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popV
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tabula_muris_Limb_muscle_10x

Joblib
popV
biology
genomics
single-cell
anndata_version:0.11.3
python_version:3.11.12
tissue: limb muscle
Model card Files Community
canergen commited on
Commit
39c5386
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1 Parent(s): 60e6d4b

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Files changed (16) hide show
  1. OnClass.data-00000-of-00001 +1 -1
  2. OnClass.index +0 -0
  3. OnClass.meta +0 -0
  4. OnClass.npz +2 -2
  5. accuracies.json +2 -2
  6. celltypist.pkl +2 -2
  7. harmony_knn_classifier.joblib +2 -2
  8. popv_output/predictions.csv +0 -0
  9. preprocessing.json +32 -32
  10. pynndescent_index.joblib +2 -2
  11. scanvi/model.pt +1 -1
  12. scvi/model.pt +1 -1
  13. scvi_knn_classifier.joblib +2 -2
  14. svm_classifier.joblib +3 -0
  15. svm_classifier_cuml.joblib +2 -2
  16. xgboost_classifier.model +2 -2
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- "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell | 1319 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 669 | 1.00 | 0.99 | 0.99 | 1.00 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| macrophage | 246 | 0.98 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| skeletal muscle satellite cell | 185 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| B cell | 171 | 0.99 | 1.00 | 1.00 | 1.00 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| T cell | 118 | 0.98 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| smooth muscle cell | 144 | 0.99 | 0.99 | 0.98 | 1.00 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |\n| Schwann cell | 16 | 0.97 | 0.97 | 0.97 | 1.00 | 0.00 | 0.50 | 0.97 | 0.97 | 0.97 |\n| cell of skeletal muscle | 19 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |",
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- "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell | 11718 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 6225 | 1.00 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| macrophage | 2239 | 0.99 | 0.99 | 0.99 | 1.00 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| skeletal muscle satellite cell | 1870 | 0.99 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| B cell | 1340 | 0.99 | 1.00 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| T cell | 1136 | 0.99 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| smooth muscle cell | 1021 | 0.98 | 0.99 | 0.99 | 0.98 | 0.00 | 0.96 | 0.99 | 0.97 | 0.99 |\n| Schwann cell | 258 | 0.95 | 0.96 | 0.96 | 0.96 | 0.00 | 0.64 | 0.96 | 0.97 | 0.96 |\n| cell of skeletal muscle | 173 | 0.99 | 1.00 | 1.00 | 0.97 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |"
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+ "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell | 1317 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 682 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| macrophage | 255 | 0.99 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| skeletal muscle satellite cell | 178 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| B cell | 167 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.99 | 1.00 |\n| T cell | 111 | 0.99 | 0.99 | 0.99 | 1.00 | 0.00 | 1.00 | 1.00 | 0.99 | 1.00 |\n| smooth muscle cell | 141 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.95 | 0.99 | 0.98 | 0.99 |\n| Schwann cell | 19 | 0.95 | 0.95 | 0.95 | 0.97 | 0.00 | 0.90 | 0.95 | 0.95 | 0.95 |\n| cell of skeletal muscle | 17 | 0.97 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |",
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+ "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell | 11720 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 6212 | 1.00 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| macrophage | 2230 | 0.99 | 0.99 | 0.99 | 1.00 | 0.00 | 0.98 | 1.00 | 0.99 | 1.00 |\n| skeletal muscle satellite cell | 1877 | 0.99 | 0.99 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.99 | 1.00 |\n| B cell | 1344 | 0.99 | 1.00 | 0.99 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| T cell | 1143 | 0.99 | 1.00 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| smooth muscle cell | 1024 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.96 | 0.98 | 0.97 | 0.99 |\n| Schwann cell | 255 | 0.95 | 0.96 | 0.96 | 0.98 | 0.00 | 0.94 | 0.98 | 0.99 | 0.98 |\n| cell of skeletal muscle | 175 | 0.99 | 1.00 | 1.00 | 0.99 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |"
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  "ENSMUSG00000038370",
@@ -2619,7 +2624,6 @@
2619
  "ENSMUSG00000038421",
2620
  "ENSMUSG00000038451",
2621
  "ENSMUSG00000038463",
2622
- "ENSMUSG00000038473",
2623
  "ENSMUSG00000038508",
2624
  "ENSMUSG00000038517",
2625
  "ENSMUSG00000038518",
@@ -2723,7 +2727,6 @@
2723
  "ENSMUSG00000039747",
2724
  "ENSMUSG00000039753",
2725
  "ENSMUSG00000039765",
2726
- "ENSMUSG00000039774",
2727
  "ENSMUSG00000039782",
2728
  "ENSMUSG00000039787",
2729
  "ENSMUSG00000039824",
@@ -2784,6 +2787,7 @@
2784
  "ENSMUSG00000040488",
2785
  "ENSMUSG00000040520",
2786
  "ENSMUSG00000040552",
 
2787
  "ENSMUSG00000040584",
2788
  "ENSMUSG00000040592",
2789
  "ENSMUSG00000040599",
@@ -2812,6 +2816,7 @@
2812
  "ENSMUSG00000040767",
2813
  "ENSMUSG00000040794",
2814
  "ENSMUSG00000040797",
 
2815
  "ENSMUSG00000040829",
2816
  "ENSMUSG00000040848",
2817
  "ENSMUSG00000040855",
@@ -2825,6 +2830,7 @@
2825
  "ENSMUSG00000041012",
2826
  "ENSMUSG00000041025",
2827
  "ENSMUSG00000041037",
 
2828
  "ENSMUSG00000041046",
2829
  "ENSMUSG00000041058",
2830
  "ENSMUSG00000041073",
@@ -2842,7 +2848,6 @@
2842
  "ENSMUSG00000041231",
2843
  "ENSMUSG00000041235",
2844
  "ENSMUSG00000041261",
2845
- "ENSMUSG00000041263",
2846
  "ENSMUSG00000041264",
2847
  "ENSMUSG00000041272",
2848
  "ENSMUSG00000041313",
@@ -2924,6 +2929,7 @@
2924
  "ENSMUSG00000042453",
2925
  "ENSMUSG00000042462",
2926
  "ENSMUSG00000042473",
 
2927
  "ENSMUSG00000042485",
2928
  "ENSMUSG00000042489",
2929
  "ENSMUSG00000042492",
@@ -3035,6 +3041,7 @@
3035
  "ENSMUSG00000044986",
3036
  "ENSMUSG00000045005",
3037
  "ENSMUSG00000045031",
 
3038
  "ENSMUSG00000045092",
3039
  "ENSMUSG00000045095",
3040
  "ENSMUSG00000045103",
@@ -3044,7 +3051,6 @@
3044
  "ENSMUSG00000045211",
3045
  "ENSMUSG00000045216",
3046
  "ENSMUSG00000045257",
3047
- "ENSMUSG00000045287",
3048
  "ENSMUSG00000045294",
3049
  "ENSMUSG00000045312",
3050
  "ENSMUSG00000045377",
@@ -3114,7 +3120,6 @@
3114
  "ENSMUSG00000047139",
3115
  "ENSMUSG00000047180",
3116
  "ENSMUSG00000047181",
3117
- "ENSMUSG00000047193",
3118
  "ENSMUSG00000047205",
3119
  "ENSMUSG00000047238",
3120
  "ENSMUSG00000047250",
@@ -3154,7 +3159,6 @@
3154
  "ENSMUSG00000048138",
3155
  "ENSMUSG00000048163",
3156
  "ENSMUSG00000048175",
3157
- "ENSMUSG00000048186",
3158
  "ENSMUSG00000048216",
3159
  "ENSMUSG00000048218",
3160
  "ENSMUSG00000048234",
@@ -3238,6 +3242,7 @@
3238
  "ENSMUSG00000050188",
3239
  "ENSMUSG00000050222",
3240
  "ENSMUSG00000050234",
 
3241
  "ENSMUSG00000050288",
3242
  "ENSMUSG00000050295",
3243
  "ENSMUSG00000050315",
@@ -3484,7 +3489,6 @@
3484
  "ENSMUSG00000056888",
3485
  "ENSMUSG00000056895",
3486
  "ENSMUSG00000056899",
3487
- "ENSMUSG00000056900",
3488
  "ENSMUSG00000056947",
3489
  "ENSMUSG00000056973",
3490
  "ENSMUSG00000057003",
@@ -3608,7 +3612,6 @@
3608
  "ENSMUSG00000061100",
3609
  "ENSMUSG00000061119",
3610
  "ENSMUSG00000061132",
3611
- "ENSMUSG00000061143",
3612
  "ENSMUSG00000061175",
3613
  "ENSMUSG00000061288",
3614
  "ENSMUSG00000061353",
@@ -3662,7 +3665,6 @@
3662
  "ENSMUSG00000064023",
3663
  "ENSMUSG00000064057",
3664
  "ENSMUSG00000064080",
3665
- "ENSMUSG00000064090",
3666
  "ENSMUSG00000064105",
3667
  "ENSMUSG00000064109",
3668
  "ENSMUSG00000064179",
@@ -3797,7 +3799,6 @@
3797
  "ENSMUSG00000073489",
3798
  "ENSMUSG00000073530",
3799
  "ENSMUSG00000073538",
3800
- "ENSMUSG00000073598",
3801
  "ENSMUSG00000073599",
3802
  "ENSMUSG00000073633",
3803
  "ENSMUSG00000073676",
@@ -3823,7 +3824,6 @@
3823
  "ENSMUSG00000074227",
3824
  "ENSMUSG00000074264",
3825
  "ENSMUSG00000074272",
3826
- "ENSMUSG00000074405",
3827
  "ENSMUSG00000074417",
3828
  "ENSMUSG00000074466",
3829
  "ENSMUSG00000074476",
@@ -3866,6 +3866,7 @@
3866
  "ENSMUSG00000078247",
3867
  "ENSMUSG00000078349",
3868
  "ENSMUSG00000078566",
 
3869
  "ENSMUSG00000078670",
3870
  "ENSMUSG00000078763",
3871
  "ENSMUSG00000078771",
@@ -3888,7 +3889,6 @@
3888
  "ENSMUSG00000079168",
3889
  "ENSMUSG00000079227",
3890
  "ENSMUSG00000079298",
3891
- "ENSMUSG00000079334",
3892
  "ENSMUSG00000079363",
3893
  "ENSMUSG00000079419",
3894
  "ENSMUSG00000079434",
 
57
  "ENSMUSG00000000958",
58
  "ENSMUSG00000000982",
59
  "ENSMUSG00000001020",
 
60
  "ENSMUSG00000001023",
61
  "ENSMUSG00000001025",
62
  "ENSMUSG00000001029",
 
270
  "ENSMUSG00000006360",
271
  "ENSMUSG00000006362",
272
  "ENSMUSG00000006369",
273
+ "ENSMUSG00000006386",
274
  "ENSMUSG00000006398",
275
  "ENSMUSG00000006403",
276
  "ENSMUSG00000006442",
 
328
  "ENSMUSG00000009376",
329
  "ENSMUSG00000009394",
330
  "ENSMUSG00000009471",
331
+ "ENSMUSG00000009535",
332
  "ENSMUSG00000009569",
333
  "ENSMUSG00000009585",
334
  "ENSMUSG00000009633",
 
354
  "ENSMUSG00000011884",
355
  "ENSMUSG00000012017",
356
  "ENSMUSG00000012428",
 
357
  "ENSMUSG00000012609",
358
  "ENSMUSG00000013089",
359
  "ENSMUSG00000013236",
360
  "ENSMUSG00000013483",
 
361
  "ENSMUSG00000013584",
362
  "ENSMUSG00000013707",
363
  "ENSMUSG00000013921",
 
395
  "ENSMUSG00000015396",
396
  "ENSMUSG00000015467",
397
  "ENSMUSG00000015468",
398
+ "ENSMUSG00000015474",
399
  "ENSMUSG00000015568",
400
  "ENSMUSG00000015597",
401
  "ENSMUSG00000015619",
 
474
  "ENSMUSG00000018169",
475
  "ENSMUSG00000018209",
476
  "ENSMUSG00000018217",
477
+ "ENSMUSG00000018239",
478
  "ENSMUSG00000018263",
479
  "ENSMUSG00000018293",
480
  "ENSMUSG00000018339",
 
489
  "ENSMUSG00000018476",
490
  "ENSMUSG00000018500",
491
  "ENSMUSG00000018507",
492
+ "ENSMUSG00000018509",
493
  "ENSMUSG00000018541",
494
  "ENSMUSG00000018548",
495
  "ENSMUSG00000018566",
 
570
  "ENSMUSG00000019966",
571
  "ENSMUSG00000019970",
572
  "ENSMUSG00000019971",
 
573
  "ENSMUSG00000019989",
574
  "ENSMUSG00000019997",
575
  "ENSMUSG00000020000",
 
601
  "ENSMUSG00000020150",
602
  "ENSMUSG00000020151",
603
  "ENSMUSG00000020154",
604
+ "ENSMUSG00000020160",
605
  "ENSMUSG00000020176",
606
  "ENSMUSG00000020178",
607
  "ENSMUSG00000020183",
 
643
  "ENSMUSG00000020439",
644
  "ENSMUSG00000020455",
645
  "ENSMUSG00000020467",
646
+ "ENSMUSG00000020471",
647
  "ENSMUSG00000020473",
648
  "ENSMUSG00000020475",
649
  "ENSMUSG00000020486",
 
717
  "ENSMUSG00000021095",
718
  "ENSMUSG00000021097",
719
  "ENSMUSG00000021108",
720
+ "ENSMUSG00000021113",
721
  "ENSMUSG00000021115",
722
  "ENSMUSG00000021123",
723
  "ENSMUSG00000021125",
 
778
  "ENSMUSG00000021596",
779
  "ENSMUSG00000021614",
780
  "ENSMUSG00000021643",
781
+ "ENSMUSG00000021650",
782
+ "ENSMUSG00000021670",
783
  "ENSMUSG00000021676",
784
  "ENSMUSG00000021678",
785
  "ENSMUSG00000021690",
 
790
  "ENSMUSG00000021708",
791
  "ENSMUSG00000021716",
792
  "ENSMUSG00000021719",
 
793
  "ENSMUSG00000021728",
794
  "ENSMUSG00000021732",
795
  "ENSMUSG00000021750",
 
895
  "ENSMUSG00000022466",
896
  "ENSMUSG00000022468",
897
  "ENSMUSG00000022469",
 
898
  "ENSMUSG00000022479",
899
  "ENSMUSG00000022483",
900
  "ENSMUSG00000022484",
901
  "ENSMUSG00000022488",
 
902
  "ENSMUSG00000022498",
903
  "ENSMUSG00000022503",
904
  "ENSMUSG00000022504",
 
1003
  "ENSMUSG00000023367",
1004
  "ENSMUSG00000023456",
1005
  "ENSMUSG00000023484",
1006
+ "ENSMUSG00000023805",
1007
  "ENSMUSG00000023827",
1008
  "ENSMUSG00000023868",
1009
  "ENSMUSG00000023885",
1010
  "ENSMUSG00000023886",
1011
  "ENSMUSG00000023905",
1012
  "ENSMUSG00000023908",
1013
+ "ENSMUSG00000023909",
1014
  "ENSMUSG00000023911",
1015
  "ENSMUSG00000023913",
1016
  "ENSMUSG00000023915",
1017
  "ENSMUSG00000023919",
1018
  "ENSMUSG00000023927",
 
1019
  "ENSMUSG00000023947",
1020
  "ENSMUSG00000023951",
1021
  "ENSMUSG00000023959",
 
1025
  "ENSMUSG00000024007",
1026
  "ENSMUSG00000024011",
1027
  "ENSMUSG00000024013",
1028
+ "ENSMUSG00000024014",
1029
  "ENSMUSG00000024030",
1030
  "ENSMUSG00000024049",
1031
  "ENSMUSG00000024052",
 
1074
  "ENSMUSG00000024424",
1075
  "ENSMUSG00000024427",
1076
  "ENSMUSG00000024451",
1077
+ "ENSMUSG00000024471",
1078
  "ENSMUSG00000024486",
1079
  "ENSMUSG00000024500",
1080
  "ENSMUSG00000024501",
 
1149
  "ENSMUSG00000024935",
1150
  "ENSMUSG00000024940",
1151
  "ENSMUSG00000024953",
 
1152
  "ENSMUSG00000024965",
1153
  "ENSMUSG00000024975",
1154
  "ENSMUSG00000024986",
 
1160
  "ENSMUSG00000025007",
1161
  "ENSMUSG00000025025",
1162
  "ENSMUSG00000025027",
1163
+ "ENSMUSG00000025036",
1164
  "ENSMUSG00000025044",
1165
  "ENSMUSG00000025058",
1166
  "ENSMUSG00000025068",
 
1177
  "ENSMUSG00000025198",
1178
  "ENSMUSG00000025203",
1179
  "ENSMUSG00000025213",
1180
+ "ENSMUSG00000025232",
1181
  "ENSMUSG00000025236",
1182
  "ENSMUSG00000025255",
1183
  "ENSMUSG00000025268",
 
1207
  "ENSMUSG00000025521",
1208
  "ENSMUSG00000025534",
1209
  "ENSMUSG00000025537",
1210
+ "ENSMUSG00000025572",
1211
  "ENSMUSG00000025584",
1212
  "ENSMUSG00000025597",
1213
  "ENSMUSG00000025608",
 
1247
  "ENSMUSG00000025969",
1248
  "ENSMUSG00000025978",
1249
  "ENSMUSG00000025980",
 
1250
  "ENSMUSG00000025993",
1251
  "ENSMUSG00000025997",
1252
  "ENSMUSG00000026009",
 
1322
  "ENSMUSG00000026482",
1323
  "ENSMUSG00000026483",
1324
  "ENSMUSG00000026496",
 
1325
  "ENSMUSG00000026544",
1326
  "ENSMUSG00000026548",
1327
  "ENSMUSG00000026558",
 
1408
  "ENSMUSG00000027074",
1409
  "ENSMUSG00000027075",
1410
  "ENSMUSG00000027078",
 
1411
  "ENSMUSG00000027107",
1412
  "ENSMUSG00000027111",
1413
  "ENSMUSG00000027160",
 
1490
  "ENSMUSG00000027636",
1491
  "ENSMUSG00000027639",
1492
  "ENSMUSG00000027646",
 
1493
  "ENSMUSG00000027656",
1494
  "ENSMUSG00000027661",
1495
  "ENSMUSG00000027663",
 
1605
  "ENSMUSG00000028487",
1606
  "ENSMUSG00000028494",
1607
  "ENSMUSG00000028496",
 
1608
  "ENSMUSG00000028525",
1609
  "ENSMUSG00000028532",
1610
  "ENSMUSG00000028541",
 
1718
  "ENSMUSG00000029380",
1719
  "ENSMUSG00000029381",
1720
  "ENSMUSG00000029385",
1721
+ "ENSMUSG00000029392",
1722
  "ENSMUSG00000029401",
1723
  "ENSMUSG00000029402",
1724
  "ENSMUSG00000029403",
 
1736
  "ENSMUSG00000029499",
1737
  "ENSMUSG00000029521",
1738
  "ENSMUSG00000029544",
1739
+ "ENSMUSG00000029545",
1740
  "ENSMUSG00000029552",
1741
  "ENSMUSG00000029560",
1742
  "ENSMUSG00000029561",
 
1846
  "ENSMUSG00000030257",
1847
  "ENSMUSG00000030263",
1848
  "ENSMUSG00000030268",
 
1849
  "ENSMUSG00000030306",
1850
  "ENSMUSG00000030313",
1851
  "ENSMUSG00000030317",
 
2022
  "ENSMUSG00000031712",
2023
  "ENSMUSG00000031714",
2024
  "ENSMUSG00000031722",
2025
+ "ENSMUSG00000031732",
2026
  "ENSMUSG00000031734",
2027
  "ENSMUSG00000031740",
2028
  "ENSMUSG00000031748",
 
2033
  "ENSMUSG00000031778",
2034
  "ENSMUSG00000031780",
2035
  "ENSMUSG00000031782",
2036
+ "ENSMUSG00000031788",
2037
  "ENSMUSG00000031790",
2038
  "ENSMUSG00000031791",
2039
  "ENSMUSG00000031803",
 
2311
  "ENSMUSG00000034463",
2312
  "ENSMUSG00000034471",
2313
  "ENSMUSG00000034485",
2314
+ "ENSMUSG00000034487",
2315
  "ENSMUSG00000034488",
2316
  "ENSMUSG00000034509",
2317
  "ENSMUSG00000034520",
 
2370
  "ENSMUSG00000035105",
2371
  "ENSMUSG00000035107",
2372
  "ENSMUSG00000035158",
 
2373
  "ENSMUSG00000035165",
2374
  "ENSMUSG00000035172",
2375
  "ENSMUSG00000035184",
 
2410
  "ENSMUSG00000035799",
2411
  "ENSMUSG00000035824",
2412
  "ENSMUSG00000035828",
 
2413
  "ENSMUSG00000035914",
2414
  "ENSMUSG00000035919",
2415
  "ENSMUSG00000036019",
 
2440
  "ENSMUSG00000036376",
2441
  "ENSMUSG00000036381",
2442
  "ENSMUSG00000036390",
 
2443
  "ENSMUSG00000036432",
2444
  "ENSMUSG00000036437",
2445
  "ENSMUSG00000036446",
 
2482
  "ENSMUSG00000036887",
2483
  "ENSMUSG00000036894",
2484
  "ENSMUSG00000036896",
2485
+ "ENSMUSG00000036902",
2486
  "ENSMUSG00000036904",
2487
  "ENSMUSG00000036905",
2488
  "ENSMUSG00000036908",
 
2502
  "ENSMUSG00000037138",
2503
  "ENSMUSG00000037166",
2504
  "ENSMUSG00000037169",
 
2505
  "ENSMUSG00000037206",
2506
  "ENSMUSG00000037211",
2507
  "ENSMUSG00000037254",
 
2516
  "ENSMUSG00000037349",
2517
  "ENSMUSG00000037362",
2518
  "ENSMUSG00000037370",
2519
+ "ENSMUSG00000037376",
2520
  "ENSMUSG00000037379",
2521
  "ENSMUSG00000037405",
2522
  "ENSMUSG00000037406",
 
2555
  "ENSMUSG00000037852",
2556
  "ENSMUSG00000037860",
2557
  "ENSMUSG00000037868",
2558
+ "ENSMUSG00000037885",
2559
  "ENSMUSG00000037892",
2560
  "ENSMUSG00000037894",
2561
  "ENSMUSG00000037902",
 
2613
  "ENSMUSG00000038312",
2614
  "ENSMUSG00000038332",
2615
  "ENSMUSG00000038349",
 
2616
  "ENSMUSG00000038352",
2617
  "ENSMUSG00000038357",
2618
  "ENSMUSG00000038370",
 
2624
  "ENSMUSG00000038421",
2625
  "ENSMUSG00000038451",
2626
  "ENSMUSG00000038463",
 
2627
  "ENSMUSG00000038508",
2628
  "ENSMUSG00000038517",
2629
  "ENSMUSG00000038518",
 
2727
  "ENSMUSG00000039747",
2728
  "ENSMUSG00000039753",
2729
  "ENSMUSG00000039765",
 
2730
  "ENSMUSG00000039782",
2731
  "ENSMUSG00000039787",
2732
  "ENSMUSG00000039824",
 
2787
  "ENSMUSG00000040488",
2788
  "ENSMUSG00000040520",
2789
  "ENSMUSG00000040552",
2790
+ "ENSMUSG00000040564",
2791
  "ENSMUSG00000040584",
2792
  "ENSMUSG00000040592",
2793
  "ENSMUSG00000040599",
 
2816
  "ENSMUSG00000040767",
2817
  "ENSMUSG00000040794",
2818
  "ENSMUSG00000040797",
2819
+ "ENSMUSG00000040811",
2820
  "ENSMUSG00000040829",
2821
  "ENSMUSG00000040848",
2822
  "ENSMUSG00000040855",
 
2830
  "ENSMUSG00000041012",
2831
  "ENSMUSG00000041025",
2832
  "ENSMUSG00000041037",
2833
+ "ENSMUSG00000041040",
2834
  "ENSMUSG00000041046",
2835
  "ENSMUSG00000041058",
2836
  "ENSMUSG00000041073",
 
2848
  "ENSMUSG00000041231",
2849
  "ENSMUSG00000041235",
2850
  "ENSMUSG00000041261",
 
2851
  "ENSMUSG00000041264",
2852
  "ENSMUSG00000041272",
2853
  "ENSMUSG00000041313",
 
2929
  "ENSMUSG00000042453",
2930
  "ENSMUSG00000042462",
2931
  "ENSMUSG00000042473",
2932
+ "ENSMUSG00000042476",
2933
  "ENSMUSG00000042485",
2934
  "ENSMUSG00000042489",
2935
  "ENSMUSG00000042492",
 
3041
  "ENSMUSG00000044986",
3042
  "ENSMUSG00000045005",
3043
  "ENSMUSG00000045031",
3044
+ "ENSMUSG00000045038",
3045
  "ENSMUSG00000045092",
3046
  "ENSMUSG00000045095",
3047
  "ENSMUSG00000045103",
 
3051
  "ENSMUSG00000045211",
3052
  "ENSMUSG00000045216",
3053
  "ENSMUSG00000045257",
 
3054
  "ENSMUSG00000045294",
3055
  "ENSMUSG00000045312",
3056
  "ENSMUSG00000045377",
 
3120
  "ENSMUSG00000047139",
3121
  "ENSMUSG00000047180",
3122
  "ENSMUSG00000047181",
 
3123
  "ENSMUSG00000047205",
3124
  "ENSMUSG00000047238",
3125
  "ENSMUSG00000047250",
 
3159
  "ENSMUSG00000048138",
3160
  "ENSMUSG00000048163",
3161
  "ENSMUSG00000048175",
 
3162
  "ENSMUSG00000048216",
3163
  "ENSMUSG00000048218",
3164
  "ENSMUSG00000048234",
 
3242
  "ENSMUSG00000050188",
3243
  "ENSMUSG00000050222",
3244
  "ENSMUSG00000050234",
3245
+ "ENSMUSG00000050248",
3246
  "ENSMUSG00000050288",
3247
  "ENSMUSG00000050295",
3248
  "ENSMUSG00000050315",
 
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