> Sst_tdTpositive_cell_55 2 0.000
#> Sst_tdTpositive_cell_56 1 0.000
#> Sst_tdTpositive_cell_57 1 0.000
#> Sst_tdTpositive_cell_59 3 0.000
#> Sst_tdTpositive_cell_60 3 0.000
#> Sst_tdTpositive_cell_61 3 1.000
#> Sst_tdTpositive_cell_62 3 0.000
#> Sst_tdTpositive_cell_63 3 0.000
#> Sst_tdTpositive_cell_64 3 0.000
#> Sst_tdTpositive_cell_65 3 0.000
#> Sst_tdTpositive_cell_66 1 0.000
#> Sst_tdTpositive_cell_67 3 0.000
#> Sst_tdTpositive_cell_68 3 0.502
#> Sst_tdTpositive_cell_69 3 0.000
#> Sst_tdTpositive_cell_70 1 0.000
#> Sst_tdTpositive_cell_71 2 0.000
#> Sst_tdTpositive_cell_72 3 0.000
#> Sst_tdTpositive_cell_73 3 0.000
#> Sst_tdTpositive_cell_74 3 0.000
#> Sst_tdTpositive_cell_75 3 0.000
#> Sst_tdTpositive_cell_76 2 0.000
#> Sst_tdTpositive_cell_77 2 0.000
#> Sst_tdTpositive_cell_78 2 0.000
#> Sst_tdTpositive_cell_79 2 0.000
#> Sst_tdTpositive_cell_80 3 0.000
#> Sst_tdTpositive_cell_81 2 0.751
#> Sst_tdTpositive_cell_82 3 1.000
#> Sst_tdTpositive_cell_83 2 0.000
#> Sst_tdTpositive_cell_84 2 0.000
#> Sst_tdTpositive_cell_85 3 0.000
#> Sst_tdTpositive_cell_86 3 0.000
#> Sst_tdTpositive_cell_87 3 0.000
#> Sst_tdTpositive_cell_88 3 0.000
#> Sst_tdTpositive_cell_89 3 0.000
#> Sst_tdTpositive_cell_90 3 0.000
#> Sst_tdTpositive_cell_91 3 0.000
#> Sst_tdTpositive_cell_92 3 0.000
#> Sst_tdTpositive_cell_93 3 0.000
#> Sst_tdTpositive_cell_94 1 0.000
#> Sst_tdTpositive_cell_95 3 0.000
#> Sst_tdTpositive_cell_96 3 0.498
#> Sst_tdTpositive_cell_97 3 0.000
#> Sst_tdTpositive_cell_98 3 0.000
#> Sst_tdTpositive_cell_99 3 0.000
#> Sst_tdTpositive_cell_100 2 0.000
#> Sst_tdTpositive_cell_101 2 0.000
#> Sst_tdTpositive_cell_102 2 0.000
#> Sst_tdTpositive_cell_103 2 0.000
#> Sst_tdTpositive_cell_104 2 0.000
#> Sst_tdTpositive_cell_105 2 0.000
#> Sst_tdTpositive_cell_106 1 0.000
#> Sst_tdTpositive_cell_107 3 0.000
#> Tac2_tdTpositive_cell_1 1 0.000
#> Tac2_tdTpositive_cell_4 1 0.000
#> Tac2_tdTpositive_cell_5 1 0.000
#> Tac2_tdTpositive_cell_6 1 0.000
#> Tac2_tdTpositive_cell_7 1 0.000
#> Tac2_tdTpositive_cell_8 1 1.000
#> Vip_tdTpositive_cell_7 3 0.751
#> Vip_tdTpositive_cell_15 2 1.000
#> Vip_tdTpositive_cell_17 3 0.000
#> Vip_tdTpositive_cell_23 3 0.000
#> Vip_tdTpositive_cell_27 3 0.000
#> Vip_tdTpositive_cell_28 3 0.000
#> Vip_tdTpositive_cell_31 3 0.000
#> Vip_tdTpositive_cell_38 3 0.000
#> Vip_tdTpositive_cell_39 3 0.000
#> Vip_tdTpositive_cell_40 3 0.000
#> Vip_tdTpositive_cell_41 3 0.000
#> Vip_tdTpositive_cell_42 3 0.000
#> Vip_tdTpositive_cell_45 2 1.000
#> Vip_tdTpositive_cell_47 3 0.000
#> Vip_tdTpositive_cell_48 3 0.000
#> Vip_tdTpositive_cell_51 3 0.000
#> Vip_tdTpositive_cell_53 2 0.000
#> Vip_tdTpositive_cell_57 3 0.000
#> Vip_tdTpositive_cell_59 2 1.000
#> Vip_tdTpositive_cell_65 3 0.000
#> Vip_tdTpositive_cell_66 3 0.000
get_classes(res, k = 4)
#> class p
#> Calb2_tdTpositive_cell_1 2 1.000
#> Calb2_tdTpositive_cell_4 2 1.000
#> Calb2_tdTpositive_cell_5 2 1.000
#> Calb2_tdTpositive_cell_11 1 0.502
#> Calb2_tdTpositive_cell_13 2 1.000
#> Calb2_tdTpositive_cell_15 3 1.000
#> Calb2_tdTpositive_cell_16 2 1.000
#> Calb2_tdTpositive_cell_17 3 0.000
#> Calb2_tdTpositive_cell_22 4 1.000
#> Calb2_tdTpositive_cell_34 3 0.000
#> Calb2_tdTpositive_cell_37 3 0.747
#> Calb2_tdTpositive_cell_38 3 0.000
#> Calb2_tdTpositive_cell_43 4 1.000
#> Calb2_tdTpositive_cell_44 3 0.000
#> Calb2_tdTpositive_cell_49 3 0.000
#> Calb2_tdTpositive_cell_52 3 0.000
#> Calb2_tdTpositive_cell_54 3 0.000
#> Calb2_tdTpositive_cell_59 4 0.000
#> Chat_tdTpositive_cell_3 3 0.249
#> Chrna2_tdTpositive_cell_4 4 0.000
#> Chrna2_tdTpositive_cell_6 4 1.000
#> Chrna2_tdTpositive_cell_7 4 0.000
#> Chrna2_tdTpositive_cell_9 4 0.000
#> Chrna2_tdTpositive_cell_10 4 1.000
#> Chrna2_tdTpositive_cell_11 1 0.000
#> Chrna2_tdTpositive_cell_12 4 0.000
#> Chrna2_tdTpositive_cell_13 1 0.000
#> Chrna2_tdTpositive_cell_14 2 0.000
#> Chrna2_tdTpositive_cell_15 2 0.000
#> Chrna2_tdTpositive_cell_16 2 1.000
#> Chrna2_tdTpositive_cell_17 4 0.000
#> Chrna2_tdTpositive_cell_19 2 0.000
#> Chrna2_tdTpositive_cell_20 4 0.751
#> Chrna2_tdTpositive_cell_21 2 0.000
#> Chrna2_tdTpositive_cell_23 4 0.000
#> Chrna2_tdTpositive_cell_25 2 0.000
#> Chrna2_tdTpositive_cell_26 2 0.000
#> Chrna2_tdTpositive_cell_27 4 0.000
#> Chrna2_tdTpositive_cell_28 4 0.000
#> Chrna2_tdTpositive_cell_29 4 0.000
#> Chrna2_tdTpositive_cell_30 4 0.000
#> Chrna2_tdTpositive_cell_33 2 0.000
#> Chrna2_tdTpositive_cell_34 4 0.249
#> Chrna2_tdTpositive_cell_35 4 0.000
#> Chrna2_tdTpositive_cell_36 4 0.000
#> Chrna2_tdTpositive_cell_37 2 0.000
#> Chrna2_tdTpositive_cell_39 4 0.000
#> Chrna2_tdTpositive_cell_40 4 0.000
#> Chrna2_tdTpositive_cell_42 4 0.000
#> Chrna2_tdTpositive_cell_43 2 0.000
#> Chrna2_tdTpositive_cell_44 4 0.000
#> Chrna2_tdTpositive_cell_45 2 0.000
#> Chrna2_tdTpositive_cell_46 4 0.000
#> Chrna2_tdTpositive_cell_47 4 0.000
#> Chrna2_tdTpositive_cell_48 2 0.000
#> Chrna2_tdTpositive_cell_49 2 0.000
#> Chrna2_tdTpositive_cell_50 2 0.000
#> Chrna2_tdTpositive_cell_52 2 0.000
#> Chrna2_tdTpositive_cell_53 2 0.000
#> Chrna2_tdTpositive_cell_54 2 0.000
#> Chrna2_tdTpositive_cell_55 4 1.000
#> Chrna2_tdTpositive_cell_56 2 0.000
#> Chrna2_tdTpositive_cell_57 4 0.000
#> Chrna2_tdTpositive_cell_59 2 1.000
#> Chrna2_tdTpositive_cell_60 3 1.000
#> Chrna2_tdTpositive_cell_61 2 1.000
#> Chrna2_tdTpositive_cell_62 1 0.000
#> Chrna2_tdTpositive_cell_64 2 0.253
#> Chrna2_tdTpositive_cell_65 3 1.000
#> Chrna2_tdTpositive_cell_66 4 0.000
#> Chrna2_tdTpositive_cell_70 3 0.249
#> Chrna2_tdTpositive_cell_76 4 0.498
#> Chrna2_tdTpositive_cell_77 2 0.000
#> Chrna2_tdTpositive_cell_78 4 0.000
#> Chrna2_tdTpositive_cell_79 4 1.000
#> Chrna2_tdTpositive_cell_80 4 0.000
#> Chrna2_tdTpositive_cell_81 3 0.000
#> Chrna2_tdTpositive_cell_83 4 0.000
#> Chrna2_tdTpositive_cell_84 1 0.000
#> Cux2_tdTpositive_cell_63 2 0.498
#> Cux2_tdTpositive_cell_72 4 0.000
#> Cux2_tdTpositive_cell_87 4 1.000
#> Cux2_tdTpositive_cell_98 4 0.000
#> Cux2_tdTnegative_cell_9 1 0.000
#> Gad2_tdTpositive_cell_1 3 0.000
#> Gad2_tdTpositive_cell_2 4 0.000
#> Gad2_tdTpositive_cell_3 3 0.000
#> Gad2_tdTpositive_cell_4 4 1.000
#> Gad2_tdTpositive_cell_5 3 0.000
#> Gad2_tdTpositive_cell_6 3 0.249
#> Gad2_tdTpositive_cell_7 2 0.000
#> Gad2_tdTpositive_cell_8 2 1.000
#> Gad2_tdTpositive_cell_9 3 0.249
#> Gad2_tdTpositive_cell_10 4 0.000
#> Gad2_tdTpositive_cell_11 2 0.000
#> Gad2_tdTpositive_cell_13 1 0.000
#> Gad2_tdTpositive_cell_17 4 1.000
#> Gad2_tdTpositive_cell_18 2 1.000
#> Gad2_tdTpositive_cell_19 3 0.000
#> Gad2_tdTpositive_cell_20 2 1.000
#> Gad2_tdTpositive_cell_21 3 0.502
#> Gad2_tdTpositive_cell_22 2 1.000
#> Gad2_tdTpositive_cell_23 3 0.751
#> Gad2_tdTpositive_cell_25 2 1.000
#> Gad2_tdTpositive_cell_26 2 0.751
#> Gad2_tdTpositive_cell_27 2 0.000
#> Gad2_tdTpositive_cell_28 2 0.000
#> Gad2_tdTpositive_cell_31 3 0.000
#> Gad2_tdTpositive_cell_32 3 0.000
#> Gad2_tdTpositive_cell_34 3 0.000
#> Gad2_tdTpositive_cell_36 3 0.000
#> Gad2_tdTpositive_cell_37 4 0.000
#> Gad2_tdTpositive_cell_43 1 0.000
#> Gad2_tdTpositive_cell_47 1 0.000
#> Gad2_tdTpositive_cell_48 4 0.000
#> Gad2_tdTpositive_cell_55 1 0.000
#> Gad2_tdTpositive_cell_56 3 0.000
#> Gad2_tdTpositive_cell_57 1 0.000
#> Gad2_tdTpositive_cell_58 1 1.000
#> Gad2_tdTpositive_cell_60 3 1.000
#> Gad2_tdTpositive_cell_61 2 0.000
#> Gad2_tdTpositive_cell_62 3 0.000
#> Gad2_tdTpositive_cell_63 3 0.502
#> Gad2_tdTpositive_cell_64 4 0.000
#> Gad2_tdTpositive_cell_65 2 0.000
#> Gad2_tdTpositive_cell_67 4 0.000
#> Gad2_tdTpositive_cell_68 4 0.000
#> Gad2_tdTpositive_cell_70 3 1.000
#> Gad2_tdTpositive_cell_71 4 1.000
#> Gad2_tdTpositive_cell_72 4 1.000
#> Gad2_tdTpositive_cell_73 3 0.000
#> Gad2_tdTpositive_cell_74 4 0.498
#> Gad2_tdTpositive_cell_75 2 1.000
#> Gad2_tdTpositive_cell_76 3 1.000
#> Htr3a_tdTpositive_cell_1 2 1.000
#> Htr3a_tdTpositive_cell_2 3 0.000
#> Htr3a_tdTpositive_cell_3 3 0.000
#> Htr3a_tdTpositive_cell_4 3 0.000
#> Htr3a_tdTpositive_cell_5 3 0.000
#> Htr3a_tdTpositive_cell_6 3 0.000
#> Htr3a_tdTpositive_cell_7 3 0.000
#> Htr3a_tdTpositive_cell_8 3 0.000
#> Htr3a_tdTpositive_cell_9 3 0.000
#> Htr3a_tdTpositive_cell_10 3 0.000
#> Htr3a_tdTpositive_cell_11 3 0.000
#> Htr3a_tdTpositive_cell_12 3 0.000
#> Htr3a_tdTpositive_cell_15 2 1.000
#> Htr3a_tdTpositive_cell_16 4 0.000
#> Htr3a_tdTpositive_cell_17 2 0.249
#> Htr3a_tdTpositive_cell_18 3 0.249
#> Htr3a_tdTpositive_cell_19 3 0.000
#> Htr3a_tdTpositive_cell_22 3 0.000
#> Htr3a_tdTpositive_cell_23 3 0.000
#> Htr3a_tdTpositive_cell_24 3 1.000
#> Htr3a_tdTpositive_cell_25 3 0.000
#> Htr3a_tdTpositive_cell_26 3 0.000
#> Htr3a_tdTpositive_cell_28 3 0.000
#> Htr3a_tdTpositive_cell_30 3 0.000
#> Htr3a_tdTpositive_cell_32 4 0.000
#> Htr3a_tdTpositive_cell_33 3 0.000
#> Htr3a_tdTpositive_cell_34 3 0.000
#> Htr3a_tdTpositive_cell_36 3 0.000
#> Htr3a_tdTpositive_cell_37 3 0.000
#> Htr3a_tdTpositive_cell_38 3 0.000
#> Htr3a_tdTpositive_cell_41 3 1.000
#> Htr3a_tdTpositive_cell_42 3 0.751
#> Htr3a_tdTpositive_cell_43 3 0.000
#> Htr3a_tdTpositive_cell_44 2 1.000
#> Htr3a_tdTpositive_cell_45 4 1.000
#> Htr3a_tdTpositive_cell_46 3 0.000
#> Htr3a_tdTpositive_cell_47 3 0.000
#> Htr3a_tdTpositive_cell_49 3 0.000
#> Htr3a_tdTpositive_cell_50 3 0.000
#> Htr3a_tdTpositive_cell_51 3 0.000
#> Htr3a_tdTpositive_cell_52 3 0.000
#> Htr3a_tdTpositive_cell_53 2 0.249
#> Htr3a_tdTpositive_cell_54 3 0.000
#> Htr3a_tdTpositive_cell_60 3 0.000
#> Htr3a_tdTpositive_cell_61 3 1.000
#> Htr3a_tdTpositive_cell_62 3 1.000
#> Htr3a_tdTpositive_cell_63 3 0.000
#> Htr3a_tdTpositive_cell_64 3 0.000
#> Htr3a_tdTpositive_cell_65 3 0.000
#> Htr3a_tdTpositive_cell_67 3 0.000
#> Htr3a_tdTpositive_cell_68 3 0.000
#> Htr3a_tdTpositive_cell_69 3 0.000
#> Htr3a_tdTpositive_cell_70 3 0.000
#> Htr3a_tdTpositive_cell_73 3 0.000
#> Htr3a_tdTpositive_cell_74 3 0.000
#> Htr3a_tdTpositive_cell_75 3 0.000
#> Htr3a_tdTpositive_cell_76 3 0.000
#> Htr3a_tdTpositive_cell_77 3 0.000
#> Htr3a_tdTpositive_cell_78 2 1.000
#> Htr3a_tdTpositive_cell_80 3 1.000
#> Htr3a_tdTpositive_cell_82 4 0.000
#> Htr3a_tdTpositive_cell_83 2 1.000
#> Htr3a_tdTpositive_cell_84 4 0.498
#> Htr3a_tdTpositive_cell_85 2 0.000
#> Htr3a_tdTpositive_cell_87 3 0.249
#> Htr3a_tdTpositive_cell_88 3 0.000
#> Htr3a_tdTpositive_cell_89 2 1.000
#> Htr3a_tdTpositive_cell_90 3 1.000
#> Htr3a_tdTpositive_cell_91 2 0.000
#> Htr3a_tdTpositive_cell_94 4 0.000
#> Htr3a_tdTpositive_cell_102 3 0.000
#> Htr3a_tdTpositive_cell_103 3 0.000
#> Htr3a_tdTpositive_cell_112 3 0.000
#> Htr3a_tdTpositive_cell_115 4 1.000
#> Htr3a_tdTpositive_cell_118 3 0.000
#> Htr3a_tdTpositive_cell_119 4 0.000
#> Htr3a_tdTpositive_cell_122 3 0.000
#> Ndnf_tdTpositive_cell_13 4 0.751
#> Ndnf_tdTpositive_cell_14 4 1.000
#> Ndnf_tdTpositive_cell_15 3 0.000
#> Ndnf_tdTpositive_cell_16 4 0.249
#> Ndnf_tdTpositive_cell_17 3 0.000
#> Ndnf_tdTpositive_cell_18 3 0.000
#> Ndnf_tdTpositive_cell_19 3 0.000
#> Ndnf_tdTnegative_cell_2 2 0.253
#> Ndnf_tdTnegative_cell_12 3 0.000
#> Nkx2-1_tdTpositive_cell_1 1 1.000
#> Nkx2-1_tdTpositive_cell_2 1 0.000
#> Nkx2-1_tdTpositive_cell_3 1 1.000
#> Nkx2-1_tdTpositive_cell_4 1 0.000
#> Nkx2-1_tdTpositive_cell_5 4 0.253
#> Nkx2-1_tdTpositive_cell_6 1 0.498
#> Nkx2-1_tdTpositive_cell_7 1 0.000
#> Nkx2-1_tdTpositive_cell_8 1 0.000
#> Nkx2-1_tdTpositive_cell_9 1 0.000
#> Nkx2-1_tdTpositive_cell_10 2 0.000
#> Nkx2-1_tdTpositive_cell_11 1 0.000
#> Nkx2-1_tdTpositive_cell_12 1 0.000
#> Nkx2-1_tdTpositive_cell_13 1 0.000
#> Nkx2-1_tdTpositive_cell_14 4 0.000
#> Nkx2-1_tdTpositive_cell_15 1 0.000
#> Nkx2-1_tdTpositive_cell_16 1 0.000
#> Nkx2-1_tdTpositive_cell_17 1 0.000
#> Nkx2-1_tdTpositive_cell_18 1 0.000
#> Nkx2-1_tdTpositive_cell_19 4 0.751
#> Nkx2-1_tdTpositive_cell_20 1 0.000
#> Nos1_tdTpositive_cell_2 3 0.000
#> Nos1_tdTpositive_cell_4 2 0.000
#> Nos1_tdTpositive_cell_5 3 0.000
#> Nos1_tdTpositive_cell_6 4 0.000
#> Nos1_tdTpositive_cell_7 2 0.000
#> Nos1_tdTpositive_cell_8 2 1.000
#> Nos1_tdTpositive_cell_9 2 0.000
#> Nos1_tdTpositive_cell_10 4 0.000
#> Nos1_tdTpositive_cell_11 2 0.000
#> Nos1_tdTpositive_cell_12 2 0.000
#> Nos1_tdTpositive_cell_13 2 0.000
#> Nos1_tdTpositive_cell_14 2 0.000
#> Nos1_tdTpositive_cell_15 2 0.000
#> Nos1_tdTpositive_cell_16 2 0.000
#> Nos1_tdTpositive_cell_17 2 0.000
#> Nos1_tdTpositive_cell_18 4 0.000
#> Nos1_tdTpositive_cell_19 3 0.249
#> Nos1_tdTpositive_cell_20 4 0.000
#> Nos1_tdTpositive_cell_21 4 0.000
#> Nos1_tdTpositive_cell_22 4 0.000
#> Nos1_tdTpositive_cell_24 4 0.000
#> Nos1_tdTpositive_cell_25 4 0.000
#> Nos1_tdTpositive_cell_29 2 0.000
#> Nos1_tdTpositive_cell_31 3 0.000
#> Nos1_tdTpositive_cell_32 4 0.000
#> Nos1_tdTpositive_cell_35 2 0.249
#> Nos1_tdTpositive_cell_36 3 0.000
#> Nos1_tdTpositive_cell_39 3 1.000
#> Nos1_tdTpositive_cell_40 2 1.000
#> Nos1_tdTpositive_cell_41 3 0.000
#> Nos1_tdTpositive_cell_44 4 0.000
#> Nos1_tdTpositive_cell_45 3 0.000
#> Nos1_tdTpositive_cell_47 2 0.253
#> Nos1_tdTpositive_cell_48 3 1.000
#> Nos1_tdTpositive_cell_50 4 0.000
#> Nos1_tdTpositive_cell_52 2 0.000
#> Nos1_tdTpositive_cell_53 2 0.000
#> Nos1_tdTpositive_cell_55 3 0.000
#> Nos1_tdTpositive_cell_56 2 0.000
#> Nos1_tdTpositive_cell_57 2 0.751
#> Nos1_tdTpositive_cell_58 2 0.000
#> Nos1_tdTpositive_cell_60 3 0.000
#> Nos1_tdTpositive_cell_62 4 0.000
#> Nos1_tdTpositive_cell_63 4 0.000
#> Nos1_tdTpositive_cell_64 4 0.000
#> Nos1_tdTpositive_cell_67 2 0.000
#> Nos1_tdTpositive_cell_68 2 0.000
#> Nos1_tdTpositive_cell_69 3 0.751
#> Nos1_tdTpositive_cell_70 2 0.253
#> Ntsr1_tdTpositive_cell_20 3 0.000
#> Ntsr1_tdTnegative_cell_54 4 0.000
#> Ntsr1_tdTnegative_cell_55 3 0.000
#> Pvalb_tdTpositive_cell_1 1 1.000
#> Pvalb_tdTpositive_cell_2 1 0.000
#> Pvalb_tdTpositive_cell_3 1 0.000
#> Pvalb_tdTpositive_cell_4 1 0.000
#> Pvalb_tdTpositive_cell_5 1 0.000
#> Pvalb_tdTpositive_cell_6 1 0.000
#> Pvalb_tdTpositive_cell_7 1 0.000
#> Pvalb_tdTpositive_cell_8 1 0.000
#> Pvalb_tdTpositive_cell_9 1 0.000
#> Pvalb_tdTpositive_cell_10 1 1.000
#> Pvalb_tdTpositive_cell_11 1 1.000
#> Pvalb_tdTpositive_cell_12 1 0.000
#> Pvalb_tdTpositive_cell_13 1 0.000
#> Pvalb_tdTpositive_cell_14 1 0.000
#> Pvalb_tdTpositive_cell_16 1 0.000
#> Pvalb_tdTpositive_cell_17 1 0.000
#> Pvalb_tdTpositive_cell_18 1 0.000
#> Pvalb_tdTpositive_cell_19 1 0.000
#> Pvalb_tdTpositive_cell_20 1 1.000
#> Pvalb_tdTpositive_cell_21 1 0.000
#> Pvalb_tdTpositive_cell_22 1 0.000
#> Pvalb_tdTpositive_cell_23 1 0.751
#> Pvalb_tdTpositive_cell_24 1 1.000
#> Pvalb_tdTpositive_cell_25 1 0.751
#> Pvalb_tdTpositive_cell_26 1 0.000
#> Pvalb_tdTpositive_cell_27 1 0.000
#> Pvalb_tdTpositive_cell_28 1 0.253
#> Pvalb_tdTpositive_cell_29 1 0.000
#> Pvalb_tdTpositive_cell_30 1 0.000
#> Pvalb_tdTpositive_cell_32 1 0.000
#> Pvalb_tdTpositive_cell_33 1 0.000
#> Pvalb_tdTpositive_cell_34 1 0.253
#> Pvalb_tdTpositive_cell_35 1 0.000
#> Pvalb_tdTpositive_cell_36 1 0.000
#> Pvalb_tdTpositive_cell_37 1 0.000
#> Pvalb_tdTpositive_cell_38 1 0.000
#> Pvalb_tdTpositive_cell_39 1 0.000
#> Pvalb_tdTpositive_cell_40 1 0.000
#> Pvalb_tdTpositive_cell_41 1 0.000
#> Pvalb_tdTpositive_cell_42 1 0.000
#> Pvalb_tdTpositive_cell_43 1 0.000
#> Pvalb_tdTpositive_cell_44 1 0.249
#> Pvalb_tdTpositive_cell_46 1 0.249
#> Pvalb_tdTpositive_cell_47 1 0.000
#> Pvalb_tdTpositive_cell_48 1 0.000
#> Pvalb_tdTpositive_cell_49 2 0.498
#> Pvalb_tdTpositive_cell_50 2 0.000
#> Pvalb_tdTpositive_cell_51 2 0.000
#> Pvalb_tdTpositive_cell_52 2 0.000
#> Pvalb_tdTpositive_cell_53 2 0.498
#> Pvalb_tdTpositive_cell_54 2 0.000
#> Pvalb_tdTpositive_cell_55 2 0.000
#> Pvalb_tdTpositive_cell_56 2 0.249
#> Pvalb_tdTpositive_cell_57 2 0.000
#> Pvalb_tdTpositive_cell_58 2 0.000
#> Pvalb_tdTpositive_cell_59 2 0.000
#> Pvalb_tdTpositive_cell_60 2 0.000
#> Pvalb_tdTpositive_cell_61 2 0.000
#> Pvalb_tdTpositive_cell_62 2 0.000
#> Pvalb_tdTpositive_cell_63 2 0.000
#> Pvalb_tdTpositive_cell_64 2 0.000
#> Pvalb_tdTpositive_cell_65 1 0.000
#> Pvalb_tdTpositive_cell_66 1 0.000
#> Pvalb_tdTpositive_cell_67 1 0.000
#> Pvalb_tdTpositive_cell_68 1 0.000
#> Pvalb_tdTpositive_cell_69 1 0.000
#> Pvalb_tdTpositive_cell_70 1 0.000
#> Pvalb_tdTpositive_cell_71 1 0.000
#> Pvalb_tdTpositive_cell_72 1 0.000
#> Pvalb_tdTpositive_cell_73 1 0.000
#> Pvalb_tdTpositive_cell_74 1 0.000
#> Pvalb_tdTpositive_cell_75 2 1.000
#> Pvalb_tdTpositive_cell_76 2 0.000
#> Pvalb_tdTpositive_cell_77 2 0.000
#> Pvalb_tdTpositive_cell_78 2 0.000
#> Pvalb_tdTpositive_cell_79 2 0.000
#> Pvalb_tdTpositive_cell_80 2 0.000
#> Pvalb_tdTpositive_cell_82 2 0.249
#> Pvalb_tdTpositive_cell_83 1 0.000
#> Pvalb_tdTpositive_cell_84 2 0.751
#> Pvalb_tdTpositive_cell_85 2 0.249
#> Pvalb_tdTpositive_cell_86 1 0.000
#> Pvalb_tdTpositive_cell_87 1 0.000
#> Pvalb_tdTpositive_cell_88 1 0.000
#> Pvalb_tdTpositive_cell_89 1 0.249
#> PvalbD-Slc32a1_tdTpositive_cell_1 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_2 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_3 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_4 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_5 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_6 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_7 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_8 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_9 2 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_10 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_11 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_12 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_13 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_14 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_15 3 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_16 4 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_17 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_18 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_19 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_20 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_21 1 0.747
#> PvalbD-Slc32a1_tdTpositive_cell_22 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_23 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_24 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_25 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_26 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_27 4 1.000
#> PvalbD-Slc32a1_tdTpositive_cell_28 1 0.249
#> PvalbD-Slc32a1_tdTpositive_cell_30 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_31 4 0.747
#> PvalbD-Slc32a1_tdTpositive_cell_32 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_33 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_34 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_35 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_36 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_37 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_38 1 0.747
#> PvalbD-Slc32a1_tdTpositive_cell_39 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_40 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_41 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_42 1 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_43 2 0.000
#> PvalbD-Slc32a1_tdTpositive_cell_44 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_1 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_2 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_3 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_4 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_5 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_6 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_7 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_8 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_9 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_10 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_11 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_12 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_13 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_14 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_15 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_16 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_17 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_18 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_19 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_20 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_21 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_22 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_23 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_24 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_25 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_26 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_27 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_28 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_29 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_30 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_32 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_33 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_34 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_35 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_36 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_37 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_38 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_39 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_40 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_41 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_42 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_43 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_44 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_45 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_46 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_47 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_48 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_49 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_50 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_51 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_52 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_53 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_54 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_55 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_56 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_57 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_58 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_59 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_60 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_61 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_62 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_63 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_64 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_65 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_66 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_67 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_68 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_69 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_70 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_71 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_72 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_73 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_74 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_75 1 1.000
#> PvalbF-Gad2_tdTpositive_cell_76 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_77 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_78 2 0.751
#> PvalbF-Gad2_tdTpositive_cell_79 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_80 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_81 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_82 2 0.249
#> PvalbF-Gad2_tdTpositive_cell_83 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_84 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_85 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_86 2 0.498
#> PvalbF-Gad2_tdTpositive_cell_87 1 0.498
#> PvalbF-Gad2_tdTpositive_cell_88 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_89 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_90 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_91 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_92 2 0.000
#> PvalbF-Gad2_tdTpositive_cell_93 1 0.000
#> PvalbF-Gad2_tdTpositive_cell_94 2 0.000
#> Rbp4_tdTpositive_cell_51 2 0.000
#> Rbp4_tdTpositive_cell_126 4 0.502
#> Sst_tdTpositive_cell_1 3 0.751
#> Sst_tdTpositive_cell_2 3 0.751
#> Sst_tdTpositive_cell_3 3 0.000
#> Sst_tdTpositive_cell_4 4 0.000
#> Sst_tdTpositive_cell_5 4 0.000
#> Sst_tdTpositive_cell_6 2 0.000
#> Sst_tdTpositive_cell_7 2 0.000
#> Sst_tdTpositive_cell_8 2 0.751
#> Sst_tdTpositive_cell_9 4 0.000
#> Sst_tdTpositive_cell_10 4 0.498
#> Sst_tdTpositive_cell_11 4 0.000
#> Sst_tdTpositive_cell_12 2 0.000
#> Sst_tdTpositive_cell_14 2 0.000
#> Sst_tdTpositive_cell_15 3 0.000
#> Sst_tdTpositive_cell_17 3 0.502
#> Sst_tdTpositive_cell_18 2 0.000
#> Sst_tdTpositive_cell_21 2 1.000
#> Sst_tdTpositive_cell_22 4 0.751
#> Sst_tdTpositive_cell_23 3 0.498
#> Sst_tdTpositive_cell_24 2 0.253
#> Sst_tdTpositive_cell_25 4 1.000
#> Sst_tdTpositive_cell_26 4 0.249
#> Sst_tdTpositive_cell_27 4 0.000
#> Sst_tdTpositive_cell_28 2 0.000
#> Sst_tdTpositive_cell_29 2 0.000
#> Sst_tdTpositive_cell_30 2 0.000
#> Sst_tdTpositive_cell_31 4 0.000
#> Sst_tdTpositive_cell_32 4 0.000
#> Sst_tdTpositive_cell_33 4 0.000
#> Sst_tdTpositive_cell_34 2 0.000
#> Sst_tdTpositive_cell_35 4 0.000
#> Sst_tdTpositive_cell_36 4 0.000
#> Sst_tdTpositive_cell_37 3 0.000
#> Sst_tdTpositive_cell_38 3 1.000
#> Sst_tdTpositive_cell_39 4 0.000
#> Sst_tdTpositive_cell_40 4 0.000
#> Sst_tdTpositive_cell_41 4 0.000
#> Sst_tdTpositive_cell_42 4 1.000
#> Sst_tdTpositive_cell_43 4 0.000
#> Sst_tdTpositive_cell_44 4 0.000
#> Sst_tdTpositive_cell_47 4 0.000
#> Sst_tdTpositive_cell_48 4 0.000
#> Sst_tdTpositive_cell_49 4 0.000
#> Sst_tdTpositive_cell_50 4 0.000
#> Sst_tdTpositive_cell_51 4 0.000
#> Sst_tdTpositive_cell_52 4 0.000
#> Sst_tdTpositive_cell_53 4 0.502
#> Sst_tdTpositive_cell_54 4 0.000
#> Sst_tdTpositive_cell_55 2 0.000
#> Sst_tdTpositive_cell_56 1 0.000
#> Sst_tdTpositive_cell_57 4 0.249
#> Sst_tdTpositive_cell_59 4 0.000
#> Sst_tdTpositive_cell_60 4 0.000
#> Sst_tdTpositive_cell_61 4 0.000
#> Sst_tdTpositive_cell_62 4 0.000
#> Sst_tdTpositive_cell_63 4 0.000
#> Sst_tdTpositive_cell_64 4 0.249
#> Sst_tdTpositive_cell_65 4 0.000
#> Sst_tdTpositive_cell_66 1 0.000
#> Sst_tdTpositive_cell_67 4 0.000
#> Sst_tdTpositive_cell_68 4 0.000
#> Sst_tdTpositive_cell_69 4 0.000
#> Sst_tdTpositive_cell_70 1 0.000
#> Sst_tdTpositive_cell_71 2 0.502
#> Sst_tdTpositive_cell_72 4 0.000
#> Sst_tdTpositive_cell_73 4 0.000
#> Sst_tdTpositive_cell_74 4 0.000
#> Sst_tdTpositive_cell_75 4 0.000
#> Sst_tdTpositive_cell_76 2 0.000
#> Sst_tdTpositive_cell_77 2 0.000
#> Sst_tdTpositive_cell_78 2 0.000
#> Sst_tdTpositive_cell_79 2 0.000
#> Sst_tdTpositive_cell_80 4 0.000
#> Sst_tdTpositive_cell_81 2 0.000
#> Sst_tdTpositive_cell_82 2 1.000
#> Sst_tdTpositive_cell_83 2 0.747
#> Sst_tdTpositive_cell_84 2 0.000
#> Sst_tdTpositive_cell_85 4 0.000
#> Sst_tdTpositive_cell_86 4 0.000
#> Sst_tdTpositive_cell_87 4 0.000
#> Sst_tdTpositive_cell_88 4 0.000
#> Sst_tdTpositive_cell_89 4 0.000
#> Sst_tdTpositive_cell_90 4 0.000
#> Sst_tdTpositive_cell_91 4 0.000
#> Sst_tdTpositive_cell_92 4 0.000
#> Sst_tdTpositive_cell_93 4 0.000
#> Sst_tdTpositive_cell_94 1 0.000
#> Sst_tdTpositive_cell_95 4 0.000
#> Sst_tdTpositive_cell_96 4 0.000
#> Sst_tdTpositive_cell_97 4 0.000
#> Sst_tdTpositive_cell_98 4 0.000
#> Sst_tdTpositive_cell_99 4 0.000
#> Sst_tdTpositive_cell_100 2 0.000
#> Sst_tdTpositive_cell_101 2 0.000
#> Sst_tdTpositive_cell_102 2 0.000
#> Sst_tdTpositive_cell_103 2 0.000
#> Sst_tdTpositive_cell_104 2 0.000
#> Sst_tdTpositive_cell_105 2 0.000
#> Sst_tdTpositive_cell_106 1 0.000
#> Sst_tdTpositive_cell_107 4 0.000
#> Tac2_tdTpositive_cell_1 1 0.000
#> Tac2_tdTpositive_cell_4 4 1.000
#> Tac2_tdTpositive_cell_5 1 1.000
#> Tac2_tdTpositive_cell_6 1 0.000
#> Tac2_tdTpositive_cell_7 1 0.000
#> Tac2_tdTpositive_cell_8 1 0.249
#> Vip_tdTpositive_cell_7 3 0.000
#> Vip_tdTpositive_cell_15 3 0.000
#> Vip_tdTpositive_cell_17 4 0.751
#> Vip_tdTpositive_cell_23 3 0.000
#> Vip_tdTpositive_cell_27 3 0.000
#> Vip_tdTpositive_cell_28 3 0.000
#> Vip_tdTpositive_cell_31 3 0.000
#> Vip_tdTpositive_cell_38 3 0.000
#> Vip_tdTpositive_cell_39 3 0.000
#> Vip_tdTpositive_cell_40 3 0.000
#> Vip_tdTpositive_cell_41 3 0.000
#> Vip_tdTpositive_cell_42 3 0.000
#> Vip_tdTpositive_cell_45 2 1.000
#> Vip_tdTpositive_cell_47 3 0.000
#> Vip_tdTpositive_cell_48 3 0.000
#> Vip_tdTpositive_cell_51 3 0.000
#> Vip_tdTpositive_cell_53 2 1.000
#> Vip_tdTpositive_cell_57 3 0.498
#> Vip_tdTpositive_cell_59 2 1.000
#> Vip_tdTpositive_cell_65 3 1.000
#> Vip_tdTpositive_cell_66 3 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 484 0.25482 2
#> ATC:skmeans 541 0.00951 3
#> ATC:skmeans 495 0.00483 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node03. Child nodes: Node0111 , Node0112 , Node0121 , Node0122 , Node0123 , Node0131 , Node0132 , Node0211 , Node0212-leaf , Node0213-leaf , Node0214-leaf , Node0221-leaf , Node0222-leaf , Node0231-leaf , Node0232-leaf , Node0311-leaf , Node0312 , Node0321 , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331 , Node0332 , Node0333-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["031"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13093 rows and 207 columns.
#> Top rows (1309) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.975 0.990 0.503 0.498 0.498
#> 3 3 0.936 0.936 0.970 0.257 0.821 0.655
#> 4 4 0.797 0.743 0.844 0.107 0.878 0.688
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_11 2 0.000 0.991 0.00 1.00
#> Chrna2_tdTpositive_cell_4 2 0.000 0.991 0.00 1.00
#> Chrna2_tdTpositive_cell_6 2 0.000 0.991 0.00 1.00
#> Chrna2_tdTpositive_cell_11 1 0.000 0.988 1.00 0.00
#> Chrna2_tdTpositive_cell_13 1 0.000 0.988 1.00 0.00
#> Chrna2_tdTpositive_cell_29 2 0.000 0.991 0.00 1.00
#> Chrna2_tdTpositive_cell_34 2 0.000 0.991 0.00 1.00
#> Chrna2_tdTpositive_cell_40 2 0.000 0.991 0.00 1.00
#> Chrna2_tdTpositive_cell_47 2 0.000 0.991 0.00 1.00
#> Chrna2_tdTpositive_cell_55 2 0.000 0.991 0.00 1.00
#> Chrna2_tdTpositive_cell_62 1 0.000 0.988 1.00 0.00
#> Chrna2_tdTpositive_cell_84 1 0.000 0.988 1.00 0.00
#> Cux2_tdTnegative_cell_9 1 0.000 0.988 1.00 0.00
#> Gad2_tdTpositive_cell_4 2 0.000 0.991 0.00 1.00
#> Gad2_tdTpositive_cell_13 2 0.904 0.530 0.32 0.68
#> Gad2_tdTpositive_cell_43 2 0.000 0.991 0.00 1.00
#> Gad2_tdTpositive_cell_47 1 0.000 0.988 1.00 0.00
#> Gad2_tdTpositive_cell_55 2 0.000 0.991 0.00 1.00
#> Gad2_tdTpositive_cell_57 1 0.760 0.718 0.78 0.22
#> Gad2_tdTpositive_cell_58 2 0.000 0.991 0.00 1.00
#> Gad2_tdTpositive_cell_71 2 0.000 0.991 0.00 1.00
#> Gad2_tdTpositive_cell_74 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_1 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_2 1 0.000 0.988 1.00 0.00
#> Nkx2-1_tdTpositive_cell_3 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_4 1 0.000 0.988 1.00 0.00
#> Nkx2-1_tdTpositive_cell_6 1 0.925 0.487 0.66 0.34
#> Nkx2-1_tdTpositive_cell_7 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_8 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_9 1 0.000 0.988 1.00 0.00
#> Nkx2-1_tdTpositive_cell_11 1 0.000 0.988 1.00 0.00
#> Nkx2-1_tdTpositive_cell_12 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_13 2 0.402 0.907 0.08 0.92
#> Nkx2-1_tdTpositive_cell_15 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_16 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_17 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_18 1 0.000 0.988 1.00 0.00
#> Nkx2-1_tdTpositive_cell_19 2 0.000 0.991 0.00 1.00
#> Nkx2-1_tdTpositive_cell_20 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_1 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_2 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_3 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_4 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_5 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_6 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_7 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_8 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_9 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_10 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_11 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_12 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_13 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_14 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_16 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_17 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_18 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_19 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_20 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_21 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_22 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_23 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_24 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_25 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_26 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_27 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_28 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_29 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_30 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_32 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_33 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_34 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_35 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_36 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_37 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_38 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_39 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_40 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_41 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_42 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_43 1 0.469 0.884 0.90 0.10
#> Pvalb_tdTpositive_cell_44 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_46 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_47 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_48 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_65 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_66 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_67 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_68 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_69 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_70 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_71 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_72 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_73 2 0.000 0.991 0.00 1.00
#> Pvalb_tdTpositive_cell_74 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_83 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_86 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_87 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_88 1 0.000 0.988 1.00 0.00
#> Pvalb_tdTpositive_cell_89 1 0.000 0.988 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_10 1 0.000 0.988 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_11 1 0.000 0.988 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_17 1 0.000 0.988 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_18 2 0.000 0.991 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_20 1 0.000 0.988 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_21 2 0.000 0.991 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_23 1 0.000 0.988 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_25 1 0.000 0.988 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_26 2 0.000 0.991 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_27 2 0.000 0.991 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_28 2 0.000 0.991 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_31 2 0.000 0.991 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_38 2 0.000 0.991 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_41 2 0.760 0.716 0.22 0.78
#> PvalbD-Slc32a1_tdTpositive_cell_42 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_1 1 0.990 0.208 0.56 0.44
#> PvalbF-Gad2_tdTpositive_cell_2 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_3 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_4 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_5 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_6 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_7 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_8 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_9 1 0.327 0.928 0.94 0.06
#> PvalbF-Gad2_tdTpositive_cell_10 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_11 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_12 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_13 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_14 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_15 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_16 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_17 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_18 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_19 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_20 2 0.141 0.971 0.02 0.98
#> PvalbF-Gad2_tdTpositive_cell_21 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_22 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_23 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_24 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_25 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_26 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_27 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_28 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_29 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_30 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_32 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_33 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_34 2 0.904 0.531 0.32 0.68
#> PvalbF-Gad2_tdTpositive_cell_35 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_36 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_37 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_38 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_39 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_40 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_41 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_42 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_43 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_44 2 0.000 0.991 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_46 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_47 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_48 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_49 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_50 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_51 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_52 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_53 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_54 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_55 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_56 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_57 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_58 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_59 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_60 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_62 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_64 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_65 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_66 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_67 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_68 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_69 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_70 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_71 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_72 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_73 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_74 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_75 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_76 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_77 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_79 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_81 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_83 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_84 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_85 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_87 1 0.000 0.988 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_93 2 0.000 0.991 0.00 1.00
#> Sst_tdTpositive_cell_53 1 0.000 0.988 1.00 0.00
#> Sst_tdTpositive_cell_56 1 0.000 0.988 1.00 0.00
#> Sst_tdTpositive_cell_57 2 0.000 0.991 0.00 1.00
#> Sst_tdTpositive_cell_66 2 0.000 0.991 0.00 1.00
#> Sst_tdTpositive_cell_70 1 0.000 0.988 1.00 0.00
#> Sst_tdTpositive_cell_94 1 0.000 0.988 1.00 0.00
#> Sst_tdTpositive_cell_106 2 0.000 0.991 0.00 1.00
#> Tac2_tdTpositive_cell_1 1 0.000 0.988 1.00 0.00
#> Tac2_tdTpositive_cell_4 2 0.000 0.991 0.00 1.00
#> Tac2_tdTpositive_cell_5 2 0.000 0.991 0.00 1.00
#> Tac2_tdTpositive_cell_6 1 0.000 0.988 1.00 0.00
#> Tac2_tdTpositive_cell_7 1 0.000 0.988 1.00 0.00
#> Tac2_tdTpositive_cell_8 1 0.000 0.988 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_11 2 0.0000 0.979 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_4 2 0.0000 0.979 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_6 2 0.0000 0.979 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_11 1 0.0000 0.985 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_13 1 0.0000 0.985 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_29 2 0.0000 0.979 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_34 2 0.0000 0.979 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_40 2 0.0000 0.979 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_47 2 0.0000 0.979 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_55 2 0.0000 0.979 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_62 1 0.0000 0.985 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_84 1 0.3686 0.810 0.86 0.14 0.00
#> Cux2_tdTnegative_cell_9 1 0.0000 0.985 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_4 2 0.0000 0.979 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_13 2 0.2537 0.883 0.08 0.92 0.00
#> Gad2_tdTpositive_cell_43 2 0.0892 0.969 0.00 0.98 0.02
#> Gad2_tdTpositive_cell_47 1 0.0000 0.985 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_55 2 0.0000 0.979 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_57 2 0.6244 0.215 0.44 0.56 0.00
#> Gad2_tdTpositive_cell_58 2 0.0000 0.979 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_71 2 0.0000 0.979 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_74 2 0.0000 0.979 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_1 2 0.0000 0.979 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_2 1 0.0000 0.985 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_3 2 0.0000 0.979 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_4 1 0.0000 0.985 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_6 2 0.5147 0.709 0.18 0.80 0.02
#> Nkx2-1_tdTpositive_cell_7 2 0.0000 0.979 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_8 2 0.2066 0.924 0.00 0.94 0.06
#> Nkx2-1_tdTpositive_cell_9 1 0.0000 0.985 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_11 1 0.0000 0.985 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_12 2 0.0000 0.979 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_13 3 0.0000 0.901 0.00 0.00 1.00
#> Nkx2-1_tdTpositive_cell_15 2 0.0000 0.979 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_16 2 0.0000 0.979 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_17 2 0.0000 0.979 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_18 3 0.6244 0.248 0.44 0.00 0.56
#> Nkx2-1_tdTpositive_cell_19 2 0.0000 0.979 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_20 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_1 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_2 3 0.5560 0.629 0.00 0.30 0.70
#> Pvalb_tdTpositive_cell_3 2 0.0892 0.969 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_4 1 0.2537 0.903 0.92 0.00 0.08
#> Pvalb_tdTpositive_cell_5 3 0.0000 0.901 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_6 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_7 2 0.0892 0.969 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_8 3 0.3340 0.839 0.00 0.12 0.88
#> Pvalb_tdTpositive_cell_9 2 0.0892 0.969 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_10 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_11 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_12 3 0.5397 0.662 0.00 0.28 0.72
#> Pvalb_tdTpositive_cell_13 2 0.0892 0.969 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_14 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_16 2 0.0892 0.969 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_17 2 0.2066 0.932 0.00 0.94 0.06
#> Pvalb_tdTpositive_cell_18 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_19 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_20 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_21 2 0.0892 0.969 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_22 3 0.5397 0.662 0.00 0.28 0.72
#> Pvalb_tdTpositive_cell_23 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_24 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_25 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_26 3 0.4291 0.787 0.00 0.18 0.82
#> Pvalb_tdTpositive_cell_27 2 0.0892 0.969 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_28 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_29 2 0.0892 0.969 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_30 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_32 2 0.0892 0.969 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_33 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_34 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_35 3 0.5216 0.691 0.00 0.26 0.74
#> Pvalb_tdTpositive_cell_36 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_37 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_38 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_39 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_40 2 0.2066 0.932 0.00 0.94 0.06
#> Pvalb_tdTpositive_cell_41 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_42 2 0.2066 0.932 0.00 0.94 0.06
#> Pvalb_tdTpositive_cell_43 3 0.8334 0.204 0.44 0.08 0.48
#> Pvalb_tdTpositive_cell_44 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_46 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_47 3 0.3686 0.824 0.00 0.14 0.86
#> Pvalb_tdTpositive_cell_48 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_65 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_66 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_67 3 0.2066 0.870 0.06 0.00 0.94
#> Pvalb_tdTpositive_cell_68 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_69 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_70 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_71 2 0.1529 0.952 0.00 0.96 0.04
#> Pvalb_tdTpositive_cell_72 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_73 2 0.0000 0.979 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_74 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_83 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_86 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_87 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_88 1 0.0000 0.985 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_89 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_10 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_11 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_17 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_18 2 0.1529 0.952 0.00 0.96 0.04
#> PvalbD-Slc32a1_tdTpositive_cell_20 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_21 2 0.0000 0.979 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_23 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_25 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_26 2 0.0892 0.969 0.00 0.98 0.02
#> PvalbD-Slc32a1_tdTpositive_cell_27 2 0.0000 0.979 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_28 2 0.0000 0.979 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_31 2 0.0000 0.979 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_38 2 0.0000 0.979 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_41 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_42 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_1 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_2 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_3 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_4 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_5 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_6 3 0.5560 0.629 0.00 0.30 0.70
#> PvalbF-Gad2_tdTpositive_cell_7 2 0.1529 0.952 0.00 0.96 0.04
#> PvalbF-Gad2_tdTpositive_cell_8 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_9 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_10 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_11 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_12 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_13 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_14 3 0.1529 0.885 0.04 0.00 0.96
#> PvalbF-Gad2_tdTpositive_cell_15 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_16 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_17 1 0.6000 0.696 0.76 0.04 0.20
#> PvalbF-Gad2_tdTpositive_cell_18 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_19 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_20 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_21 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_22 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_23 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_24 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_25 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_26 3 0.0892 0.893 0.02 0.00 0.98
#> PvalbF-Gad2_tdTpositive_cell_27 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_28 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_29 2 0.0892 0.969 0.00 0.98 0.02
#> PvalbF-Gad2_tdTpositive_cell_30 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_32 1 0.5016 0.673 0.76 0.00 0.24
#> PvalbF-Gad2_tdTpositive_cell_33 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_34 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_35 1 0.0892 0.966 0.98 0.00 0.02
#> PvalbF-Gad2_tdTpositive_cell_36 3 0.2066 0.870 0.06 0.00 0.94
#> PvalbF-Gad2_tdTpositive_cell_37 1 0.5835 0.468 0.66 0.00 0.34
#> PvalbF-Gad2_tdTpositive_cell_38 3 0.0000 0.901 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_39 3 0.4555 0.724 0.20 0.00 0.80
#> PvalbF-Gad2_tdTpositive_cell_40 3 0.4002 0.807 0.00 0.16 0.84
#> PvalbF-Gad2_tdTpositive_cell_41 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_42 3 0.3686 0.805 0.14 0.00 0.86
#> PvalbF-Gad2_tdTpositive_cell_43 3 0.3340 0.839 0.00 0.12 0.88
#> PvalbF-Gad2_tdTpositive_cell_44 2 0.0892 0.969 0.00 0.98 0.02
#> PvalbF-Gad2_tdTpositive_cell_46 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_47 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_48 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_49 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_50 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_51 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_52 1 0.3686 0.825 0.86 0.00 0.14
#> PvalbF-Gad2_tdTpositive_cell_53 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_54 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_55 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_56 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_57 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_58 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_59 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_60 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_62 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_64 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_65 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_66 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_67 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_68 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_69 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_70 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_71 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_72 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_73 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_74 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_75 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_76 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_77 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_79 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_81 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_83 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_84 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_85 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_87 1 0.0000 0.985 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_93 3 0.1529 0.883 0.00 0.04 0.96
#> Sst_tdTpositive_cell_53 1 0.0000 0.985 1.00 0.00 0.00
#> Sst_tdTpositive_cell_56 1 0.0000 0.985 1.00 0.00 0.00
#> Sst_tdTpositive_cell_57 2 0.0000 0.979 0.00 1.00 0.00
#> Sst_tdTpositive_cell_66 2 0.0000 0.979 0.00 1.00 0.00
#> Sst_tdTpositive_cell_70 1 0.0000 0.985 1.00 0.00 0.00
#> Sst_tdTpositive_cell_94 1 0.0000 0.985 1.00 0.00 0.00
#> Sst_tdTpositive_cell_106 2 0.0000 0.979 0.00 1.00 0.00
#> Tac2_tdTpositive_cell_1 1 0.0000 0.985 1.00 0.00 0.00
#> Tac2_tdTpositive_cell_4 2 0.0000 0.979 0.00 1.00 0.00
#> Tac2_tdTpositive_cell_5 2 0.0000 0.979 0.00 1.00 0.00
#> Tac2_tdTpositive_cell_6 1 0.0000 0.985 1.00 0.00 0.00
#> Tac2_tdTpositive_cell_7 1 0.0000 0.985 1.00 0.00 0.00
#> Tac2_tdTpositive_cell_8 1 0.0000 0.985 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_11 2 0.1637 0.6582 0.00 0.94 0.00 0.06
#> Chrna2_tdTpositive_cell_4 2 0.4522 0.6238 0.00 0.68 0.00 0.32
#> Chrna2_tdTpositive_cell_6 2 0.0707 0.6524 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_11 1 0.4522 0.5993 0.68 0.32 0.00 0.00
#> Chrna2_tdTpositive_cell_13 1 0.4522 0.6034 0.68 0.32 0.00 0.00
#> Chrna2_tdTpositive_cell_29 2 0.4522 0.6238 0.00 0.68 0.00 0.32
#> Chrna2_tdTpositive_cell_34 2 0.1211 0.6559 0.00 0.96 0.00 0.04
#> Chrna2_tdTpositive_cell_40 2 0.4522 0.6238 0.00 0.68 0.00 0.32
#> Chrna2_tdTpositive_cell_47 2 0.2011 0.6593 0.00 0.92 0.00 0.08
#> Chrna2_tdTpositive_cell_55 2 0.0000 0.6422 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_62 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_84 2 0.2345 0.5410 0.10 0.90 0.00 0.00
#> Cux2_tdTnegative_cell_9 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_4 2 0.0707 0.6524 0.00 0.98 0.00 0.02
#> Gad2_tdTpositive_cell_13 2 0.4790 0.1726 0.00 0.62 0.00 0.38
#> Gad2_tdTpositive_cell_43 4 0.3172 0.6389 0.00 0.16 0.00 0.84
#> Gad2_tdTpositive_cell_47 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_55 2 0.4948 0.4210 0.00 0.56 0.00 0.44
#> Gad2_tdTpositive_cell_57 2 0.5713 0.1968 0.04 0.62 0.00 0.34
#> Gad2_tdTpositive_cell_58 2 0.4406 0.6352 0.00 0.70 0.00 0.30
#> Gad2_tdTpositive_cell_71 2 0.0000 0.6422 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_74 2 0.0707 0.6524 0.00 0.98 0.00 0.02
#> Nkx2-1_tdTpositive_cell_1 2 0.0000 0.6422 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_2 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_3 2 0.0000 0.6422 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_4 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_6 2 0.0707 0.6268 0.02 0.98 0.00 0.00
#> Nkx2-1_tdTpositive_cell_7 2 0.0000 0.6422 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_8 2 0.0000 0.6422 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_9 1 0.5062 0.6086 0.68 0.30 0.00 0.02
#> Nkx2-1_tdTpositive_cell_11 1 0.4332 0.7670 0.80 0.04 0.00 0.16
#> Nkx2-1_tdTpositive_cell_12 2 0.4790 0.2027 0.00 0.62 0.00 0.38
#> Nkx2-1_tdTpositive_cell_13 4 0.5062 0.2253 0.00 0.02 0.30 0.68
#> Nkx2-1_tdTpositive_cell_15 2 0.0707 0.6287 0.00 0.98 0.00 0.02
#> Nkx2-1_tdTpositive_cell_16 2 0.4624 0.2441 0.00 0.66 0.00 0.34
#> Nkx2-1_tdTpositive_cell_17 4 0.4977 -0.0975 0.00 0.46 0.00 0.54
#> Nkx2-1_tdTpositive_cell_18 1 0.6488 0.3500 0.56 0.02 0.04 0.38
#> Nkx2-1_tdTpositive_cell_19 2 0.0707 0.6524 0.00 0.98 0.00 0.02
#> Nkx2-1_tdTpositive_cell_20 2 0.4406 0.6356 0.00 0.70 0.00 0.30
#> Pvalb_tdTpositive_cell_1 2 0.2921 0.6590 0.00 0.86 0.00 0.14
#> Pvalb_tdTpositive_cell_2 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_3 4 0.3400 0.6217 0.00 0.18 0.00 0.82
#> Pvalb_tdTpositive_cell_4 4 0.7748 0.1312 0.28 0.28 0.00 0.44
#> Pvalb_tdTpositive_cell_5 4 0.5271 0.1205 0.00 0.02 0.34 0.64
#> Pvalb_tdTpositive_cell_6 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_7 4 0.3801 0.5751 0.00 0.22 0.00 0.78
#> Pvalb_tdTpositive_cell_8 4 0.1913 0.6949 0.00 0.02 0.04 0.94
#> Pvalb_tdTpositive_cell_9 4 0.4277 0.4739 0.00 0.28 0.00 0.72
#> Pvalb_tdTpositive_cell_10 2 0.4522 0.6238 0.00 0.68 0.00 0.32
#> Pvalb_tdTpositive_cell_11 2 0.4522 0.6238 0.00 0.68 0.00 0.32
#> Pvalb_tdTpositive_cell_12 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_13 4 0.3610 0.6018 0.00 0.20 0.00 0.80
#> Pvalb_tdTpositive_cell_14 2 0.4624 0.6030 0.00 0.66 0.00 0.34
#> Pvalb_tdTpositive_cell_16 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_17 4 0.0707 0.7039 0.00 0.02 0.00 0.98
#> Pvalb_tdTpositive_cell_18 2 0.4994 0.2987 0.00 0.52 0.00 0.48
#> Pvalb_tdTpositive_cell_19 2 0.4855 0.5148 0.00 0.60 0.00 0.40
#> Pvalb_tdTpositive_cell_20 2 0.4522 0.6238 0.00 0.68 0.00 0.32
#> Pvalb_tdTpositive_cell_21 4 0.3610 0.6018 0.00 0.20 0.00 0.80
#> Pvalb_tdTpositive_cell_22 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_23 2 0.0707 0.6524 0.00 0.98 0.00 0.02
#> Pvalb_tdTpositive_cell_24 2 0.4907 0.4712 0.00 0.58 0.00 0.42
#> Pvalb_tdTpositive_cell_25 2 0.4624 0.6030 0.00 0.66 0.00 0.34
#> Pvalb_tdTpositive_cell_26 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_27 4 0.2647 0.6675 0.00 0.12 0.00 0.88
#> Pvalb_tdTpositive_cell_28 2 0.4624 0.6030 0.00 0.66 0.00 0.34
#> Pvalb_tdTpositive_cell_29 4 0.2345 0.6789 0.00 0.10 0.00 0.90
#> Pvalb_tdTpositive_cell_30 4 0.4907 0.0765 0.00 0.42 0.00 0.58
#> Pvalb_tdTpositive_cell_32 4 0.3610 0.6018 0.00 0.20 0.00 0.80
#> Pvalb_tdTpositive_cell_33 4 0.4855 0.1581 0.00 0.40 0.00 0.60
#> Pvalb_tdTpositive_cell_34 2 0.4855 0.5147 0.00 0.60 0.00 0.40
#> Pvalb_tdTpositive_cell_35 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_36 2 0.4277 0.6419 0.00 0.72 0.00 0.28
#> Pvalb_tdTpositive_cell_37 2 0.4713 0.5769 0.00 0.64 0.00 0.36
#> Pvalb_tdTpositive_cell_38 2 0.4855 0.5147 0.00 0.60 0.00 0.40
#> Pvalb_tdTpositive_cell_39 4 0.4713 0.2892 0.00 0.36 0.00 0.64
#> Pvalb_tdTpositive_cell_40 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_41 4 0.4790 0.2302 0.00 0.38 0.00 0.62
#> Pvalb_tdTpositive_cell_42 4 0.0707 0.7039 0.00 0.02 0.00 0.98
#> Pvalb_tdTpositive_cell_43 4 0.0707 0.6884 0.02 0.00 0.00 0.98
#> Pvalb_tdTpositive_cell_44 2 0.4855 0.5147 0.00 0.60 0.00 0.40
#> Pvalb_tdTpositive_cell_46 2 0.4406 0.6352 0.00 0.70 0.00 0.30
#> Pvalb_tdTpositive_cell_47 4 0.1411 0.6753 0.00 0.02 0.02 0.96
#> Pvalb_tdTpositive_cell_48 2 0.3400 0.6563 0.00 0.82 0.00 0.18
#> Pvalb_tdTpositive_cell_65 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_66 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_67 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_68 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_69 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_70 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_71 4 0.2647 0.6676 0.00 0.12 0.00 0.88
#> Pvalb_tdTpositive_cell_72 4 0.4790 0.2302 0.00 0.38 0.00 0.62
#> Pvalb_tdTpositive_cell_73 2 0.4855 0.5147 0.00 0.60 0.00 0.40
#> Pvalb_tdTpositive_cell_74 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_83 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_86 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_87 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_88 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_89 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_10 1 0.1211 0.9336 0.96 0.04 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_11 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_17 1 0.4406 0.6075 0.70 0.00 0.00 0.30
#> PvalbD-Slc32a1_tdTpositive_cell_18 4 0.1637 0.6945 0.00 0.06 0.00 0.94
#> PvalbD-Slc32a1_tdTpositive_cell_20 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_21 2 0.4855 0.5147 0.00 0.60 0.00 0.40
#> PvalbD-Slc32a1_tdTpositive_cell_23 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_25 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_26 4 0.4624 0.3415 0.00 0.34 0.00 0.66
#> PvalbD-Slc32a1_tdTpositive_cell_27 2 0.4406 0.6352 0.00 0.70 0.00 0.30
#> PvalbD-Slc32a1_tdTpositive_cell_28 2 0.4855 0.5147 0.00 0.60 0.00 0.40
#> PvalbD-Slc32a1_tdTpositive_cell_31 2 0.0707 0.6524 0.00 0.98 0.00 0.02
#> PvalbD-Slc32a1_tdTpositive_cell_38 2 0.4277 0.6419 0.00 0.72 0.00 0.28
#> PvalbD-Slc32a1_tdTpositive_cell_41 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_42 1 0.4977 0.3309 0.54 0.46 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_1 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_2 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_3 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_4 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_5 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_6 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_7 4 0.0707 0.7036 0.00 0.02 0.00 0.98
#> PvalbF-Gad2_tdTpositive_cell_8 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_9 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_10 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_11 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_12 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_13 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_14 4 0.5489 0.3017 0.06 0.00 0.24 0.70
#> PvalbF-Gad2_tdTpositive_cell_15 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_16 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_17 2 0.7249 0.0593 0.26 0.54 0.20 0.00
#> PvalbF-Gad2_tdTpositive_cell_18 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_19 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_20 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_21 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_22 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_23 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_24 3 0.3172 0.8213 0.00 0.00 0.84 0.16
#> PvalbF-Gad2_tdTpositive_cell_25 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_26 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_27 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_28 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_29 4 0.4790 0.2302 0.00 0.38 0.00 0.62
#> PvalbF-Gad2_tdTpositive_cell_30 3 0.3801 0.7277 0.00 0.00 0.78 0.22
#> PvalbF-Gad2_tdTpositive_cell_32 1 0.1211 0.9319 0.96 0.00 0.04 0.00
#> PvalbF-Gad2_tdTpositive_cell_33 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_34 3 0.4624 0.5811 0.00 0.00 0.66 0.34
#> PvalbF-Gad2_tdTpositive_cell_35 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_36 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_37 1 0.2345 0.8725 0.90 0.00 0.10 0.00
#> PvalbF-Gad2_tdTpositive_cell_38 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_39 3 0.0707 0.9422 0.02 0.00 0.98 0.00
#> PvalbF-Gad2_tdTpositive_cell_40 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_41 1 0.1211 0.9317 0.96 0.00 0.00 0.04
#> PvalbF-Gad2_tdTpositive_cell_42 4 0.7047 -0.0811 0.44 0.00 0.12 0.44
#> PvalbF-Gad2_tdTpositive_cell_43 4 0.0000 0.7037 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_44 4 0.3975 0.5451 0.00 0.24 0.00 0.76
#> PvalbF-Gad2_tdTpositive_cell_46 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_47 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_48 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_49 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_50 1 0.5327 0.6346 0.72 0.06 0.22 0.00
#> PvalbF-Gad2_tdTpositive_cell_51 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_52 1 0.1211 0.9322 0.96 0.00 0.04 0.00
#> PvalbF-Gad2_tdTpositive_cell_53 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_54 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_55 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_56 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_57 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_58 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_59 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_60 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_62 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_64 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_65 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_66 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_67 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_68 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_69 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_70 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_71 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_72 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_73 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_74 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_75 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_76 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_77 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_79 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_81 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_83 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_84 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_85 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_87 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_93 3 0.0000 0.9660 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_53 1 0.1211 0.9317 0.96 0.04 0.00 0.00
#> Sst_tdTpositive_cell_56 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_57 2 0.4522 0.6238 0.00 0.68 0.00 0.32
#> Sst_tdTpositive_cell_66 2 0.4948 0.4215 0.00 0.56 0.00 0.44
#> Sst_tdTpositive_cell_70 1 0.0707 0.9496 0.98 0.02 0.00 0.00
#> Sst_tdTpositive_cell_94 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_106 2 0.3975 0.3951 0.00 0.76 0.00 0.24
#> Tac2_tdTpositive_cell_1 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Tac2_tdTpositive_cell_4 2 0.4406 0.6352 0.00 0.70 0.00 0.30
#> Tac2_tdTpositive_cell_5 2 0.0707 0.6524 0.00 0.98 0.00 0.02
#> Tac2_tdTpositive_cell_6 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Tac2_tdTpositive_cell_7 1 0.0000 0.9648 1.00 0.00 0.00 0.00
#> Tac2_tdTpositive_cell_8 1 0.0000 0.9648 1.00 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 205 1.0000 2
#> ATC:skmeans 203 0.1049 3
#> ATC:skmeans 181 0.0749 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node031. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0312"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13039 rows and 104 columns.
#> Top rows (1304) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.980 0.941 0.977 0.503 0.500 0.500
#> 3 3 0.653 0.637 0.783 0.298 0.760 0.558
#> 4 4 0.928 0.914 0.957 0.137 0.812 0.524
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_11 2 0.000 0.9918 0.00 1.00
#> Chrna2_tdTpositive_cell_4 2 0.000 0.9918 0.00 1.00
#> Chrna2_tdTpositive_cell_6 2 0.000 0.9918 0.00 1.00
#> Chrna2_tdTpositive_cell_29 2 0.000 0.9918 0.00 1.00
#> Chrna2_tdTpositive_cell_34 2 0.000 0.9918 0.00 1.00
#> Chrna2_tdTpositive_cell_40 2 0.000 0.9918 0.00 1.00
#> Chrna2_tdTpositive_cell_47 2 0.000 0.9918 0.00 1.00
#> Chrna2_tdTpositive_cell_55 2 0.000 0.9918 0.00 1.00
#> Gad2_tdTpositive_cell_4 2 0.000 0.9918 0.00 1.00
#> Gad2_tdTpositive_cell_13 2 0.000 0.9918 0.00 1.00
#> Gad2_tdTpositive_cell_43 1 0.000 0.9632 1.00 0.00
#> Gad2_tdTpositive_cell_55 1 0.000 0.9632 1.00 0.00
#> Gad2_tdTpositive_cell_58 2 0.000 0.9918 0.00 1.00
#> Gad2_tdTpositive_cell_71 2 0.000 0.9918 0.00 1.00
#> Gad2_tdTpositive_cell_74 2 0.000 0.9918 0.00 1.00
#> Nkx2-1_tdTpositive_cell_1 2 0.000 0.9918 0.00 1.00
#> Nkx2-1_tdTpositive_cell_3 2 0.000 0.9918 0.00 1.00
#> Nkx2-1_tdTpositive_cell_7 2 0.000 0.9918 0.00 1.00
#> Nkx2-1_tdTpositive_cell_8 2 0.000 0.9918 0.00 1.00
#> Nkx2-1_tdTpositive_cell_12 1 0.827 0.6530 0.74 0.26
#> Nkx2-1_tdTpositive_cell_13 1 0.000 0.9632 1.00 0.00
#> Nkx2-1_tdTpositive_cell_15 2 0.000 0.9918 0.00 1.00
#> Nkx2-1_tdTpositive_cell_16 2 0.000 0.9918 0.00 1.00
#> Nkx2-1_tdTpositive_cell_17 2 0.000 0.9918 0.00 1.00
#> Nkx2-1_tdTpositive_cell_19 2 0.000 0.9918 0.00 1.00
#> Nkx2-1_tdTpositive_cell_20 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_1 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_2 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_3 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_5 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_7 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_8 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_9 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_10 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_11 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_12 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_13 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_14 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_16 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_17 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_18 1 0.999 0.1139 0.52 0.48
#> Pvalb_tdTpositive_cell_19 1 0.795 0.6857 0.76 0.24
#> Pvalb_tdTpositive_cell_20 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_21 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_22 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_23 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_24 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_25 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_26 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_27 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_28 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_29 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_30 2 0.722 0.7420 0.20 0.80
#> Pvalb_tdTpositive_cell_32 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_33 1 0.999 0.0977 0.52 0.48
#> Pvalb_tdTpositive_cell_34 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_35 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_36 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_37 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_38 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_39 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_40 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_41 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_42 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_44 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_46 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_47 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_48 2 0.000 0.9918 0.00 1.00
#> Pvalb_tdTpositive_cell_71 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_72 1 0.000 0.9632 1.00 0.00
#> Pvalb_tdTpositive_cell_73 1 0.000 0.9632 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_18 1 0.000 0.9632 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_21 1 0.402 0.8872 0.92 0.08
#> PvalbD-Slc32a1_tdTpositive_cell_26 1 0.000 0.9632 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_27 2 0.000 0.9918 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_28 1 0.999 0.0997 0.52 0.48
#> PvalbD-Slc32a1_tdTpositive_cell_31 2 0.000 0.9918 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_38 2 0.000 0.9918 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_41 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_2 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_3 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_4 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_6 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_7 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_10 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_11 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_12 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_18 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_20 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_25 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_29 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_30 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_33 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_34 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_38 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_40 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_43 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_44 1 0.000 0.9632 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_93 1 0.000 0.9632 1.00 0.00
#> Sst_tdTpositive_cell_57 2 0.000 0.9918 0.00 1.00
#> Sst_tdTpositive_cell_66 2 0.634 0.8030 0.16 0.84
#> Sst_tdTpositive_cell_106 2 0.000 0.9918 0.00 1.00
#> Tac2_tdTpositive_cell_4 2 0.000 0.9918 0.00 1.00
#> Tac2_tdTpositive_cell_5 2 0.000 0.9918 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_11 2 0.0000 0.9333 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_4 3 0.6302 0.4190 0.00 0.48 0.52
#> Chrna2_tdTpositive_cell_6 2 0.0000 0.9333 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_29 3 0.6302 0.4190 0.00 0.48 0.52
#> Chrna2_tdTpositive_cell_34 2 0.0000 0.9333 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_40 3 0.6302 0.4190 0.00 0.48 0.52
#> Chrna2_tdTpositive_cell_47 2 0.0000 0.9333 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_55 2 0.0000 0.9333 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_4 2 0.0000 0.9333 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_13 2 0.0000 0.9333 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_43 3 0.6309 0.4410 0.50 0.00 0.50
#> Gad2_tdTpositive_cell_55 1 0.6280 -0.3823 0.54 0.00 0.46
#> Gad2_tdTpositive_cell_58 3 0.6302 0.4190 0.00 0.48 0.52
#> Gad2_tdTpositive_cell_71 2 0.0000 0.9333 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_74 2 0.0000 0.9333 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_1 2 0.0000 0.9333 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_3 2 0.0000 0.9333 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_7 2 0.0000 0.9333 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_8 2 0.0000 0.9333 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_12 2 0.7553 0.2847 0.32 0.62 0.06
#> Nkx2-1_tdTpositive_cell_13 1 0.6244 0.6705 0.56 0.00 0.44
#> Nkx2-1_tdTpositive_cell_15 2 0.0000 0.9333 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_16 2 0.0000 0.9333 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_17 3 0.8038 0.5453 0.10 0.28 0.62
#> Nkx2-1_tdTpositive_cell_19 2 0.0000 0.9333 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_20 2 0.0000 0.9333 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_1 2 0.0000 0.9333 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_2 1 0.0000 0.6910 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_3 1 0.1529 0.6666 0.96 0.00 0.04
#> Pvalb_tdTpositive_cell_5 1 0.6244 0.6705 0.56 0.00 0.44
#> Pvalb_tdTpositive_cell_7 1 0.1529 0.6666 0.96 0.00 0.04
#> Pvalb_tdTpositive_cell_8 1 0.3340 0.6878 0.88 0.00 0.12
#> Pvalb_tdTpositive_cell_9 1 0.1529 0.6666 0.96 0.00 0.04
#> Pvalb_tdTpositive_cell_10 3 0.6302 0.4190 0.00 0.48 0.52
#> Pvalb_tdTpositive_cell_11 3 0.6302 0.4190 0.00 0.48 0.52
#> Pvalb_tdTpositive_cell_12 1 0.0000 0.6910 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_13 3 0.6302 0.4818 0.48 0.00 0.52
#> Pvalb_tdTpositive_cell_14 3 0.6280 0.4433 0.00 0.46 0.54
#> Pvalb_tdTpositive_cell_16 1 0.0000 0.6910 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_17 1 0.1529 0.6666 0.96 0.00 0.04
#> Pvalb_tdTpositive_cell_18 3 0.6244 0.5415 0.44 0.00 0.56
#> Pvalb_tdTpositive_cell_19 1 0.6244 0.0572 0.56 0.44 0.00
#> Pvalb_tdTpositive_cell_20 3 0.6302 0.4190 0.00 0.48 0.52
#> Pvalb_tdTpositive_cell_21 3 0.6302 0.4818 0.48 0.00 0.52
#> Pvalb_tdTpositive_cell_22 1 0.0000 0.6910 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_23 2 0.0000 0.9333 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_24 3 0.9003 0.6047 0.24 0.20 0.56
#> Pvalb_tdTpositive_cell_25 3 0.6302 0.4190 0.00 0.48 0.52
#> Pvalb_tdTpositive_cell_26 1 0.0000 0.6910 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_27 1 0.0000 0.6910 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_28 3 0.6244 0.4640 0.00 0.44 0.56
#> Pvalb_tdTpositive_cell_29 1 0.1529 0.6666 0.96 0.00 0.04
#> Pvalb_tdTpositive_cell_30 3 0.6244 0.5415 0.44 0.00 0.56
#> Pvalb_tdTpositive_cell_32 3 0.6302 0.4818 0.48 0.00 0.52
#> Pvalb_tdTpositive_cell_33 3 0.6244 0.5415 0.44 0.00 0.56
#> Pvalb_tdTpositive_cell_34 3 0.6984 0.5537 0.42 0.02 0.56
#> Pvalb_tdTpositive_cell_35 1 0.0000 0.6910 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_36 2 0.2959 0.7989 0.00 0.90 0.10
#> Pvalb_tdTpositive_cell_37 3 0.6244 0.4640 0.00 0.44 0.56
#> Pvalb_tdTpositive_cell_38 3 0.9003 0.5896 0.20 0.24 0.56
#> Pvalb_tdTpositive_cell_39 3 0.6244 0.5415 0.44 0.00 0.56
#> Pvalb_tdTpositive_cell_40 1 0.1529 0.6666 0.96 0.00 0.04
#> Pvalb_tdTpositive_cell_41 3 0.6244 0.5415 0.44 0.00 0.56
#> Pvalb_tdTpositive_cell_42 1 0.1529 0.6666 0.96 0.00 0.04
#> Pvalb_tdTpositive_cell_44 3 0.6244 0.4640 0.00 0.44 0.56
#> Pvalb_tdTpositive_cell_46 2 0.6045 0.0302 0.00 0.62 0.38
#> Pvalb_tdTpositive_cell_47 1 0.0892 0.6918 0.98 0.00 0.02
#> Pvalb_tdTpositive_cell_48 2 0.0000 0.9333 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_71 1 0.0000 0.6910 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_72 1 0.2537 0.6179 0.92 0.00 0.08
#> Pvalb_tdTpositive_cell_73 1 0.5397 0.1974 0.72 0.00 0.28
#> PvalbD-Slc32a1_tdTpositive_cell_18 1 0.1529 0.6666 0.96 0.00 0.04
#> PvalbD-Slc32a1_tdTpositive_cell_21 3 0.6244 0.5415 0.44 0.00 0.56
#> PvalbD-Slc32a1_tdTpositive_cell_26 1 0.5948 -0.0799 0.64 0.00 0.36
#> PvalbD-Slc32a1_tdTpositive_cell_27 3 0.6302 0.4190 0.00 0.48 0.52
#> PvalbD-Slc32a1_tdTpositive_cell_28 3 0.6244 0.5415 0.44 0.00 0.56
#> PvalbD-Slc32a1_tdTpositive_cell_31 2 0.0000 0.9333 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_38 2 0.0000 0.9333 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_41 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_2 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_3 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_4 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_6 1 0.0000 0.6910 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_7 1 0.0000 0.6910 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_10 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_11 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_12 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_18 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_20 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_25 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_29 1 0.7074 0.6270 0.50 0.02 0.48
#> PvalbF-Gad2_tdTpositive_cell_30 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_33 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_34 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_38 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_40 1 0.0000 0.6910 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_43 1 0.0000 0.6910 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_44 1 0.6244 0.6705 0.56 0.00 0.44
#> PvalbF-Gad2_tdTpositive_cell_93 1 0.6244 0.6705 0.56 0.00 0.44
#> Sst_tdTpositive_cell_57 3 0.6302 0.4190 0.00 0.48 0.52
#> Sst_tdTpositive_cell_66 3 0.6244 0.5415 0.44 0.00 0.56
#> Sst_tdTpositive_cell_106 2 0.0000 0.9333 0.00 1.00 0.00
#> Tac2_tdTpositive_cell_4 2 0.5948 0.1162 0.00 0.64 0.36
#> Tac2_tdTpositive_cell_5 2 0.0000 0.9333 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_11 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_4 3 0.1637 0.936 0.00 0.06 0.94 0.00
#> Chrna2_tdTpositive_cell_6 2 0.4406 0.561 0.00 0.70 0.30 0.00
#> Chrna2_tdTpositive_cell_29 3 0.0000 0.956 0.00 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_34 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_40 3 0.0000 0.956 0.00 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_47 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_55 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_4 2 0.0707 0.946 0.00 0.98 0.02 0.00
#> Gad2_tdTpositive_cell_13 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_43 1 0.1637 0.928 0.94 0.00 0.06 0.00
#> Gad2_tdTpositive_cell_55 1 0.0707 0.943 0.98 0.00 0.02 0.00
#> Gad2_tdTpositive_cell_58 3 0.1637 0.936 0.00 0.06 0.94 0.00
#> Gad2_tdTpositive_cell_71 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_74 2 0.1211 0.933 0.00 0.96 0.04 0.00
#> Nkx2-1_tdTpositive_cell_1 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_3 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_7 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_8 2 0.0707 0.946 0.00 0.98 0.02 0.00
#> Nkx2-1_tdTpositive_cell_12 2 0.1637 0.892 0.06 0.94 0.00 0.00
#> Nkx2-1_tdTpositive_cell_13 1 0.2345 0.880 0.90 0.00 0.00 0.10
#> Nkx2-1_tdTpositive_cell_15 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_16 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_17 3 0.0000 0.956 0.00 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_19 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_20 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_1 2 0.1211 0.933 0.00 0.96 0.04 0.00
#> Pvalb_tdTpositive_cell_2 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_3 1 0.1637 0.928 0.94 0.00 0.06 0.00
#> Pvalb_tdTpositive_cell_5 1 0.4134 0.639 0.74 0.00 0.00 0.26
#> Pvalb_tdTpositive_cell_7 1 0.1637 0.928 0.94 0.00 0.06 0.00
#> Pvalb_tdTpositive_cell_8 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_9 1 0.0000 0.947 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_10 3 0.1637 0.936 0.00 0.06 0.94 0.00
#> Pvalb_tdTpositive_cell_11 3 0.1637 0.936 0.00 0.06 0.94 0.00
#> Pvalb_tdTpositive_cell_12 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_13 1 0.2011 0.915 0.92 0.00 0.08 0.00
#> Pvalb_tdTpositive_cell_14 3 0.1211 0.945 0.00 0.04 0.96 0.00
#> Pvalb_tdTpositive_cell_16 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_17 1 0.0000 0.947 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_18 1 0.2345 0.883 0.90 0.00 0.10 0.00
#> Pvalb_tdTpositive_cell_19 2 0.4977 0.147 0.46 0.54 0.00 0.00
#> Pvalb_tdTpositive_cell_20 3 0.1637 0.936 0.00 0.06 0.94 0.00
#> Pvalb_tdTpositive_cell_21 1 0.2011 0.915 0.92 0.00 0.08 0.00
#> Pvalb_tdTpositive_cell_22 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_23 2 0.0707 0.946 0.00 0.98 0.02 0.00
#> Pvalb_tdTpositive_cell_24 3 0.0707 0.952 0.02 0.00 0.98 0.00
#> Pvalb_tdTpositive_cell_25 3 0.0000 0.956 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_26 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_27 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_28 3 0.0000 0.956 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_29 1 0.1637 0.928 0.94 0.00 0.06 0.00
#> Pvalb_tdTpositive_cell_30 3 0.1637 0.918 0.06 0.00 0.94 0.00
#> Pvalb_tdTpositive_cell_32 1 0.2011 0.915 0.92 0.00 0.08 0.00
#> Pvalb_tdTpositive_cell_33 3 0.0707 0.952 0.02 0.00 0.98 0.00
#> Pvalb_tdTpositive_cell_34 3 0.0707 0.952 0.02 0.00 0.98 0.00
#> Pvalb_tdTpositive_cell_35 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_36 3 0.3400 0.806 0.00 0.18 0.82 0.00
#> Pvalb_tdTpositive_cell_37 3 0.0707 0.952 0.02 0.00 0.98 0.00
#> Pvalb_tdTpositive_cell_38 3 0.0707 0.952 0.02 0.00 0.98 0.00
#> Pvalb_tdTpositive_cell_39 1 0.3172 0.829 0.84 0.00 0.16 0.00
#> Pvalb_tdTpositive_cell_40 1 0.0000 0.947 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_41 3 0.1211 0.937 0.04 0.00 0.96 0.00
#> Pvalb_tdTpositive_cell_42 1 0.0000 0.947 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_44 3 0.0000 0.956 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_46 3 0.2011 0.921 0.00 0.08 0.92 0.00
#> Pvalb_tdTpositive_cell_47 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_48 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_71 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_72 1 0.0000 0.947 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_73 1 0.1411 0.947 0.96 0.00 0.02 0.02
#> PvalbD-Slc32a1_tdTpositive_cell_18 1 0.1637 0.928 0.94 0.00 0.06 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_21 3 0.0707 0.952 0.02 0.00 0.98 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_26 1 0.2011 0.915 0.92 0.00 0.08 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_27 3 0.1637 0.936 0.00 0.06 0.94 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_28 3 0.0707 0.952 0.02 0.00 0.98 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_31 2 0.0707 0.946 0.00 0.98 0.02 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_38 2 0.1637 0.914 0.00 0.94 0.06 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_41 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_2 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_3 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_4 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_6 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> PvalbF-Gad2_tdTpositive_cell_7 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> PvalbF-Gad2_tdTpositive_cell_10 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_11 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_12 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_18 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_20 4 0.4948 0.244 0.44 0.00 0.00 0.56
#> PvalbF-Gad2_tdTpositive_cell_25 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_29 4 0.0707 0.923 0.00 0.02 0.00 0.98
#> PvalbF-Gad2_tdTpositive_cell_30 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_33 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_34 4 0.2921 0.828 0.14 0.00 0.00 0.86
#> PvalbF-Gad2_tdTpositive_cell_38 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_40 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> PvalbF-Gad2_tdTpositive_cell_43 1 0.0707 0.948 0.98 0.00 0.00 0.02
#> PvalbF-Gad2_tdTpositive_cell_44 4 0.4134 0.661 0.26 0.00 0.00 0.74
#> PvalbF-Gad2_tdTpositive_cell_93 4 0.0000 0.942 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_57 3 0.0000 0.956 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_66 3 0.0707 0.952 0.02 0.00 0.98 0.00
#> Sst_tdTpositive_cell_106 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> Tac2_tdTpositive_cell_4 3 0.2011 0.921 0.00 0.08 0.92 0.00
#> Tac2_tdTpositive_cell_5 2 0.0707 0.946 0.00 0.98 0.02 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 101 1.000 2
#> ATC:skmeans 79 0.640 3
#> ATC:skmeans 102 0.143 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node0312. Child nodes: Node011211-leaf , Node011212-leaf , Node011221-leaf , Node011222-leaf , Node031211-leaf , Node031212-leaf , Node031213-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["03121"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 12870 rows and 57 columns.
#> Top rows (1287) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.971 0.987 0.437 0.560 0.560
#> 3 3 0.998 0.957 0.982 0.519 0.677 0.470
#> 4 4 0.741 0.638 0.845 0.126 0.935 0.811
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Gad2_tdTpositive_cell_43 1 0.000 0.993 1.00 0.00
#> Gad2_tdTpositive_cell_55 1 0.000 0.993 1.00 0.00
#> Nkx2-1_tdTpositive_cell_12 1 0.000 0.993 1.00 0.00
#> Nkx2-1_tdTpositive_cell_13 1 0.795 0.670 0.76 0.24
#> Pvalb_tdTpositive_cell_2 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_3 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_5 2 0.141 0.956 0.02 0.98
#> Pvalb_tdTpositive_cell_7 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_8 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_9 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_12 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_13 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_16 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_17 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_18 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_19 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_21 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_22 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_26 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_27 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_29 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_32 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_33 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_35 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_39 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_40 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_41 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_42 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_47 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_71 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_72 1 0.000 0.993 1.00 0.00
#> Pvalb_tdTpositive_cell_73 1 0.000 0.993 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_18 1 0.000 0.993 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_21 1 0.000 0.993 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_26 1 0.000 0.993 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_28 1 0.000 0.993 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_41 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_2 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_3 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_4 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_6 1 0.000 0.993 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_7 1 0.000 0.993 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_10 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_11 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_12 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_18 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_20 2 0.827 0.661 0.26 0.74
#> PvalbF-Gad2_tdTpositive_cell_25 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_29 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_30 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_33 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_34 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_38 2 0.000 0.971 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_40 1 0.000 0.993 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_43 1 0.000 0.993 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_44 2 0.722 0.758 0.20 0.80
#> PvalbF-Gad2_tdTpositive_cell_93 2 0.000 0.971 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Gad2_tdTpositive_cell_43 3 0.0000 0.969 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_55 3 0.5948 0.442 0.36 0.00 0.64
#> Nkx2-1_tdTpositive_cell_12 1 0.0000 0.975 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_13 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_2 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_3 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_5 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_7 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_8 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_9 1 0.2066 0.921 0.94 0.00 0.06
#> Pvalb_tdTpositive_cell_12 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_13 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_16 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_17 3 0.2537 0.897 0.08 0.00 0.92
#> Pvalb_tdTpositive_cell_18 3 0.1529 0.938 0.04 0.00 0.96
#> Pvalb_tdTpositive_cell_19 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_21 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_22 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_26 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_27 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_29 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_32 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_33 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_35 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_39 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_40 1 0.5397 0.599 0.72 0.00 0.28
#> Pvalb_tdTpositive_cell_41 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_42 3 0.0000 0.969 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_47 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_71 1 0.0000 0.975 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_72 3 0.0892 0.954 0.02 0.00 0.98
#> Pvalb_tdTpositive_cell_73 1 0.0000 0.975 1.00 0.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_18 3 0.0000 0.969 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_21 3 0.0000 0.969 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_26 3 0.0000 0.969 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_28 3 0.0000 0.969 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_41 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_2 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_3 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_4 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_6 1 0.0000 0.975 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_7 1 0.0000 0.975 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_10 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_11 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_12 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_18 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_20 1 0.0000 0.975 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_25 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_29 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_30 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_33 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_34 1 0.4291 0.774 0.82 0.18 0.00
#> PvalbF-Gad2_tdTpositive_cell_38 2 0.0000 1.000 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_40 1 0.0000 0.975 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_43 1 0.0000 0.975 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_44 1 0.0892 0.959 0.98 0.02 0.00
#> PvalbF-Gad2_tdTpositive_cell_93 2 0.0000 1.000 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Gad2_tdTpositive_cell_43 3 0.1913 0.8356 0.02 0.00 0.94 0.04
#> Gad2_tdTpositive_cell_55 4 0.5793 0.5316 0.36 0.00 0.04 0.60
#> Nkx2-1_tdTpositive_cell_12 1 0.4522 0.5075 0.68 0.00 0.00 0.32
#> Nkx2-1_tdTpositive_cell_13 1 0.4624 0.4825 0.66 0.00 0.00 0.34
#> Pvalb_tdTpositive_cell_2 1 0.2830 0.6037 0.90 0.00 0.04 0.06
#> Pvalb_tdTpositive_cell_3 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_5 1 0.4624 0.4697 0.66 0.00 0.00 0.34
#> Pvalb_tdTpositive_cell_7 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_8 1 0.3610 0.5713 0.80 0.00 0.00 0.20
#> Pvalb_tdTpositive_cell_9 1 0.6723 0.2988 0.60 0.00 0.26 0.14
#> Pvalb_tdTpositive_cell_12 1 0.0707 0.6049 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_13 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_16 1 0.3525 0.5918 0.86 0.00 0.04 0.10
#> Pvalb_tdTpositive_cell_17 3 0.7206 -0.0978 0.40 0.00 0.46 0.14
#> Pvalb_tdTpositive_cell_18 3 0.7707 -0.1341 0.32 0.00 0.44 0.24
#> Pvalb_tdTpositive_cell_19 1 0.3975 0.4111 0.76 0.00 0.00 0.24
#> Pvalb_tdTpositive_cell_21 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_22 1 0.3610 0.4614 0.80 0.00 0.00 0.20
#> Pvalb_tdTpositive_cell_26 1 0.0707 0.6049 0.98 0.00 0.00 0.02
#> Pvalb_tdTpositive_cell_27 1 0.2706 0.5778 0.90 0.00 0.02 0.08
#> Pvalb_tdTpositive_cell_29 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_32 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_33 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_35 1 0.1637 0.5940 0.94 0.00 0.00 0.06
#> Pvalb_tdTpositive_cell_39 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_40 1 0.5489 0.3568 0.70 0.00 0.24 0.06
#> Pvalb_tdTpositive_cell_41 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_42 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_47 1 0.4522 0.4872 0.68 0.00 0.00 0.32
#> Pvalb_tdTpositive_cell_71 1 0.4977 0.0820 0.54 0.00 0.00 0.46
#> Pvalb_tdTpositive_cell_72 4 0.6513 0.5431 0.18 0.00 0.18 0.64
#> Pvalb_tdTpositive_cell_73 4 0.4790 0.4958 0.38 0.00 0.00 0.62
#> PvalbD-Slc32a1_tdTpositive_cell_18 3 0.0000 0.8803 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_21 3 0.6005 0.0475 0.04 0.00 0.50 0.46
#> PvalbD-Slc32a1_tdTpositive_cell_26 3 0.0707 0.8684 0.00 0.00 0.98 0.02
#> PvalbD-Slc32a1_tdTpositive_cell_28 3 0.1211 0.8538 0.00 0.00 0.96 0.04
#> PvalbD-Slc32a1_tdTpositive_cell_41 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_2 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_3 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_4 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_6 1 0.1637 0.5976 0.94 0.00 0.00 0.06
#> PvalbF-Gad2_tdTpositive_cell_7 1 0.4977 -0.0937 0.54 0.00 0.00 0.46
#> PvalbF-Gad2_tdTpositive_cell_10 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_11 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_12 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_18 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_20 4 0.3610 0.3950 0.20 0.00 0.00 0.80
#> PvalbF-Gad2_tdTpositive_cell_25 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_29 2 0.0707 0.9621 0.00 0.98 0.00 0.02
#> PvalbF-Gad2_tdTpositive_cell_30 2 0.4277 0.6637 0.00 0.72 0.00 0.28
#> PvalbF-Gad2_tdTpositive_cell_33 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_34 1 0.6586 0.3028 0.50 0.08 0.00 0.42
#> PvalbF-Gad2_tdTpositive_cell_38 2 0.0000 0.9780 0.00 1.00 0.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_40 1 0.4713 0.1272 0.64 0.00 0.00 0.36
#> PvalbF-Gad2_tdTpositive_cell_43 1 0.4977 -0.1734 0.54 0.00 0.00 0.46
#> PvalbF-Gad2_tdTpositive_cell_44 4 0.3037 0.5063 0.10 0.02 0.00 0.88
#> PvalbF-Gad2_tdTpositive_cell_93 2 0.0000 0.9780 0.00 1.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 57 0.689 2
#> ATC:skmeans 56 0.217 3
#> ATC:skmeans 40 0.592 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node03. Child nodes: Node0111 , Node0112 , Node0121 , Node0122 , Node0123 , Node0131 , Node0132 , Node0211 , Node0212-leaf , Node0213-leaf , Node0214-leaf , Node0221-leaf , Node0222-leaf , Node0231-leaf , Node0232-leaf , Node0311-leaf , Node0312 , Node0321 , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331 , Node0332 , Node0333-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["032"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13113 rows and 187 columns.
#> Top rows (1311) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.975 0.985 0.502 0.499 0.499
#> 3 3 1.000 0.985 0.994 0.333 0.721 0.497
#> 4 4 0.999 0.967 0.984 0.111 0.899 0.707
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_1 2 0.000 0.989 0.00 1.00
#> Calb2_tdTpositive_cell_4 2 0.000 0.989 0.00 1.00
#> Calb2_tdTpositive_cell_5 2 0.000 0.989 0.00 1.00
#> Calb2_tdTpositive_cell_13 2 0.000 0.989 0.00 1.00
#> Calb2_tdTpositive_cell_15 2 0.000 0.989 0.00 1.00
#> Calb2_tdTpositive_cell_16 2 0.000 0.989 0.00 1.00
#> Chrna2_tdTpositive_cell_14 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_15 1 0.000 0.981 1.00 0.00
#> Chrna2_tdTpositive_cell_19 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_21 2 0.000 0.989 0.00 1.00
#> Chrna2_tdTpositive_cell_25 1 0.000 0.981 1.00 0.00
#> Chrna2_tdTpositive_cell_26 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_33 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_37 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_43 1 0.000 0.981 1.00 0.00
#> Chrna2_tdTpositive_cell_45 2 0.000 0.989 0.00 1.00
#> Chrna2_tdTpositive_cell_48 2 0.000 0.989 0.00 1.00
#> Chrna2_tdTpositive_cell_49 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_50 2 0.000 0.989 0.00 1.00
#> Chrna2_tdTpositive_cell_52 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_53 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_54 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_56 1 0.141 0.981 0.98 0.02
#> Chrna2_tdTpositive_cell_59 2 0.000 0.989 0.00 1.00
#> Chrna2_tdTpositive_cell_60 2 0.000 0.989 0.00 1.00
#> Chrna2_tdTpositive_cell_61 2 0.000 0.989 0.00 1.00
#> Chrna2_tdTpositive_cell_64 1 0.000 0.981 1.00 0.00
#> Chrna2_tdTpositive_cell_77 1 0.141 0.981 0.98 0.02
#> Cux2_tdTpositive_cell_63 1 0.000 0.981 1.00 0.00
#> Gad2_tdTpositive_cell_7 1 0.141 0.981 0.98 0.02
#> Gad2_tdTpositive_cell_8 1 0.141 0.981 0.98 0.02
#> Gad2_tdTpositive_cell_11 1 0.000 0.981 1.00 0.00
#> Gad2_tdTpositive_cell_18 2 0.000 0.989 0.00 1.00
#> Gad2_tdTpositive_cell_20 2 0.000 0.989 0.00 1.00
#> Gad2_tdTpositive_cell_21 2 0.000 0.989 0.00 1.00
#> Gad2_tdTpositive_cell_22 2 0.000 0.989 0.00 1.00
#> Gad2_tdTpositive_cell_23 2 0.000 0.989 0.00 1.00
#> Gad2_tdTpositive_cell_25 2 0.000 0.989 0.00 1.00
#> Gad2_tdTpositive_cell_26 2 0.141 0.982 0.02 0.98
#> Gad2_tdTpositive_cell_27 2 0.141 0.982 0.02 0.98
#> Gad2_tdTpositive_cell_28 2 0.141 0.982 0.02 0.98
#> Gad2_tdTpositive_cell_60 2 0.000 0.989 0.00 1.00
#> Gad2_tdTpositive_cell_61 2 0.141 0.982 0.02 0.98
#> Gad2_tdTpositive_cell_63 2 0.000 0.989 0.00 1.00
#> Gad2_tdTpositive_cell_65 2 0.141 0.982 0.02 0.98
#> Gad2_tdTpositive_cell_75 1 0.000 0.981 1.00 0.00
#> Htr3a_tdTpositive_cell_1 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_15 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_17 1 0.141 0.981 0.98 0.02
#> Htr3a_tdTpositive_cell_24 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_41 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_42 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_44 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_53 1 0.141 0.981 0.98 0.02
#> Htr3a_tdTpositive_cell_61 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_62 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_78 1 0.000 0.981 1.00 0.00
#> Htr3a_tdTpositive_cell_83 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_85 1 0.000 0.981 1.00 0.00
#> Htr3a_tdTpositive_cell_87 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_89 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_90 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_91 2 0.000 0.989 0.00 1.00
#> Htr3a_tdTpositive_cell_118 1 0.000 0.981 1.00 0.00
#> Ndnf_tdTnegative_cell_2 2 0.000 0.989 0.00 1.00
#> Nkx2-1_tdTpositive_cell_10 1 0.000 0.981 1.00 0.00
#> Nos1_tdTpositive_cell_4 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_7 2 0.000 0.989 0.00 1.00
#> Nos1_tdTpositive_cell_8 2 0.000 0.989 0.00 1.00
#> Nos1_tdTpositive_cell_9 1 0.680 0.802 0.82 0.18
#> Nos1_tdTpositive_cell_11 2 0.000 0.989 0.00 1.00
#> Nos1_tdTpositive_cell_12 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_13 1 0.990 0.250 0.56 0.44
#> Nos1_tdTpositive_cell_14 2 0.000 0.989 0.00 1.00
#> Nos1_tdTpositive_cell_15 2 0.000 0.989 0.00 1.00
#> Nos1_tdTpositive_cell_16 2 0.000 0.989 0.00 1.00
#> Nos1_tdTpositive_cell_17 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_29 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_35 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_40 2 0.000 0.989 0.00 1.00
#> Nos1_tdTpositive_cell_47 1 0.000 0.981 1.00 0.00
#> Nos1_tdTpositive_cell_52 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_53 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_56 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_57 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_58 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_67 1 0.402 0.926 0.92 0.08
#> Nos1_tdTpositive_cell_68 1 0.141 0.981 0.98 0.02
#> Nos1_tdTpositive_cell_69 2 0.000 0.989 0.00 1.00
#> Nos1_tdTpositive_cell_70 1 0.141 0.981 0.98 0.02
#> Pvalb_tdTpositive_cell_49 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_50 1 0.141 0.968 0.98 0.02
#> Pvalb_tdTpositive_cell_51 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_52 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_53 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_54 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_55 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_56 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_57 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_58 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_59 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_60 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_61 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_62 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_63 2 0.141 0.982 0.02 0.98
#> Pvalb_tdTpositive_cell_64 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_75 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_76 2 0.141 0.982 0.02 0.98
#> Pvalb_tdTpositive_cell_77 2 0.141 0.982 0.02 0.98
#> Pvalb_tdTpositive_cell_78 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_79 2 0.141 0.982 0.02 0.98
#> Pvalb_tdTpositive_cell_80 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_82 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_84 1 0.000 0.981 1.00 0.00
#> Pvalb_tdTpositive_cell_85 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_1 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_2 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_3 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_4 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_5 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_6 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_7 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_8 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_9 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_12 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_13 1 0.722 0.746 0.80 0.20
#> PvalbD-Slc32a1_tdTpositive_cell_14 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_19 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_22 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_24 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_30 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_32 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_33 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_34 2 0.242 0.968 0.04 0.96
#> PvalbD-Slc32a1_tdTpositive_cell_35 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_36 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_37 2 0.795 0.706 0.24 0.76
#> PvalbD-Slc32a1_tdTpositive_cell_39 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_40 1 0.000 0.981 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_43 2 0.141 0.982 0.02 0.98
#> PvalbD-Slc32a1_tdTpositive_cell_44 2 0.141 0.982 0.02 0.98
#> PvalbF-Gad2_tdTpositive_cell_45 1 0.000 0.981 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_61 1 0.000 0.981 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_63 1 0.000 0.981 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_78 1 0.000 0.981 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_80 2 0.141 0.982 0.02 0.98
#> PvalbF-Gad2_tdTpositive_cell_82 1 0.000 0.981 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_86 1 0.000 0.981 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_88 2 0.141 0.982 0.02 0.98
#> PvalbF-Gad2_tdTpositive_cell_89 2 0.141 0.982 0.02 0.98
#> PvalbF-Gad2_tdTpositive_cell_90 2 0.141 0.982 0.02 0.98
#> PvalbF-Gad2_tdTpositive_cell_91 2 0.141 0.982 0.02 0.98
#> PvalbF-Gad2_tdTpositive_cell_92 2 0.141 0.982 0.02 0.98
#> PvalbF-Gad2_tdTpositive_cell_94 2 0.141 0.982 0.02 0.98
#> Rbp4_tdTpositive_cell_51 2 0.402 0.929 0.08 0.92
#> Sst_tdTpositive_cell_6 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_7 2 0.000 0.989 0.00 1.00
#> Sst_tdTpositive_cell_8 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_12 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_14 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_18 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_21 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_24 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_28 2 0.000 0.989 0.00 1.00
#> Sst_tdTpositive_cell_29 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_30 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_31 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_34 2 0.000 0.989 0.00 1.00
#> Sst_tdTpositive_cell_55 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_71 2 0.000 0.989 0.00 1.00
#> Sst_tdTpositive_cell_76 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_77 2 0.141 0.974 0.02 0.98
#> Sst_tdTpositive_cell_78 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_79 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_81 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_83 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_84 1 0.141 0.981 0.98 0.02
#> Sst_tdTpositive_cell_100 2 0.000 0.989 0.00 1.00
#> Sst_tdTpositive_cell_101 2 0.000 0.989 0.00 1.00
#> Sst_tdTpositive_cell_102 2 0.327 0.933 0.06 0.94
#> Sst_tdTpositive_cell_103 2 0.000 0.989 0.00 1.00
#> Sst_tdTpositive_cell_104 2 0.000 0.989 0.00 1.00
#> Sst_tdTpositive_cell_105 1 0.141 0.981 0.98 0.02
#> Vip_tdTpositive_cell_15 2 0.000 0.989 0.00 1.00
#> Vip_tdTpositive_cell_45 2 0.000 0.989 0.00 1.00
#> Vip_tdTpositive_cell_53 2 0.000 0.989 0.00 1.00
#> Vip_tdTpositive_cell_59 2 0.000 0.989 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_1 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_4 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_5 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_13 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_15 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_16 2 0.0000 0.992 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_14 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_15 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_19 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_21 2 0.0000 0.992 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_25 3 0.0000 0.991 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_26 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_33 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_37 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_43 3 0.0000 0.991 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_45 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_48 2 0.0000 0.992 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_49 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_50 2 0.0000 0.992 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_52 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_53 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_54 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_56 1 0.0000 0.999 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_59 2 0.0000 0.992 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_60 1 0.2066 0.936 0.94 0.06 0.00
#> Chrna2_tdTpositive_cell_61 2 0.0000 0.992 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_64 3 0.0000 0.991 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_77 1 0.0000 0.999 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_63 3 0.0000 0.991 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_7 1 0.0000 0.999 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_8 1 0.0000 0.999 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_11 3 0.0000 0.991 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_18 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_20 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_21 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_22 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_23 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_25 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_26 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_27 2 0.0892 0.974 0.00 0.98 0.02
#> Gad2_tdTpositive_cell_28 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_60 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_61 3 0.0000 0.991 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_63 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_65 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_75 3 0.0000 0.991 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_1 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_15 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_17 1 0.0000 0.999 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_24 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_41 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_42 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_44 2 0.5016 0.689 0.24 0.76 0.00
#> Htr3a_tdTpositive_cell_53 1 0.0000 0.999 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_61 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_62 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_78 1 0.0000 0.999 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_83 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_85 3 0.0000 0.991 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_87 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_89 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_90 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_91 2 0.2537 0.912 0.08 0.92 0.00
#> Htr3a_tdTpositive_cell_118 3 0.1529 0.952 0.04 0.00 0.96
#> Ndnf_tdTnegative_cell_2 2 0.0000 0.992 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_10 3 0.0000 0.991 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_4 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_7 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_8 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_9 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_11 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_12 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_13 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_14 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_15 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_16 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_17 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_29 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_35 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_40 2 0.3340 0.865 0.12 0.88 0.00
#> Nos1_tdTpositive_cell_47 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_52 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_53 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_56 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_57 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_58 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_67 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_68 1 0.0000 0.999 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_69 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_70 1 0.0000 0.999 1.00 0.00 0.00
#> Pvalb_tdTpositive_cell_49 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_50 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_51 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_52 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_53 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_54 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_55 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_56 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_57 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_58 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_59 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_60 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_61 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_62 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_63 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_64 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_75 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_76 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_77 2 0.2066 0.933 0.00 0.94 0.06
#> Pvalb_tdTpositive_cell_78 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_79 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_80 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_82 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_84 3 0.0000 0.991 0.00 0.00 1.00
#> Pvalb_tdTpositive_cell_85 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_1 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_2 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_3 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_4 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_5 2 0.1529 0.954 0.00 0.96 0.04
#> PvalbD-Slc32a1_tdTpositive_cell_6 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_7 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_8 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_9 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_12 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_13 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_14 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_19 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_22 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_24 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_30 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_32 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_33 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_34 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_35 3 0.1529 0.952 0.00 0.04 0.96
#> PvalbD-Slc32a1_tdTpositive_cell_36 3 0.6192 0.276 0.00 0.42 0.58
#> PvalbD-Slc32a1_tdTpositive_cell_37 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_39 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_40 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_43 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_44 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_45 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_61 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_63 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_78 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_80 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_82 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_86 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_88 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_89 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_90 3 0.0000 0.991 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_91 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_92 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_94 3 0.1529 0.952 0.00 0.04 0.96
#> Rbp4_tdTpositive_cell_51 3 0.0000 0.991 0.00 0.00 1.00
#> Sst_tdTpositive_cell_6 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_7 2 0.0000 0.992 0.00 1.00 0.00
#> Sst_tdTpositive_cell_8 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_12 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_14 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_18 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_21 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_24 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_28 2 0.0000 0.992 0.00 1.00 0.00
#> Sst_tdTpositive_cell_29 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_30 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_31 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_34 2 0.0000 0.992 0.00 1.00 0.00
#> Sst_tdTpositive_cell_55 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_71 2 0.0000 0.992 0.00 1.00 0.00
#> Sst_tdTpositive_cell_76 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_77 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_78 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_79 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_81 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_83 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_84 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_100 2 0.0000 0.992 0.00 1.00 0.00
#> Sst_tdTpositive_cell_101 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_102 1 0.0000 0.999 1.00 0.00 0.00
#> Sst_tdTpositive_cell_103 2 0.0000 0.992 0.00 1.00 0.00
#> Sst_tdTpositive_cell_104 2 0.0000 0.992 0.00 1.00 0.00
#> Sst_tdTpositive_cell_105 1 0.0000 0.999 1.00 0.00 0.00
#> Vip_tdTpositive_cell_15 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_45 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_53 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_59 2 0.0000 0.992 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_1 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_4 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_5 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_13 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_15 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_16 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_14 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_15 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_19 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_21 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Chrna2_tdTpositive_cell_25 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_26 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_33 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_37 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_43 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_45 1 0.2647 0.861 0.88 0.00 0.00 0.12
#> Chrna2_tdTpositive_cell_48 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Chrna2_tdTpositive_cell_49 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_50 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Chrna2_tdTpositive_cell_52 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_53 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_54 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_56 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_59 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_60 2 0.2345 0.870 0.10 0.90 0.00 0.00
#> Chrna2_tdTpositive_cell_61 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_64 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_77 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Cux2_tdTpositive_cell_63 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_7 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_8 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_11 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_18 2 0.2011 0.897 0.00 0.92 0.00 0.08
#> Gad2_tdTpositive_cell_20 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_21 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_22 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_23 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_25 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_26 2 0.3400 0.772 0.00 0.82 0.00 0.18
#> Gad2_tdTpositive_cell_27 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_28 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_60 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_61 3 0.1913 0.948 0.00 0.04 0.94 0.02
#> Gad2_tdTpositive_cell_63 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_65 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_75 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_1 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_15 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_17 1 0.2345 0.890 0.90 0.10 0.00 0.00
#> Htr3a_tdTpositive_cell_24 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_41 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_42 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_44 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_53 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_61 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_62 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_78 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_83 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_85 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_87 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_89 4 0.4134 0.652 0.00 0.26 0.00 0.74
#> Htr3a_tdTpositive_cell_90 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_91 2 0.3972 0.825 0.08 0.84 0.00 0.08
#> Htr3a_tdTpositive_cell_118 2 0.4855 0.339 0.00 0.60 0.40 0.00
#> Ndnf_tdTnegative_cell_2 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Nkx2-1_tdTpositive_cell_10 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_4 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_7 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Nos1_tdTpositive_cell_8 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_9 1 0.3400 0.788 0.82 0.18 0.00 0.00
#> Nos1_tdTpositive_cell_11 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Nos1_tdTpositive_cell_12 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_13 1 0.2647 0.866 0.88 0.12 0.00 0.00
#> Nos1_tdTpositive_cell_14 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Nos1_tdTpositive_cell_15 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Nos1_tdTpositive_cell_16 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Nos1_tdTpositive_cell_17 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_29 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_35 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_40 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_47 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_52 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_53 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_56 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_57 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_58 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_67 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_68 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_69 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_70 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Pvalb_tdTpositive_cell_49 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_50 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_51 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_52 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_53 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_54 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_55 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_56 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_57 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_58 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_59 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_60 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_61 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_62 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_63 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_64 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_75 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_76 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_77 4 0.7414 0.289 0.00 0.18 0.34 0.48
#> Pvalb_tdTpositive_cell_78 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_79 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> Pvalb_tdTpositive_cell_80 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_82 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_84 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> Pvalb_tdTpositive_cell_85 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_1 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_2 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_3 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_4 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_5 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_6 3 0.2011 0.924 0.00 0.00 0.92 0.08
#> PvalbD-Slc32a1_tdTpositive_cell_7 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_8 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_9 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_12 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_13 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> PvalbD-Slc32a1_tdTpositive_cell_14 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_19 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_22 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_24 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_30 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_32 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_33 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_34 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> PvalbD-Slc32a1_tdTpositive_cell_35 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_36 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_37 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> PvalbD-Slc32a1_tdTpositive_cell_39 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_40 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_43 3 0.1211 0.966 0.00 0.00 0.96 0.04
#> PvalbD-Slc32a1_tdTpositive_cell_44 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_45 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> PvalbF-Gad2_tdTpositive_cell_61 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_63 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_78 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_80 3 0.1211 0.966 0.00 0.00 0.96 0.04
#> PvalbF-Gad2_tdTpositive_cell_82 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_86 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> PvalbF-Gad2_tdTpositive_cell_88 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> PvalbF-Gad2_tdTpositive_cell_89 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_90 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> PvalbF-Gad2_tdTpositive_cell_91 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_92 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> PvalbF-Gad2_tdTpositive_cell_94 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_51 3 0.0707 0.983 0.00 0.00 0.98 0.02
#> Sst_tdTpositive_cell_6 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_7 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_8 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_12 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_14 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_18 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_21 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_24 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_28 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_29 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_30 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_31 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_34 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Sst_tdTpositive_cell_55 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_71 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_76 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_77 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_78 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_79 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_81 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_83 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_84 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_100 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Sst_tdTpositive_cell_101 4 0.1211 0.936 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_102 4 0.0707 0.955 0.02 0.00 0.00 0.98
#> Sst_tdTpositive_cell_103 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> Sst_tdTpositive_cell_104 4 0.0000 0.967 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_105 1 0.0000 0.990 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_15 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_45 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_53 2 0.0000 0.974 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_59 2 0.0000 0.974 0.00 1.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 186 0.0270 2
#> ATC:skmeans 186 0.2606 3
#> ATC:skmeans 185 0.0097 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node032. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0321"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 12967 rows and 53 columns.
#> Top rows (1297) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.962 0.985 0.503 0.499 0.499
#> 3 3 1.000 0.979 0.990 0.349 0.717 0.487
#> 4 4 0.932 0.917 0.954 0.106 0.879 0.648
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3
There is also optional best \(k\) = 2 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Chrna2_tdTpositive_cell_14 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_15 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_19 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_26 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_33 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_37 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_45 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_49 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_52 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_53 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_54 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_56 2 0.000 0.977 0.00 1.00
#> Chrna2_tdTpositive_cell_77 1 0.000 0.994 1.00 0.00
#> Gad2_tdTpositive_cell_7 2 0.722 0.745 0.20 0.80
#> Gad2_tdTpositive_cell_8 1 0.000 0.994 1.00 0.00
#> Htr3a_tdTpositive_cell_17 2 0.000 0.977 0.00 1.00
#> Htr3a_tdTpositive_cell_53 2 0.000 0.977 0.00 1.00
#> Htr3a_tdTpositive_cell_78 2 0.000 0.977 0.00 1.00
#> Nos1_tdTpositive_cell_4 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_9 2 0.000 0.977 0.00 1.00
#> Nos1_tdTpositive_cell_12 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_13 2 0.000 0.977 0.00 1.00
#> Nos1_tdTpositive_cell_17 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_29 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_35 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_47 2 0.000 0.977 0.00 1.00
#> Nos1_tdTpositive_cell_52 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_53 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_56 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_57 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_58 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_67 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_68 1 0.000 0.994 1.00 0.00
#> Nos1_tdTpositive_cell_70 1 0.000 0.994 1.00 0.00
#> Sst_tdTpositive_cell_6 2 0.000 0.977 0.00 1.00
#> Sst_tdTpositive_cell_8 2 0.995 0.142 0.46 0.54
#> Sst_tdTpositive_cell_12 2 0.000 0.977 0.00 1.00
#> Sst_tdTpositive_cell_14 2 0.000 0.977 0.00 1.00
#> Sst_tdTpositive_cell_18 1 0.000 0.994 1.00 0.00
#> Sst_tdTpositive_cell_21 1 0.000 0.994 1.00 0.00
#> Sst_tdTpositive_cell_24 1 0.529 0.859 0.88 0.12
#> Sst_tdTpositive_cell_29 1 0.000 0.994 1.00 0.00
#> Sst_tdTpositive_cell_30 1 0.000 0.994 1.00 0.00
#> Sst_tdTpositive_cell_31 2 0.000 0.977 0.00 1.00
#> Sst_tdTpositive_cell_55 1 0.000 0.994 1.00 0.00
#> Sst_tdTpositive_cell_76 2 0.000 0.977 0.00 1.00
#> Sst_tdTpositive_cell_77 2 0.000 0.977 0.00 1.00
#> Sst_tdTpositive_cell_78 2 0.000 0.977 0.00 1.00
#> Sst_tdTpositive_cell_79 1 0.000 0.994 1.00 0.00
#> Sst_tdTpositive_cell_81 1 0.000 0.994 1.00 0.00
#> Sst_tdTpositive_cell_83 2 0.000 0.977 0.00 1.00
#> Sst_tdTpositive_cell_84 2 0.000 0.977 0.00 1.00
#> Sst_tdTpositive_cell_105 2 0.000 0.977 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Chrna2_tdTpositive_cell_14 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_15 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_19 3 0.000 0.989 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_26 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_33 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_37 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_45 3 0.000 0.989 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_49 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_52 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_53 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_54 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_56 2 0.000 0.983 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_77 1 0.000 0.996 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_7 3 0.000 0.989 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_8 3 0.000 0.989 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_17 2 0.000 0.983 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_53 2 0.000 0.983 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_78 2 0.153 0.950 0.00 0.96 0.04
#> Nos1_tdTpositive_cell_4 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_9 3 0.153 0.954 0.00 0.04 0.96
#> Nos1_tdTpositive_cell_12 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_13 3 0.000 0.989 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_17 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_29 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_35 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_47 3 0.000 0.989 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_52 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_53 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_56 1 0.207 0.937 0.94 0.06 0.00
#> Nos1_tdTpositive_cell_57 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_58 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_67 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_68 1 0.000 0.996 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_70 1 0.000 0.996 1.00 0.00 0.00
#> Sst_tdTpositive_cell_6 2 0.153 0.952 0.00 0.96 0.04
#> Sst_tdTpositive_cell_8 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_12 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_14 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_18 1 0.000 0.996 1.00 0.00 0.00
#> Sst_tdTpositive_cell_21 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_24 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_29 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_30 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_31 2 0.000 0.983 0.00 1.00 0.00
#> Sst_tdTpositive_cell_55 1 0.000 0.996 1.00 0.00 0.00
#> Sst_tdTpositive_cell_76 2 0.000 0.983 0.00 1.00 0.00
#> Sst_tdTpositive_cell_77 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_78 2 0.455 0.759 0.00 0.80 0.20
#> Sst_tdTpositive_cell_79 1 0.000 0.996 1.00 0.00 0.00
#> Sst_tdTpositive_cell_81 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_83 2 0.000 0.983 0.00 1.00 0.00
#> Sst_tdTpositive_cell_84 3 0.000 0.989 0.00 0.00 1.00
#> Sst_tdTpositive_cell_105 3 0.369 0.840 0.00 0.14 0.86
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Chrna2_tdTpositive_cell_14 2 0.0707 0.948 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_15 2 0.0707 0.946 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_19 3 0.1913 0.929 0.00 0.02 0.94 0.04
#> Chrna2_tdTpositive_cell_26 2 0.0000 0.951 0.00 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_33 2 0.1211 0.942 0.00 0.96 0.00 0.04
#> Chrna2_tdTpositive_cell_37 2 0.0707 0.948 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_45 3 0.1637 0.932 0.00 0.00 0.94 0.06
#> Chrna2_tdTpositive_cell_49 2 0.0707 0.948 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_52 2 0.0707 0.948 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_53 2 0.0707 0.946 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_54 2 0.0707 0.948 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_56 2 0.0707 0.946 0.00 0.98 0.00 0.02
#> Chrna2_tdTpositive_cell_77 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Gad2_tdTpositive_cell_7 4 0.1637 0.916 0.00 0.00 0.06 0.94
#> Gad2_tdTpositive_cell_8 3 0.0000 0.957 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_17 4 0.3172 0.835 0.00 0.16 0.00 0.84
#> Htr3a_tdTpositive_cell_53 4 0.2647 0.886 0.00 0.12 0.00 0.88
#> Htr3a_tdTpositive_cell_78 4 0.3037 0.897 0.00 0.10 0.02 0.88
#> Nos1_tdTpositive_cell_4 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_9 4 0.1637 0.916 0.00 0.00 0.06 0.94
#> Nos1_tdTpositive_cell_12 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_13 4 0.1637 0.916 0.00 0.00 0.06 0.94
#> Nos1_tdTpositive_cell_17 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_29 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_35 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_47 4 0.2011 0.903 0.00 0.00 0.08 0.92
#> Nos1_tdTpositive_cell_52 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_53 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_56 1 0.5535 0.219 0.56 0.42 0.00 0.02
#> Nos1_tdTpositive_cell_57 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_58 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_67 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_68 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Nos1_tdTpositive_cell_70 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_6 2 0.4553 0.736 0.00 0.78 0.18 0.04
#> Sst_tdTpositive_cell_8 3 0.0000 0.957 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_12 3 0.0000 0.957 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_14 3 0.0000 0.957 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_18 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_21 3 0.0000 0.957 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_24 3 0.0000 0.957 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_29 3 0.0000 0.957 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_30 3 0.0000 0.957 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_31 4 0.3172 0.853 0.00 0.16 0.00 0.84
#> Sst_tdTpositive_cell_55 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_76 2 0.2921 0.821 0.00 0.86 0.00 0.14
#> Sst_tdTpositive_cell_77 3 0.1913 0.930 0.00 0.02 0.94 0.04
#> Sst_tdTpositive_cell_78 3 0.6594 0.487 0.00 0.24 0.62 0.14
#> Sst_tdTpositive_cell_79 1 0.0000 0.970 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_81 3 0.0000 0.957 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_83 2 0.0000 0.951 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_84 3 0.0707 0.947 0.00 0.00 0.98 0.02
#> Sst_tdTpositive_cell_105 4 0.1913 0.916 0.00 0.02 0.04 0.94
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 52 NA 2
#> ATC:skmeans 53 NA 3
#> ATC:skmeans 51 NA 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node03. Child nodes: Node0111 , Node0112 , Node0121 , Node0122 , Node0123 , Node0131 , Node0132 , Node0211 , Node0212-leaf , Node0213-leaf , Node0214-leaf , Node0221-leaf , Node0222-leaf , Node0231-leaf , Node0232-leaf , Node0311-leaf , Node0312 , Node0321 , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331 , Node0332 , Node0333-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["033"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13105 rows and 248 columns.
#> Top rows (1177) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.998 0.999 0.502 0.498 0.498
#> 3 3 1.000 0.971 0.987 0.257 0.845 0.695
#> 4 4 0.822 0.836 0.913 0.160 0.853 0.624
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_17 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_22 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_34 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_37 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_38 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_43 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_44 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_49 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_52 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_54 2 0.000 0.999 0.00 1.00
#> Calb2_tdTpositive_cell_59 2 0.000 0.999 0.00 1.00
#> Chat_tdTpositive_cell_3 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_7 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_9 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_10 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_12 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_16 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_17 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_20 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_23 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_27 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_28 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_30 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_35 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_36 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_39 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_42 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_44 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_46 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_57 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_65 1 0.402 0.913 0.92 0.08
#> Chrna2_tdTpositive_cell_66 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_70 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_76 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_78 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_79 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_80 1 0.000 0.999 1.00 0.00
#> Chrna2_tdTpositive_cell_81 2 0.000 0.999 0.00 1.00
#> Chrna2_tdTpositive_cell_83 1 0.000 0.999 1.00 0.00
#> Cux2_tdTpositive_cell_72 1 0.000 0.999 1.00 0.00
#> Cux2_tdTpositive_cell_87 2 0.000 0.999 0.00 1.00
#> Cux2_tdTpositive_cell_98 1 0.000 0.999 1.00 0.00
#> Gad2_tdTpositive_cell_1 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_2 1 0.000 0.999 1.00 0.00
#> Gad2_tdTpositive_cell_3 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_5 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_6 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_9 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_10 1 0.000 0.999 1.00 0.00
#> Gad2_tdTpositive_cell_17 1 0.000 0.999 1.00 0.00
#> Gad2_tdTpositive_cell_19 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_31 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_32 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_34 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_36 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_37 1 0.000 0.999 1.00 0.00
#> Gad2_tdTpositive_cell_48 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_56 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_62 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_64 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_67 1 0.000 0.999 1.00 0.00
#> Gad2_tdTpositive_cell_68 1 0.000 0.999 1.00 0.00
#> Gad2_tdTpositive_cell_70 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_72 1 0.000 0.999 1.00 0.00
#> Gad2_tdTpositive_cell_73 2 0.000 0.999 0.00 1.00
#> Gad2_tdTpositive_cell_76 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_2 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_3 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_4 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_5 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_6 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_7 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_8 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_9 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_10 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_11 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_12 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_16 1 0.000 0.999 1.00 0.00
#> Htr3a_tdTpositive_cell_18 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_19 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_22 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_23 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_25 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_26 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_28 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_30 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_32 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_33 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_34 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_36 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_37 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_38 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_43 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_45 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_46 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_47 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_49 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_50 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_51 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_52 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_54 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_60 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_63 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_64 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_65 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_67 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_68 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_69 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_70 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_73 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_74 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_75 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_76 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_77 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_80 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_82 1 0.000 0.999 1.00 0.00
#> Htr3a_tdTpositive_cell_84 1 0.000 0.999 1.00 0.00
#> Htr3a_tdTpositive_cell_88 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_94 1 0.000 0.999 1.00 0.00
#> Htr3a_tdTpositive_cell_102 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_103 1 0.000 0.999 1.00 0.00
#> Htr3a_tdTpositive_cell_112 2 0.000 0.999 0.00 1.00
#> Htr3a_tdTpositive_cell_115 1 0.000 0.999 1.00 0.00
#> Htr3a_tdTpositive_cell_119 1 0.000 0.999 1.00 0.00
#> Htr3a_tdTpositive_cell_122 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTpositive_cell_13 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTpositive_cell_14 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTpositive_cell_15 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTpositive_cell_16 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTpositive_cell_17 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTpositive_cell_18 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTpositive_cell_19 2 0.000 0.999 0.00 1.00
#> Ndnf_tdTnegative_cell_12 2 0.000 0.999 0.00 1.00
#> Nkx2-1_tdTpositive_cell_5 1 0.000 0.999 1.00 0.00
#> Nkx2-1_tdTpositive_cell_14 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_2 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_5 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_6 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_10 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_18 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_19 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_20 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_21 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_22 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_24 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_25 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_31 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_32 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_36 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_39 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_41 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_44 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_45 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_48 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_50 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_55 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_60 2 0.000 0.999 0.00 1.00
#> Nos1_tdTpositive_cell_62 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_63 1 0.000 0.999 1.00 0.00
#> Nos1_tdTpositive_cell_64 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTpositive_cell_20 2 0.000 0.999 0.00 1.00
#> Ntsr1_tdTnegative_cell_54 1 0.000 0.999 1.00 0.00
#> Ntsr1_tdTnegative_cell_55 2 0.000 0.999 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_15 2 0.000 0.999 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_16 2 0.584 0.837 0.14 0.86
#> Rbp4_tdTpositive_cell_126 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_1 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_2 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_3 2 0.000 0.999 0.00 1.00
#> Sst_tdTpositive_cell_4 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_5 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_9 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_10 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_11 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_15 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_17 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_22 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_23 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_25 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_26 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_27 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_32 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_33 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_35 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_36 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_37 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_38 2 0.000 0.999 0.00 1.00
#> Sst_tdTpositive_cell_39 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_40 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_41 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_42 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_43 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_44 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_47 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_48 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_49 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_50 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_51 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_52 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_54 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_59 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_60 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_61 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_62 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_63 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_64 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_65 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_67 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_68 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_69 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_72 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_73 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_74 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_75 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_80 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_82 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_85 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_86 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_87 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_88 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_89 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_90 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_91 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_92 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_93 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_95 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_96 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_97 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_98 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_99 1 0.000 0.999 1.00 0.00
#> Sst_tdTpositive_cell_107 1 0.000 0.999 1.00 0.00
#> Vip_tdTpositive_cell_7 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_17 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_23 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_27 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_28 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_31 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_38 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_39 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_40 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_41 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_42 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_47 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_48 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_51 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_57 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_65 2 0.000 0.999 0.00 1.00
#> Vip_tdTpositive_cell_66 2 0.000 0.999 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_17 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_22 3 0.1529 0.919 0.00 0.04 0.96
#> Calb2_tdTpositive_cell_34 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_37 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_38 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_43 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_44 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_49 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_52 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_54 2 0.0000 0.992 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_59 2 0.2537 0.912 0.00 0.92 0.08
#> Chat_tdTpositive_cell_3 2 0.0000 0.992 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_7 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_9 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_10 3 0.0000 0.947 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_12 3 0.0000 0.947 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_16 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_17 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_20 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_23 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_27 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_28 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_30 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_35 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_36 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_39 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_42 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_44 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_46 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_57 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_65 1 0.4862 0.769 0.82 0.16 0.02
#> Chrna2_tdTpositive_cell_66 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_70 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_76 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_78 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_79 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_80 1 0.0000 0.998 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_81 2 0.0000 0.992 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_83 1 0.0000 0.998 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_72 1 0.0000 0.998 1.00 0.00 0.00
#> Cux2_tdTpositive_cell_87 3 0.0000 0.947 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_98 1 0.0000 0.998 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_1 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_2 3 0.5948 0.469 0.36 0.00 0.64
#> Gad2_tdTpositive_cell_3 2 0.3340 0.868 0.00 0.88 0.12
#> Gad2_tdTpositive_cell_5 3 0.0000 0.947 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_6 3 0.0000 0.947 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_9 2 0.0892 0.974 0.00 0.98 0.02
#> Gad2_tdTpositive_cell_10 3 0.5560 0.591 0.30 0.00 0.70
#> Gad2_tdTpositive_cell_17 1 0.0000 0.998 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_19 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_31 3 0.6126 0.335 0.00 0.40 0.60
#> Gad2_tdTpositive_cell_32 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_34 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_36 3 0.0000 0.947 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_37 1 0.0000 0.998 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_48 3 0.0000 0.947 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_56 2 0.0000 0.992 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_62 3 0.2537 0.882 0.00 0.08 0.92
#> Gad2_tdTpositive_cell_64 3 0.0000 0.947 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_67 3 0.0000 0.947 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_68 1 0.0000 0.998 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_70 3 0.2959 0.865 0.00 0.10 0.90
#> Gad2_tdTpositive_cell_72 1 0.0000 0.998 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_73 3 0.1529 0.918 0.00 0.04 0.96
#> Gad2_tdTpositive_cell_76 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_2 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_3 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_4 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_5 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_6 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_7 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_8 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_9 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_10 2 0.2066 0.935 0.00 0.94 0.06
#> Htr3a_tdTpositive_cell_11 3 0.3686 0.816 0.00 0.14 0.86
#> Htr3a_tdTpositive_cell_12 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_16 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_18 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_19 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_22 2 0.3686 0.842 0.00 0.86 0.14
#> Htr3a_tdTpositive_cell_23 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_25 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_26 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_28 2 0.2537 0.914 0.00 0.92 0.08
#> Htr3a_tdTpositive_cell_30 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_32 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_33 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_34 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_36 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_37 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_38 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_43 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_45 3 0.5016 0.687 0.00 0.24 0.76
#> Htr3a_tdTpositive_cell_46 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_47 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_49 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_50 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_51 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_52 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_54 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_60 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_63 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_64 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_65 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_67 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_68 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_69 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_70 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_73 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_74 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_75 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_76 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_77 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_80 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_82 1 0.0000 0.998 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_84 1 0.0000 0.998 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_88 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_94 1 0.0000 0.998 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_102 2 0.0000 0.992 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_103 3 0.5016 0.691 0.24 0.00 0.76
#> Htr3a_tdTpositive_cell_112 2 0.1529 0.955 0.00 0.96 0.04
#> Htr3a_tdTpositive_cell_115 3 0.0000 0.947 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_119 3 0.5948 0.469 0.36 0.00 0.64
#> Htr3a_tdTpositive_cell_122 2 0.0000 0.992 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_13 3 0.0000 0.947 0.00 0.00 1.00
#> Ndnf_tdTpositive_cell_14 3 0.0000 0.947 0.00 0.00 1.00
#> Ndnf_tdTpositive_cell_15 2 0.0000 0.992 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_16 3 0.0000 0.947 0.00 0.00 1.00
#> Ndnf_tdTpositive_cell_17 3 0.0000 0.947 0.00 0.00 1.00
#> Ndnf_tdTpositive_cell_18 3 0.0000 0.947 0.00 0.00 1.00
#> Ndnf_tdTpositive_cell_19 3 0.0000 0.947 0.00 0.00 1.00
#> Ndnf_tdTnegative_cell_12 3 0.0000 0.947 0.00 0.00 1.00
#> Nkx2-1_tdTpositive_cell_5 1 0.0000 0.998 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_14 3 0.0000 0.947 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_2 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_5 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_6 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_10 3 0.0000 0.947 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_18 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_19 3 0.0000 0.947 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_20 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_21 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_22 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_24 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_25 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_31 3 0.0000 0.947 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_32 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_36 3 0.0000 0.947 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_39 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_41 3 0.0000 0.947 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_44 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_45 3 0.0000 0.947 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_48 3 0.0000 0.947 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_50 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_55 3 0.0000 0.947 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_60 2 0.0000 0.992 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_62 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_63 1 0.0000 0.998 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_64 1 0.0000 0.998 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_20 2 0.0000 0.992 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_54 1 0.0000 0.998 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_55 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_15 2 0.0000 0.992 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_16 3 0.0000 0.947 0.00 0.00 1.00
#> Rbp4_tdTpositive_cell_126 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_1 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_2 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_3 2 0.0000 0.992 0.00 1.00 0.00
#> Sst_tdTpositive_cell_4 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_5 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_9 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_10 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_11 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_15 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_17 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_22 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_23 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_25 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_26 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_27 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_32 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_33 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_35 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_36 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_37 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_38 2 0.0000 0.992 0.00 1.00 0.00
#> Sst_tdTpositive_cell_39 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_40 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_41 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_42 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_43 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_44 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_47 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_48 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_49 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_50 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_51 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_52 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_54 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_59 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_60 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_61 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_62 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_63 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_64 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_65 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_67 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_68 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_69 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_72 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_73 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_74 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_75 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_80 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_82 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_85 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_86 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_87 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_88 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_89 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_90 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_91 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_92 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_93 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_95 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_96 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_97 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_98 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_99 1 0.0000 0.998 1.00 0.00 0.00
#> Sst_tdTpositive_cell_107 1 0.0000 0.998 1.00 0.00 0.00
#> Vip_tdTpositive_cell_7 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_17 3 0.0892 0.934 0.00 0.02 0.98
#> Vip_tdTpositive_cell_23 2 0.3686 0.836 0.00 0.86 0.14
#> Vip_tdTpositive_cell_27 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_28 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_31 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_38 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_39 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_40 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_41 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_42 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_47 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_48 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_51 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_57 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_65 2 0.0000 0.992 0.00 1.00 0.00
#> Vip_tdTpositive_cell_66 2 0.0000 0.992 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_17 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_22 3 0.5987 1.23e-01 0.00 0.44 0.52 0.04
#> Calb2_tdTpositive_cell_34 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_37 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_38 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_43 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_44 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_49 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_52 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_54 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_59 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Chat_tdTpositive_cell_3 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Chrna2_tdTpositive_cell_7 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_9 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_10 3 0.0707 9.20e-01 0.00 0.00 0.98 0.02
#> Chrna2_tdTpositive_cell_12 3 0.3610 7.06e-01 0.20 0.00 0.80 0.00
#> Chrna2_tdTpositive_cell_16 4 0.4284 7.69e-01 0.20 0.02 0.00 0.78
#> Chrna2_tdTpositive_cell_17 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_20 4 0.4406 6.79e-01 0.30 0.00 0.00 0.70
#> Chrna2_tdTpositive_cell_23 1 0.1637 8.48e-01 0.94 0.00 0.00 0.06
#> Chrna2_tdTpositive_cell_27 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_28 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_30 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_35 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_36 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_39 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_42 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_44 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_46 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_57 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_65 1 0.6605 3.05e-06 0.48 0.08 0.00 0.44
#> Chrna2_tdTpositive_cell_66 1 0.1637 8.48e-01 0.94 0.00 0.00 0.06
#> Chrna2_tdTpositive_cell_70 4 0.3525 8.25e-01 0.10 0.04 0.00 0.86
#> Chrna2_tdTpositive_cell_76 4 0.3975 7.54e-01 0.24 0.00 0.00 0.76
#> Chrna2_tdTpositive_cell_78 1 0.4907 1.13e-01 0.58 0.00 0.00 0.42
#> Chrna2_tdTpositive_cell_79 4 0.3610 7.89e-01 0.20 0.00 0.00 0.80
#> Chrna2_tdTpositive_cell_80 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Chrna2_tdTpositive_cell_81 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Chrna2_tdTpositive_cell_83 4 0.2345 8.66e-01 0.10 0.00 0.00 0.90
#> Cux2_tdTpositive_cell_72 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Cux2_tdTpositive_cell_87 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_98 1 0.4277 7.21e-01 0.72 0.00 0.00 0.28
#> Gad2_tdTpositive_cell_1 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Gad2_tdTpositive_cell_2 1 0.1211 8.32e-01 0.96 0.00 0.04 0.00
#> Gad2_tdTpositive_cell_3 3 0.4855 3.24e-01 0.00 0.40 0.60 0.00
#> Gad2_tdTpositive_cell_5 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_6 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_9 2 0.4134 6.45e-01 0.00 0.74 0.26 0.00
#> Gad2_tdTpositive_cell_10 1 0.1211 8.14e-01 0.96 0.00 0.00 0.04
#> Gad2_tdTpositive_cell_17 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Gad2_tdTpositive_cell_19 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_31 2 0.5428 3.78e-01 0.00 0.60 0.38 0.02
#> Gad2_tdTpositive_cell_32 2 0.0707 9.49e-01 0.00 0.98 0.00 0.02
#> Gad2_tdTpositive_cell_34 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Gad2_tdTpositive_cell_36 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_37 1 0.2345 8.35e-01 0.90 0.00 0.00 0.10
#> Gad2_tdTpositive_cell_48 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_56 2 0.3172 7.94e-01 0.00 0.84 0.16 0.00
#> Gad2_tdTpositive_cell_62 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_64 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_67 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_68 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Gad2_tdTpositive_cell_70 2 0.5987 1.49e-01 0.00 0.52 0.44 0.04
#> Gad2_tdTpositive_cell_72 4 0.4134 7.27e-01 0.26 0.00 0.00 0.74
#> Gad2_tdTpositive_cell_73 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_76 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_2 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_3 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_4 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_5 2 0.3172 7.94e-01 0.00 0.84 0.16 0.00
#> Htr3a_tdTpositive_cell_6 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_7 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_8 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_9 2 0.0707 9.38e-01 0.00 0.98 0.02 0.00
#> Htr3a_tdTpositive_cell_10 2 0.4522 5.27e-01 0.00 0.68 0.32 0.00
#> Htr3a_tdTpositive_cell_11 3 0.0707 9.16e-01 0.00 0.02 0.98 0.00
#> Htr3a_tdTpositive_cell_12 2 0.3172 7.94e-01 0.00 0.84 0.16 0.00
#> Htr3a_tdTpositive_cell_16 3 0.4977 1.15e-01 0.46 0.00 0.54 0.00
#> Htr3a_tdTpositive_cell_18 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_19 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_22 3 0.4624 4.74e-01 0.00 0.34 0.66 0.00
#> Htr3a_tdTpositive_cell_23 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_25 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_26 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_28 2 0.4907 2.73e-01 0.00 0.58 0.42 0.00
#> Htr3a_tdTpositive_cell_30 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_32 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_33 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_34 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Htr3a_tdTpositive_cell_36 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Htr3a_tdTpositive_cell_37 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_38 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_43 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_45 2 0.4939 6.88e-01 0.00 0.74 0.22 0.04
#> Htr3a_tdTpositive_cell_46 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_47 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Htr3a_tdTpositive_cell_49 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Htr3a_tdTpositive_cell_50 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_51 2 0.3172 7.94e-01 0.00 0.84 0.16 0.00
#> Htr3a_tdTpositive_cell_52 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_54 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_60 2 0.0707 9.38e-01 0.00 0.98 0.02 0.00
#> Htr3a_tdTpositive_cell_63 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_64 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_65 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_67 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_68 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_69 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_70 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_73 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_74 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_75 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_76 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Htr3a_tdTpositive_cell_77 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_80 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Htr3a_tdTpositive_cell_82 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Htr3a_tdTpositive_cell_84 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Htr3a_tdTpositive_cell_88 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Htr3a_tdTpositive_cell_94 1 0.1211 8.43e-01 0.96 0.00 0.00 0.04
#> Htr3a_tdTpositive_cell_102 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_103 1 0.2706 8.10e-01 0.90 0.00 0.08 0.02
#> Htr3a_tdTpositive_cell_112 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Htr3a_tdTpositive_cell_115 1 0.4406 5.45e-01 0.70 0.00 0.30 0.00
#> Htr3a_tdTpositive_cell_119 1 0.1913 8.33e-01 0.94 0.00 0.04 0.02
#> Htr3a_tdTpositive_cell_122 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_13 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_14 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_15 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Ndnf_tdTpositive_cell_16 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_17 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_18 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Ndnf_tdTpositive_cell_19 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Ndnf_tdTnegative_cell_12 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nkx2-1_tdTpositive_cell_5 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Nkx2-1_tdTpositive_cell_14 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_2 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_5 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Nos1_tdTpositive_cell_6 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_10 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_18 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_19 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_20 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_21 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_22 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_24 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_25 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_31 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_32 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_36 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_39 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Nos1_tdTpositive_cell_41 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_44 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_45 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_48 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_50 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_55 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_60 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_62 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_63 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Nos1_tdTpositive_cell_64 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Ntsr1_tdTpositive_cell_20 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_54 1 0.1637 8.48e-01 0.94 0.00 0.00 0.06
#> Ntsr1_tdTnegative_cell_55 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> PvalbD-Slc32a1_tdTpositive_cell_15 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> PvalbD-Slc32a1_tdTpositive_cell_16 3 0.0000 9.35e-01 0.00 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_126 1 0.4624 3.79e-01 0.66 0.00 0.00 0.34
#> Sst_tdTpositive_cell_1 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_2 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_3 4 0.3801 6.79e-01 0.00 0.22 0.00 0.78
#> Sst_tdTpositive_cell_4 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Sst_tdTpositive_cell_5 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_9 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_10 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_11 4 0.4948 -1.02e-02 0.44 0.00 0.00 0.56
#> Sst_tdTpositive_cell_15 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_17 4 0.1411 8.81e-01 0.02 0.02 0.00 0.96
#> Sst_tdTpositive_cell_22 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_23 1 0.5000 1.24e-01 0.50 0.00 0.00 0.50
#> Sst_tdTpositive_cell_25 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_26 1 0.1637 8.48e-01 0.94 0.00 0.00 0.06
#> Sst_tdTpositive_cell_27 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_32 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_33 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Sst_tdTpositive_cell_35 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_36 1 0.3975 7.62e-01 0.76 0.00 0.00 0.24
#> Sst_tdTpositive_cell_37 4 0.3975 7.54e-01 0.24 0.00 0.00 0.76
#> Sst_tdTpositive_cell_38 4 0.3400 7.24e-01 0.00 0.18 0.00 0.82
#> Sst_tdTpositive_cell_39 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_40 4 0.4134 7.27e-01 0.26 0.00 0.00 0.74
#> Sst_tdTpositive_cell_41 1 0.4855 1.90e-01 0.60 0.00 0.00 0.40
#> Sst_tdTpositive_cell_42 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_43 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_44 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_47 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_48 4 0.3801 7.71e-01 0.22 0.00 0.00 0.78
#> Sst_tdTpositive_cell_49 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_50 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_51 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_52 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_54 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_59 4 0.2011 8.64e-01 0.08 0.00 0.00 0.92
#> Sst_tdTpositive_cell_60 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_61 4 0.4855 1.57e-01 0.40 0.00 0.00 0.60
#> Sst_tdTpositive_cell_62 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_63 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_64 4 0.4624 6.16e-01 0.34 0.00 0.00 0.66
#> Sst_tdTpositive_cell_65 1 0.1211 8.51e-01 0.96 0.00 0.00 0.04
#> Sst_tdTpositive_cell_67 1 0.4713 3.23e-01 0.64 0.00 0.00 0.36
#> Sst_tdTpositive_cell_68 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_69 1 0.4406 6.96e-01 0.70 0.00 0.00 0.30
#> Sst_tdTpositive_cell_72 1 0.3610 7.89e-01 0.80 0.00 0.00 0.20
#> Sst_tdTpositive_cell_73 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_74 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_75 1 0.1211 8.43e-01 0.96 0.00 0.00 0.04
#> Sst_tdTpositive_cell_80 1 0.3801 7.63e-01 0.78 0.00 0.00 0.22
#> Sst_tdTpositive_cell_82 1 0.4907 3.49e-01 0.58 0.00 0.00 0.42
#> Sst_tdTpositive_cell_85 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_86 1 0.3975 7.64e-01 0.76 0.00 0.00 0.24
#> Sst_tdTpositive_cell_87 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_88 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_89 4 0.4134 7.27e-01 0.26 0.00 0.00 0.74
#> Sst_tdTpositive_cell_90 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_91 1 0.3400 8.01e-01 0.82 0.00 0.00 0.18
#> Sst_tdTpositive_cell_92 1 0.1637 8.48e-01 0.94 0.00 0.00 0.06
#> Sst_tdTpositive_cell_93 1 0.1211 8.50e-01 0.96 0.00 0.00 0.04
#> Sst_tdTpositive_cell_95 1 0.2011 8.16e-01 0.92 0.00 0.00 0.08
#> Sst_tdTpositive_cell_96 1 0.2921 8.19e-01 0.86 0.00 0.00 0.14
#> Sst_tdTpositive_cell_97 4 0.2345 8.64e-01 0.10 0.00 0.00 0.90
#> Sst_tdTpositive_cell_98 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_99 4 0.1211 8.99e-01 0.04 0.00 0.00 0.96
#> Sst_tdTpositive_cell_107 1 0.0707 8.51e-01 0.98 0.00 0.00 0.02
#> Vip_tdTpositive_cell_7 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_17 3 0.6159 4.92e-01 0.02 0.30 0.64 0.04
#> Vip_tdTpositive_cell_23 2 0.1913 9.34e-01 0.00 0.94 0.02 0.04
#> Vip_tdTpositive_cell_27 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Vip_tdTpositive_cell_28 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Vip_tdTpositive_cell_31 2 0.0707 9.49e-01 0.00 0.98 0.00 0.02
#> Vip_tdTpositive_cell_38 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_39 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Vip_tdTpositive_cell_40 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Vip_tdTpositive_cell_41 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_42 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_47 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_48 2 0.0000 9.50e-01 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_51 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Vip_tdTpositive_cell_57 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Vip_tdTpositive_cell_65 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
#> Vip_tdTpositive_cell_66 2 0.1211 9.47e-01 0.00 0.96 0.00 0.04
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 248 1.000 2
#> ATC:skmeans 245 0.402 3
#> ATC:skmeans 231 0.617 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node033. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0331"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 13069 rows and 113 columns.
#> Top rows (1216) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.645 0.849 0.934 0.491 0.510 0.510
#> 3 3 1.000 0.973 0.988 0.331 0.629 0.394
#> 4 4 0.942 0.947 0.977 0.126 0.881 0.675
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 3
There is also optional best \(k\) = 3 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Chrna2_tdTpositive_cell_7 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_9 2 0.925 0.5447 0.34 0.66
#> Chrna2_tdTpositive_cell_16 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_17 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_20 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_23 2 0.584 0.8155 0.14 0.86
#> Chrna2_tdTpositive_cell_27 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_28 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_30 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_35 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_36 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_39 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_42 2 0.634 0.7956 0.16 0.84
#> Chrna2_tdTpositive_cell_44 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_46 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_57 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_65 2 0.529 0.8331 0.12 0.88
#> Chrna2_tdTpositive_cell_66 2 0.000 0.9206 0.00 1.00
#> Chrna2_tdTpositive_cell_70 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_76 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_78 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_79 2 0.634 0.7956 0.16 0.84
#> Chrna2_tdTpositive_cell_80 1 0.000 0.9298 1.00 0.00
#> Chrna2_tdTpositive_cell_83 2 0.000 0.9206 0.00 1.00
#> Cux2_tdTpositive_cell_72 1 0.680 0.7839 0.82 0.18
#> Cux2_tdTpositive_cell_98 1 0.000 0.9298 1.00 0.00
#> Gad2_tdTpositive_cell_17 1 0.327 0.8896 0.94 0.06
#> Gad2_tdTpositive_cell_37 1 0.000 0.9298 1.00 0.00
#> Gad2_tdTpositive_cell_68 2 0.943 0.3919 0.36 0.64
#> Gad2_tdTpositive_cell_72 1 0.000 0.9298 1.00 0.00
#> Htr3a_tdTpositive_cell_82 1 0.000 0.9298 1.00 0.00
#> Htr3a_tdTpositive_cell_84 2 0.000 0.9206 0.00 1.00
#> Htr3a_tdTpositive_cell_94 1 0.999 -0.0651 0.52 0.48
#> Nkx2-1_tdTpositive_cell_5 1 0.141 0.9175 0.98 0.02
#> Nos1_tdTpositive_cell_6 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_18 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_20 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_21 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_22 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_24 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_25 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_32 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_39 1 0.958 0.4530 0.62 0.38
#> Nos1_tdTpositive_cell_44 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_50 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_62 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_63 2 0.000 0.9206 0.00 1.00
#> Nos1_tdTpositive_cell_64 2 0.000 0.9206 0.00 1.00
#> Ntsr1_tdTnegative_cell_54 2 0.000 0.9206 0.00 1.00
#> Rbp4_tdTpositive_cell_126 2 0.634 0.7956 0.16 0.84
#> Sst_tdTpositive_cell_1 1 0.958 0.4531 0.62 0.38
#> Sst_tdTpositive_cell_2 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_4 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_5 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_9 1 0.634 0.8042 0.84 0.16
#> Sst_tdTpositive_cell_10 1 0.981 0.3489 0.58 0.42
#> Sst_tdTpositive_cell_11 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_15 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_17 2 0.584 0.7976 0.14 0.86
#> Sst_tdTpositive_cell_22 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_23 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_25 1 0.958 0.4529 0.62 0.38
#> Sst_tdTpositive_cell_26 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_27 2 0.634 0.7956 0.16 0.84
#> Sst_tdTpositive_cell_32 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_33 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_35 1 0.680 0.7844 0.82 0.18
#> Sst_tdTpositive_cell_36 1 0.760 0.7395 0.78 0.22
#> Sst_tdTpositive_cell_37 2 0.904 0.5919 0.32 0.68
#> Sst_tdTpositive_cell_39 1 0.634 0.8042 0.84 0.16
#> Sst_tdTpositive_cell_40 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_41 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_42 2 0.242 0.8930 0.04 0.96
#> Sst_tdTpositive_cell_43 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_44 1 0.634 0.8042 0.84 0.16
#> Sst_tdTpositive_cell_47 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_48 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_49 1 0.634 0.8042 0.84 0.16
#> Sst_tdTpositive_cell_50 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_51 1 0.634 0.8042 0.84 0.16
#> Sst_tdTpositive_cell_52 1 0.634 0.8042 0.84 0.16
#> Sst_tdTpositive_cell_54 2 0.999 -0.0325 0.48 0.52
#> Sst_tdTpositive_cell_59 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_60 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_61 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_62 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_63 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_64 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_65 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_67 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_68 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_69 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_72 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_73 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_74 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_75 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_80 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_82 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_85 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_86 2 0.958 0.3651 0.38 0.62
#> Sst_tdTpositive_cell_87 2 0.000 0.9206 0.00 1.00
#> Sst_tdTpositive_cell_88 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_89 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_90 2 0.925 0.5451 0.34 0.66
#> Sst_tdTpositive_cell_91 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_92 1 0.402 0.8628 0.92 0.08
#> Sst_tdTpositive_cell_93 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_95 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_96 1 0.242 0.9040 0.96 0.04
#> Sst_tdTpositive_cell_97 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_98 1 0.000 0.9298 1.00 0.00
#> Sst_tdTpositive_cell_99 1 0.925 0.5397 0.66 0.34
#> Sst_tdTpositive_cell_107 1 0.000 0.9298 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Chrna2_tdTpositive_cell_7 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_9 1 0.207 0.935 0.94 0.06 0.00
#> Chrna2_tdTpositive_cell_16 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_17 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_20 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_23 2 0.000 0.974 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_27 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_28 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_30 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_35 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_36 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_39 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_42 2 0.153 0.937 0.04 0.96 0.00
#> Chrna2_tdTpositive_cell_44 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_46 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_57 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_65 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_66 2 0.000 0.974 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_70 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_76 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_78 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_79 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_80 1 0.000 0.995 1.00 0.00 0.00
#> Chrna2_tdTpositive_cell_83 2 0.731 0.413 0.36 0.60 0.04
#> Cux2_tdTpositive_cell_72 3 0.000 0.988 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_98 3 0.000 0.988 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_17 3 0.000 0.988 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_37 3 0.000 0.988 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_68 3 0.000 0.988 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_72 1 0.000 0.995 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_82 1 0.000 0.995 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_84 3 0.000 0.988 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_94 1 0.000 0.995 1.00 0.00 0.00
#> Nkx2-1_tdTpositive_cell_5 3 0.000 0.988 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_6 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_18 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_20 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_21 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_22 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_24 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_25 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_32 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_39 3 0.000 0.988 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_44 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_50 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_62 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_63 2 0.000 0.974 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_64 2 0.000 0.974 0.00 1.00 0.00
#> Ntsr1_tdTnegative_cell_54 2 0.000 0.974 0.00 1.00 0.00
#> Rbp4_tdTpositive_cell_126 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_1 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_2 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_4 2 0.000 0.974 0.00 1.00 0.00
#> Sst_tdTpositive_cell_5 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_9 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_10 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_11 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_15 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_17 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_22 3 0.714 0.621 0.22 0.08 0.70
#> Sst_tdTpositive_cell_23 2 0.000 0.974 0.00 1.00 0.00
#> Sst_tdTpositive_cell_25 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_26 2 0.000 0.974 0.00 1.00 0.00
#> Sst_tdTpositive_cell_27 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_32 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_33 2 0.000 0.974 0.00 1.00 0.00
#> Sst_tdTpositive_cell_35 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_36 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_37 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_39 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_40 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_41 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_42 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_43 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_44 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_47 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_48 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_49 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_50 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_51 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_52 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_54 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_59 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_60 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_61 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_62 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_63 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_64 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_65 1 0.254 0.913 0.92 0.08 0.00
#> Sst_tdTpositive_cell_67 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_68 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_69 3 0.400 0.805 0.00 0.16 0.84
#> Sst_tdTpositive_cell_72 1 0.254 0.913 0.92 0.08 0.00
#> Sst_tdTpositive_cell_73 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_74 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_75 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_80 2 0.000 0.974 0.00 1.00 0.00
#> Sst_tdTpositive_cell_82 2 0.000 0.974 0.00 1.00 0.00
#> Sst_tdTpositive_cell_85 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_86 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_87 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_88 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_89 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_90 2 0.455 0.747 0.20 0.80 0.00
#> Sst_tdTpositive_cell_91 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_92 2 0.000 0.974 0.00 1.00 0.00
#> Sst_tdTpositive_cell_93 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_95 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_96 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_97 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_98 1 0.000 0.995 1.00 0.00 0.00
#> Sst_tdTpositive_cell_99 3 0.000 0.988 0.00 0.00 1.00
#> Sst_tdTpositive_cell_107 1 0.000 0.995 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Chrna2_tdTpositive_cell_7 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_9 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_16 1 0.2345 0.879 0.90 0.00 0.00 0.10
#> Chrna2_tdTpositive_cell_17 1 0.1637 0.916 0.94 0.00 0.00 0.06
#> Chrna2_tdTpositive_cell_20 1 0.2011 0.898 0.92 0.00 0.00 0.08
#> Chrna2_tdTpositive_cell_23 2 0.3525 0.859 0.10 0.86 0.00 0.04
#> Chrna2_tdTpositive_cell_27 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_28 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_30 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_35 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_36 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_39 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_42 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_44 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_46 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_57 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Chrna2_tdTpositive_cell_65 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_66 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_70 1 0.2345 0.882 0.90 0.00 0.00 0.10
#> Chrna2_tdTpositive_cell_76 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_78 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_79 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Chrna2_tdTpositive_cell_80 1 0.4134 0.652 0.74 0.00 0.00 0.26
#> Chrna2_tdTpositive_cell_83 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Cux2_tdTpositive_cell_72 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Cux2_tdTpositive_cell_98 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_17 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_37 3 0.3975 0.681 0.24 0.00 0.76 0.00
#> Gad2_tdTpositive_cell_68 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_72 1 0.4994 0.114 0.52 0.00 0.00 0.48
#> Htr3a_tdTpositive_cell_82 4 0.2921 0.824 0.14 0.00 0.00 0.86
#> Htr3a_tdTpositive_cell_84 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_94 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Nkx2-1_tdTpositive_cell_5 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_6 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_18 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_20 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_21 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_22 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_24 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_25 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_32 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_39 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_44 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_50 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_62 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_63 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_64 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Ntsr1_tdTnegative_cell_54 2 0.2921 0.839 0.00 0.86 0.00 0.14
#> Rbp4_tdTpositive_cell_126 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_1 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_2 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_4 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_5 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_9 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_10 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_11 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_15 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_17 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_22 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_23 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_25 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_26 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_27 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_32 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_33 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_35 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_36 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_37 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_39 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_40 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_41 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_42 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_43 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_44 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_47 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_48 1 0.0707 0.947 0.98 0.00 0.00 0.02
#> Sst_tdTpositive_cell_49 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_50 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_51 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_52 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_54 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_59 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_60 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_61 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_62 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_63 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_64 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_65 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_67 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_68 1 0.3400 0.778 0.82 0.00 0.00 0.18
#> Sst_tdTpositive_cell_69 4 0.3335 0.820 0.00 0.02 0.12 0.86
#> Sst_tdTpositive_cell_72 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_73 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_74 4 0.3975 0.683 0.24 0.00 0.00 0.76
#> Sst_tdTpositive_cell_75 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_80 2 0.0000 0.977 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_82 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_85 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_86 3 0.3400 0.775 0.00 0.00 0.82 0.18
#> Sst_tdTpositive_cell_87 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_88 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_89 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_90 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_91 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_92 2 0.3525 0.858 0.10 0.86 0.00 0.04
#> Sst_tdTpositive_cell_93 4 0.0000 0.969 0.00 0.00 0.00 1.00
#> Sst_tdTpositive_cell_95 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_96 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_97 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_98 1 0.0000 0.961 1.00 0.00 0.00 0.00
#> Sst_tdTpositive_cell_99 3 0.0000 0.988 0.00 0.00 1.00 0.00
#> Sst_tdTpositive_cell_107 1 0.0000 0.961 1.00 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 105 NA 2
#> ATC:skmeans 112 NA 3
#> ATC:skmeans 112 NA 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
Parent node: Node033. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01114-leaf , Node01121 , Node01122 , Node01211-leaf , Node01212-leaf , Node01221-leaf , Node01222-leaf , Node01231-leaf , Node01232-leaf , Node01233-leaf , Node01234-leaf , Node01311-leaf , Node01312-leaf , Node01313-leaf , Node01314-leaf , Node01321-leaf , Node01322-leaf , Node02111-leaf , Node02112-leaf , Node03121 , Node03122-leaf , Node03211-leaf , Node03212-leaf , Node03213-leaf , Node03311-leaf , Node03312-leaf , Node03313-leaf , Node03321-leaf , Node03322-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0332"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 12966 rows and 87 columns.
#> Top rows (1081) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.968 0.989 0.503 0.497 0.497
#> 3 3 1.000 0.926 0.973 0.304 0.816 0.641
#> 4 4 0.758 0.733 0.861 0.130 0.884 0.675
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following is the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> Calb2_tdTpositive_cell_17 2 0.00 0.9885 0.00 1.00
#> Calb2_tdTpositive_cell_34 2 0.00 0.9885 0.00 1.00
#> Calb2_tdTpositive_cell_37 2 0.00 0.9885 0.00 1.00
#> Calb2_tdTpositive_cell_38 2 0.00 0.9885 0.00 1.00
#> Calb2_tdTpositive_cell_43 2 0.00 0.9885 0.00 1.00
#> Calb2_tdTpositive_cell_44 2 0.00 0.9885 0.00 1.00
#> Calb2_tdTpositive_cell_49 2 0.00 0.9885 0.00 1.00
#> Calb2_tdTpositive_cell_52 2 0.00 0.9885 0.00 1.00
#> Calb2_tdTpositive_cell_54 2 0.00 0.9885 0.00 1.00
#> Calb2_tdTpositive_cell_59 2 0.00 0.9885 0.00 1.00
#> Chat_tdTpositive_cell_3 2 0.00 0.9885 0.00 1.00
#> Chrna2_tdTpositive_cell_81 2 0.00 0.9885 0.00 1.00
#> Gad2_tdTpositive_cell_1 2 0.00 0.9885 0.00 1.00
#> Gad2_tdTpositive_cell_3 1 0.00 0.9889 1.00 0.00
#> Gad2_tdTpositive_cell_9 2 0.00 0.9885 0.00 1.00
#> Gad2_tdTpositive_cell_19 1 0.00 0.9889 1.00 0.00
#> Gad2_tdTpositive_cell_32 2 0.00 0.9885 0.00 1.00
#> Gad2_tdTpositive_cell_34 2 0.00 0.9885 0.00 1.00
#> Gad2_tdTpositive_cell_56 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_2 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_3 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_4 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_5 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_6 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_7 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_8 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_9 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_10 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_12 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_19 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_22 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_23 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_25 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_28 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_34 2 0.00 0.9885 0.00 1.00
#> Htr3a_tdTpositive_cell_36 2 0.00 0.9885 0.00 1.00
#> Htr3a_tdTpositive_cell_37 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_38 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_43 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_47 2 0.00 0.9885 0.00 1.00
#> Htr3a_tdTpositive_cell_49 2 0.00 0.9885 0.00 1.00
#> Htr3a_tdTpositive_cell_50 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_51 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_52 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_54 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_60 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_63 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_65 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_67 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_68 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_69 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_70 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_73 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_74 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_75 1 1.00 -0.0168 0.50 0.50
#> Htr3a_tdTpositive_cell_76 2 0.00 0.9885 0.00 1.00
#> Htr3a_tdTpositive_cell_77 1 0.00 0.9889 1.00 0.00
#> Htr3a_tdTpositive_cell_80 2 0.00 0.9885 0.00 1.00
#> Htr3a_tdTpositive_cell_88 2 0.00 0.9885 0.00 1.00
#> Htr3a_tdTpositive_cell_102 2 0.00 0.9885 0.00 1.00
#> Htr3a_tdTpositive_cell_112 2 0.00 0.9885 0.00 1.00
#> Htr3a_tdTpositive_cell_122 1 0.00 0.9889 1.00 0.00
#> Ndnf_tdTpositive_cell_15 2 0.00 0.9885 0.00 1.00
#> Nos1_tdTpositive_cell_2 1 0.00 0.9889 1.00 0.00
#> Nos1_tdTpositive_cell_5 2 0.00 0.9885 0.00 1.00
#> Nos1_tdTpositive_cell_60 1 0.00 0.9889 1.00 0.00
#> Ntsr1_tdTpositive_cell_20 2 0.99 0.2006 0.44 0.56
#> Ntsr1_tdTnegative_cell_55 2 0.00 0.9885 0.00 1.00
#> PvalbD-Slc32a1_tdTpositive_cell_15 2 0.00 0.9885 0.00 1.00
#> Sst_tdTpositive_cell_3 1 0.00 0.9889 1.00 0.00
#> Sst_tdTpositive_cell_38 1 0.00 0.9889 1.00 0.00
#> Vip_tdTpositive_cell_7 1 0.00 0.9889 1.00 0.00
#> Vip_tdTpositive_cell_23 2 0.00 0.9885 0.00 1.00
#> Vip_tdTpositive_cell_27 2 0.00 0.9885 0.00 1.00
#> Vip_tdTpositive_cell_28 2 0.00 0.9885 0.00 1.00
#> Vip_tdTpositive_cell_31 2 0.00 0.9885 0.00 1.00
#> Vip_tdTpositive_cell_38 1 0.00 0.9889 1.00 0.00
#> Vip_tdTpositive_cell_39 2 0.00 0.9885 0.00 1.00
#> Vip_tdTpositive_cell_40 2 0.00 0.9885 0.00 1.00
#> Vip_tdTpositive_cell_41 1 0.00 0.9889 1.00 0.00
#> Vip_tdTpositive_cell_42 1 0.00 0.9889 1.00 0.00
#> Vip_tdTpositive_cell_47 1 0.00 0.9889 1.00 0.00
#> Vip_tdTpositive_cell_48 1 0.00 0.9889 1.00 0.00
#> Vip_tdTpositive_cell_51 2 0.00 0.9885 0.00 1.00
#> Vip_tdTpositive_cell_57 2 0.00 0.9885 0.00 1.00
#> Vip_tdTpositive_cell_65 2 0.00 0.9885 0.00 1.00
#> Vip_tdTpositive_cell_66 2 0.00 0.9885 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> Calb2_tdTpositive_cell_17 2 0.0000 0.9994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_34 2 0.0000 0.9994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_37 2 0.0000 0.9994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_38 2 0.0000 0.9994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_43 2 0.0000 0.9994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_44 2 0.0000 0.9994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_49 2 0.0000 0.9994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_52 2 0.0000 0.9994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_54 2 0.0000 0.9994 0.00 1.00 0.00
#> Calb2_tdTpositive_cell_59 2 0.0000 0.9994 0.00 1.00 0.00
#> Chat_tdTpositive_cell_3 2 0.0000 0.9994 0.00 1.00 0.00
#> Chrna2_tdTpositive_cell_81 2 0.0000 0.9994 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_1 2 0.0000 0.9994 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_3 3 0.0000 0.9330 0.00 0.00 1.00
#> Gad2_tdTpositive_cell_9 2 0.0892 0.9792 0.00 0.98 0.02
#> Gad2_tdTpositive_cell_19 1 0.0000 0.9605 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_32 3 0.2537 0.8565 0.00 0.08 0.92
#> Gad2_tdTpositive_cell_34 2 0.0000 0.9994 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_56 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_2 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_3 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_4 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_5 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_6 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_7 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_8 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_9 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_10 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_12 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_19 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_22 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_23 1 0.6309 -0.0899 0.50 0.00 0.50
#> Htr3a_tdTpositive_cell_25 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_28 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_34 2 0.0000 0.9994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_36 2 0.0000 0.9994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_37 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_38 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_43 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_47 2 0.0000 0.9994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_49 2 0.0000 0.9994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_50 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_51 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_52 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_54 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_60 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_63 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_65 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_67 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_68 3 0.6045 0.3932 0.38 0.00 0.62
#> Htr3a_tdTpositive_cell_69 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_70 3 0.0000 0.9330 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_73 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_74 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_75 1 0.9659 0.0375 0.44 0.22 0.34
#> Htr3a_tdTpositive_cell_76 2 0.0000 0.9994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_77 1 0.0000 0.9605 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_80 2 0.0000 0.9994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_88 2 0.0000 0.9994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_102 2 0.0000 0.9994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_112 2 0.0000 0.9994 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_122 3 0.5560 0.5588 0.30 0.00 0.70
#> Ndnf_tdTpositive_cell_15 3 0.0000 0.9330 0.00 0.00 1.00
#> Nos1_tdTpositive_cell_2 1 0.0000 0.9605 1.00 0.00 0.00
#> Nos1_tdTpositive_cell_5 2 0.0000 0.9994 0.00 1.00 0.00
#> Nos1_tdTpositive_cell_60 1 0.0000 0.9605 1.00 0.00 0.00
#> Ntsr1_tdTpositive_cell_20 3 0.6309 0.0162 0.50 0.00 0.50
#> Ntsr1_tdTnegative_cell_55 2 0.0000 0.9994 0.00 1.00 0.00
#> PvalbD-Slc32a1_tdTpositive_cell_15 2 0.0000 0.9994 0.00 1.00 0.00
#> Sst_tdTpositive_cell_3 3 0.0000 0.9330 0.00 0.00 1.00
#> Sst_tdTpositive_cell_38 3 0.0000 0.9330 0.00 0.00 1.00
#> Vip_tdTpositive_cell_7 1 0.0000 0.9605 1.00 0.00 0.00
#> Vip_tdTpositive_cell_23 2 0.0000 0.9994 0.00 1.00 0.00
#> Vip_tdTpositive_cell_27 2 0.0000 0.9994 0.00 1.00 0.00
#> Vip_tdTpositive_cell_28 2 0.0000 0.9994 0.00 1.00 0.00
#> Vip_tdTpositive_cell_31 2 0.0000 0.9994 0.00 1.00 0.00
#> Vip_tdTpositive_cell_38 1 0.0000 0.9605 1.00 0.00 0.00
#> Vip_tdTpositive_cell_39 2 0.0000 0.9994 0.00 1.00 0.00
#> Vip_tdTpositive_cell_40 2 0.0000 0.9994 0.00 1.00 0.00
#> Vip_tdTpositive_cell_41 1 0.0000 0.9605 1.00 0.00 0.00
#> Vip_tdTpositive_cell_42 1 0.0000 0.9605 1.00 0.00 0.00
#> Vip_tdTpositive_cell_47 1 0.0000 0.9605 1.00 0.00 0.00
#> Vip_tdTpositive_cell_48 1 0.0000 0.9605 1.00 0.00 0.00
#> Vip_tdTpositive_cell_51 2 0.0000 0.9994 0.00 1.00 0.00
#> Vip_tdTpositive_cell_57 2 0.0000 0.9994 0.00 1.00 0.00
#> Vip_tdTpositive_cell_65 2 0.0000 0.9994 0.00 1.00 0.00
#> Vip_tdTpositive_cell_66 2 0.0000 0.9994 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> Calb2_tdTpositive_cell_17 4 0.4790 0.6600 0.00 0.38 0.00 0.62
#> Calb2_tdTpositive_cell_34 2 0.4790 0.0535 0.00 0.62 0.00 0.38
#> Calb2_tdTpositive_cell_37 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_38 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_43 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_44 4 0.4079 0.6317 0.00 0.18 0.02 0.80
#> Calb2_tdTpositive_cell_49 2 0.3975 0.5140 0.00 0.76 0.00 0.24
#> Calb2_tdTpositive_cell_52 2 0.1211 0.8243 0.00 0.96 0.00 0.04
#> Calb2_tdTpositive_cell_54 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Calb2_tdTpositive_cell_59 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Chat_tdTpositive_cell_3 2 0.2921 0.7147 0.00 0.86 0.00 0.14
#> Chrna2_tdTpositive_cell_81 4 0.4713 0.6794 0.00 0.36 0.00 0.64
#> Gad2_tdTpositive_cell_1 2 0.1637 0.8189 0.00 0.94 0.00 0.06
#> Gad2_tdTpositive_cell_3 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Gad2_tdTpositive_cell_9 2 0.3037 0.7136 0.00 0.88 0.10 0.02
#> Gad2_tdTpositive_cell_19 1 0.1637 0.8611 0.94 0.00 0.00 0.06
#> Gad2_tdTpositive_cell_32 3 0.6594 0.4720 0.00 0.24 0.62 0.14
#> Gad2_tdTpositive_cell_34 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Gad2_tdTpositive_cell_56 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_2 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_3 1 0.4624 0.7284 0.66 0.00 0.00 0.34
#> Htr3a_tdTpositive_cell_4 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_5 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_6 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_7 1 0.0707 0.8691 0.98 0.00 0.00 0.02
#> Htr3a_tdTpositive_cell_8 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_9 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_10 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_12 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_19 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_22 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_23 1 0.7365 0.1280 0.44 0.00 0.40 0.16
#> Htr3a_tdTpositive_cell_25 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_28 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_34 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_36 2 0.1211 0.8204 0.00 0.96 0.00 0.04
#> Htr3a_tdTpositive_cell_37 1 0.2011 0.8508 0.92 0.00 0.00 0.08
#> Htr3a_tdTpositive_cell_38 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_43 3 0.1211 0.9067 0.00 0.00 0.96 0.04
#> Htr3a_tdTpositive_cell_47 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_49 2 0.3610 0.6503 0.00 0.80 0.00 0.20
#> Htr3a_tdTpositive_cell_50 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_51 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_52 1 0.0707 0.8691 0.98 0.00 0.00 0.02
#> Htr3a_tdTpositive_cell_54 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_60 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_63 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_65 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_67 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_68 3 0.5535 0.2207 0.42 0.00 0.56 0.02
#> Htr3a_tdTpositive_cell_69 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Htr3a_tdTpositive_cell_70 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Htr3a_tdTpositive_cell_73 1 0.4406 0.7585 0.70 0.00 0.00 0.30
#> Htr3a_tdTpositive_cell_74 1 0.2345 0.8498 0.90 0.00 0.00 0.10
#> Htr3a_tdTpositive_cell_75 4 0.0000 0.5381 0.00 0.00 0.00 1.00
#> Htr3a_tdTpositive_cell_76 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Htr3a_tdTpositive_cell_77 1 0.4406 0.7585 0.70 0.00 0.00 0.30
#> Htr3a_tdTpositive_cell_80 4 0.4948 0.5474 0.00 0.44 0.00 0.56
#> Htr3a_tdTpositive_cell_88 2 0.4948 -0.2259 0.00 0.56 0.00 0.44
#> Htr3a_tdTpositive_cell_102 4 0.1637 0.5783 0.00 0.06 0.00 0.94
#> Htr3a_tdTpositive_cell_112 2 0.3975 0.5752 0.00 0.76 0.00 0.24
#> Htr3a_tdTpositive_cell_122 4 0.6299 -0.2483 0.06 0.00 0.42 0.52
#> Ndnf_tdTpositive_cell_15 3 0.4134 0.6437 0.00 0.00 0.74 0.26
#> Nos1_tdTpositive_cell_2 1 0.0707 0.8689 0.98 0.00 0.00 0.02
#> Nos1_tdTpositive_cell_5 4 0.4994 0.4441 0.00 0.48 0.00 0.52
#> Nos1_tdTpositive_cell_60 1 0.1211 0.8654 0.96 0.00 0.00 0.04
#> Ntsr1_tdTpositive_cell_20 1 0.8829 0.1160 0.46 0.14 0.30 0.10
#> Ntsr1_tdTnegative_cell_55 4 0.4713 0.6794 0.00 0.36 0.00 0.64
#> PvalbD-Slc32a1_tdTpositive_cell_15 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Sst_tdTpositive_cell_3 3 0.0707 0.9185 0.02 0.00 0.98 0.00
#> Sst_tdTpositive_cell_38 3 0.0000 0.9331 0.00 0.00 1.00 0.00
#> Vip_tdTpositive_cell_7 1 0.0000 0.8702 1.00 0.00 0.00 0.00
#> Vip_tdTpositive_cell_23 2 0.1211 0.8294 0.00 0.96 0.00 0.04
#> Vip_tdTpositive_cell_27 4 0.4790 0.6589 0.00 0.38 0.00 0.62
#> Vip_tdTpositive_cell_28 4 0.4713 0.6794 0.00 0.36 0.00 0.64
#> Vip_tdTpositive_cell_31 4 0.1211 0.5627 0.00 0.04 0.00 0.96
#> Vip_tdTpositive_cell_38 1 0.4406 0.7585 0.70 0.00 0.00 0.30
#> Vip_tdTpositive_cell_39 4 0.4713 0.6794 0.00 0.36 0.00 0.64
#> Vip_tdTpositive_cell_40 4 0.4624 0.6268 0.00 0.34 0.00 0.66
#> Vip_tdTpositive_cell_41 1 0.4790 0.6942 0.62 0.00 0.00 0.38
#> Vip_tdTpositive_cell_42 1 0.4855 0.6711 0.60 0.00 0.00 0.40
#> Vip_tdTpositive_cell_47 1 0.4134 0.7802 0.74 0.00 0.00 0.26
#> Vip_tdTpositive_cell_48 1 0.4522 0.7457 0.68 0.00 0.00 0.32
#> Vip_tdTpositive_cell_51 4 0.4790 0.6589 0.00 0.38 0.00 0.62
#> Vip_tdTpositive_cell_57 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_65 2 0.0000 0.8500 0.00 1.00 0.00 0.00
#> Vip_tdTpositive_cell_66 2 0.4790 0.0599 0.00 0.62 0.00 0.38
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample broad_type(p-value) k
#> ATC:skmeans 85 NA 2
#> ATC:skmeans 83 NA 3
#> ATC:skmeans 78 NA 4
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
sessionInfo()
#> R version 4.1.0 (2021-05-18)
#> Platform: x86_64-pc-linux-gnu (64-bit)
#> Running under: CentOS Linux 7 (Core)
#>
#> Matrix products: default
#> BLAS/LAPACK: /usr/lib64/libopenblas-r0.3.3.so
#>
#> locale:
#> [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C LC_TIME=en_US.UTF-8
#> [4] LC_COLLATE=en_US.UTF-8 LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
#> [7] LC_PAPER=en_US.UTF-8 LC_NAME=C LC_ADDRESS=C
#> [10] LC_TELEPHONE=C LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
#>
#> attached base packages:
#> [1] grid parallel stats4 stats graphics grDevices utils datasets methods
#> [10] base
#>
#> other attached packages:
#> [1] genefilter_1.74.0 ComplexHeatmap_2.8.0 markdown_1.1
#> [4] knitr_1.33 scRNAseq_2.6.1 SingleCellExperiment_1.14.1
#> [7] SummarizedExperiment_1.22.0 Biobase_2.52.0 GenomicRanges_1.44.0
#> [10] GenomeInfoDb_1.28.1 IRanges_2.26.0 S4Vectors_0.30.0
#> [13] BiocGenerics_0.38.0 MatrixGenerics_1.4.0 matrixStats_0.59.0
#> [16] cola_1.9.4
#>
#> loaded via a namespace (and not attached):
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#> [4] lazyeval_0.2.2 polylabelr_0.2.0 splines_4.1.0
#> [7] Polychrome_1.3.1 BiocParallel_1.26.1 ggplot2_3.3.5
#> [10] digest_0.6.27 foreach_1.5.1 ensembldb_2.16.3
#> [13] htmltools_0.5.1.1 viridis_0.6.1 fansi_0.5.0
#> [16] magrittr_2.0.1 memoise_2.0.0 cluster_2.1.2
#> [19] doParallel_1.0.16 Biostrings_2.60.1 annotate_1.70.0
#> [22] askpass_1.1 prettyunits_1.1.1 colorspace_2.0-2
#> [25] blob_1.2.1 rappdirs_0.3.3 xfun_0.24
#> [28] dplyr_1.0.7 crayon_1.4.1 RCurl_1.98-1.3
#> [31] microbenchmark_1.4-7 jsonlite_1.7.2 impute_1.66.0
#> [34] brew_1.0-6 survival_3.2-11 iterators_1.0.13
#> [37] glue_1.4.2 polyclip_1.10-0 gtable_0.3.0
#> [40] zlibbioc_1.38.0 XVector_0.32.0 GetoptLong_1.0.5
#> [43] DelayedArray_0.18.0 shape_1.4.6 scales_1.1.1
#> [46] data.tree_1.0.0 DBI_1.1.1 Rcpp_1.0.7
#> [49] viridisLite_0.4.0 xtable_1.8-4 progress_1.2.2
#> [52] clue_0.3-59 reticulate_1.20 bit_4.0.4
#> [55] mclust_5.4.7 umap_0.2.7.0 httr_1.4.2
#> [58] RColorBrewer_1.1-2 ellipsis_0.3.2 pkgconfig_2.0.3
#> [61] XML_3.99-0.6 dbplyr_2.1.1 utf8_1.2.1
#> [64] tidyselect_1.1.1 rlang_0.4.11 later_1.2.0
#> [67] AnnotationDbi_1.54.1 munsell_0.5.0 BiocVersion_3.13.1
#> [70] tools_4.1.0 cachem_1.0.5 generics_0.1.0
#> [73] RSQLite_2.2.7 ExperimentHub_2.0.0 evaluate_0.14
#> [76] stringr_1.4.0 fastmap_1.1.0 yaml_2.2.1
#> [79] bit64_4.0.5 purrr_0.3.4 dendextend_1.15.1
#> [82] KEGGREST_1.32.0 AnnotationFilter_1.16.0 mime_0.11
#> [85] slam_0.1-48 xml2_1.3.2 biomaRt_2.48.2
#> [88] compiler_4.1.0 rstudioapi_0.13 filelock_1.0.2
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#> [94] tibble_3.1.2 stringi_1.7.3 highr_0.9
#> [97] GenomicFeatures_1.44.0 RSpectra_0.16-0 lattice_0.20-44
#> [100] ProtGenerics_1.24.0 Matrix_1.3-4 vctrs_0.3.8
#> [103] pillar_1.6.1 lifecycle_1.0.0 BiocManager_1.30.16
#> [106] eulerr_6.1.0 GlobalOptions_0.1.2 bitops_1.0-7
#> [109] irlba_2.3.3 httpuv_1.6.1 rtracklayer_1.52.0
#> [112] R6_2.5.0 BiocIO_1.2.0 promises_1.2.0.1
#> [115] gridExtra_2.3 codetools_0.2-18 assertthat_0.2.1
#> [118] openssl_1.4.4 rjson_0.2.20 GenomicAlignments_1.28.0
#> [121] Rsamtools_2.8.0 GenomeInfoDbData_1.2.6 hms_1.1.0
#> [124] skmeans_0.2-13 Cairo_1.5-12.2 scatterplot3d_0.3-41
#> [127] shiny_1.6.0 restfulr_0.0.13