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popV
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tabula_muris_Bone_marrow_10x

Joblib
popV
biology
genomics
single-cell
AnnData:0.12.2
scikit_learn:1.7.2
organism:Mus musculus
Python:3.12.8
popV:0.6.0
tissue: bone marrow
Model card Files
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Community
canergen commited on
Commit
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1 Parent(s): 42f80d1

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  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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accuracies.json CHANGED
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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| granulocyte | 1151 | 0.95 | 0.97 | 0.95 | 0.95 | 0.00 | 0.93 | 0.91 | 0.94 | 0.97 |\n| granulocytopoietic cell | 763 | 0.91 | 0.92 | 0.94 | 0.93 | 0.00 | 0.90 | 0.89 | 0.91 | 0.94 |\n| proerythroblast | 326 | 0.84 | 0.91 | 0.85 | 0.85 | 0.00 | 0.82 | 0.80 | 0.82 | 0.89 |\n| promonocyte | 285 | 0.89 | 0.94 | 0.91 | 0.92 | 0.00 | 0.92 | 0.93 | 0.93 | 0.94 |\n| monocyte | 258 | 0.93 | 0.96 | 0.93 | 0.93 | 0.00 | 0.93 | 0.95 | 0.95 | 0.95 |\n| erythroblast | 234 | 0.88 | 0.90 | 0.92 | 0.91 | 0.00 | 0.91 | 0.89 | 0.90 | 0.92 |\n| hematopoietic precursor cell | 213 | 0.94 | 0.94 | 0.96 | 0.93 | 0.00 | 0.93 | 0.95 | 0.93 | 0.96 |\n| megakaryocyte-erythroid progenitor cell | 174 | 0.79 | 0.88 | 0.86 | 0.84 | 0.00 | 0.82 | 0.78 | 0.79 | 0.88 |\n| naive T cell | 151 | 0.89 | 0.93 | 0.91 | 0.93 | 0.00 | 0.93 | 0.92 | 0.89 | 0.94 |\n| macrophage | 97 | 0.74 | 0.88 | 0.84 | 0.87 | 0.00 | 0.84 | 0.86 | 0.85 | 0.87 |\n| precursor B cell | 91 | 0.98 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| immature B cell | 87 | 0.87 | 0.75 | 0.87 | 0.98 | 0.00 | 0.94 | 0.66 | 0.90 | 0.95 |\n| late pro-B cell | 48 | 0.99 | 0.99 | 0.97 | 0.95 | 0.00 | 0.96 | 0.96 | 0.98 | 0.99 |\n| plasma cell | 45 | 0.93 | 0.93 | 0.94 | 0.84 | 0.00 | 0.92 | 0.96 | 0.87 | 0.97 |\n| erythroid progenitor cell, mammalian | 33 | 0.97 | 0.00 | 0.79 | 0.83 | 0.00 | 0.88 | 0.94 | 0.88 | 0.97 |\n| naive B cell | 42 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 1.00 |\n| natural killer cell | 9 | 0.72 | 0.89 | 0.88 | 0.67 | 0.00 | 0.55 | 0.78 | 0.80 | 0.86 |\n| basophil | 15 | 0.84 | 0.12 | 0.74 | 0.65 | 0.00 | 0.83 | 0.76 | 0.84 | 0.88 |",
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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| granulocyte | 9905 | 0.94 | 0.96 | 0.95 | 0.96 | 0.00 | 0.94 | 0.92 | 0.94 | 0.97 |\n| granulocytopoietic cell | 6836 | 0.92 | 0.92 | 0.95 | 0.95 | 0.00 | 0.90 | 0.90 | 0.92 | 0.95 |\n| proerythroblast | 3287 | 0.85 | 0.89 | 0.87 | 0.89 | 0.00 | 0.86 | 0.83 | 0.86 | 0.92 |\n| promonocyte | 2542 | 0.91 | 0.94 | 0.95 | 0.95 | 0.00 | 0.94 | 0.94 | 0.94 | 0.96 |\n| monocyte | 2135 | 0.93 | 0.96 | 0.95 | 0.96 | 0.00 | 0.94 | 0.95 | 0.95 | 0.96 |\n| erythroblast | 2126 | 0.90 | 0.91 | 0.94 | 0.95 | 0.00 | 0.93 | 0.92 | 0.92 | 0.95 |\n| hematopoietic precursor cell | 1931 | 0.95 | 0.96 | 0.97 | 0.97 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| megakaryocyte-erythroid progenitor cell | 1700 | 0.80 | 0.88 | 0.90 | 0.90 | 0.00 | 0.84 | 0.82 | 0.84 | 0.89 |\n| naive T cell | 1417 | 0.92 | 0.94 | 0.95 | 0.96 | 0.00 | 0.94 | 0.95 | 0.95 | 0.96 |\n| macrophage | 891 | 0.80 | 0.91 | 0.90 | 0.92 | 0.00 | 0.89 | 0.92 | 0.91 | 0.93 |\n| precursor B cell | 824 | 0.97 | 0.99 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| immature B cell | 739 | 0.86 | 0.77 | 0.90 | 0.98 | 0.00 | 0.95 | 0.73 | 0.94 | 0.98 |\n| late pro-B cell | 484 | 0.99 | 0.98 | 0.98 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| plasma cell | 400 | 0.94 | 0.93 | 0.96 | 0.91 | 0.00 | 0.92 | 0.97 | 0.96 | 0.97 |\n| erythroid progenitor cell, mammalian | 376 | 0.94 | 0.00 | 0.86 | 0.90 | 0.00 | 0.86 | 0.91 | 0.90 | 0.95 |\n| naive B cell | 356 | 0.96 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| natural killer cell | 140 | 0.77 | 0.89 | 0.92 | 0.83 | 0.00 | 0.78 | 0.87 | 0.94 | 0.93 |\n| basophil | 109 | 0.87 | 0.35 | 0.92 | 0.90 | 0.00 | 0.91 | 0.85 | 0.97 | 0.95 |"
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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| granulocyte | 1146 | 0.94 | 0.96 | 0.95 | 0.96 | 0.00 | 0.95 | 0.92 | 0.94 | 0.96 |\n| granulocytopoietic cell | 741 | 0.91 | 0.92 | 0.93 | 0.94 | 0.00 | 0.90 | 0.89 | 0.91 | 0.94 |\n| proerythroblast | 349 | 0.85 | 0.90 | 0.83 | 0.86 | 0.00 | 0.88 | 0.82 | 0.83 | 0.89 |\n| promonocyte | 281 | 0.90 | 0.95 | 0.92 | 0.93 | 0.00 | 0.92 | 0.93 | 0.93 | 0.94 |\n| monocyte | 263 | 0.93 | 0.96 | 0.93 | 0.93 | 0.00 | 0.93 | 0.94 | 0.95 | 0.95 |\n| erythroblast | 239 | 0.90 | 0.91 | 0.91 | 0.91 | 0.00 | 0.94 | 0.93 | 0.92 | 0.95 |\n| hematopoietic precursor cell | 210 | 0.95 | 0.95 | 0.96 | 0.95 | 0.00 | 0.93 | 0.96 | 0.94 | 0.96 |\n| megakaryocyte-erythroid progenitor cell | 181 | 0.81 | 0.89 | 0.84 | 0.85 | 0.00 | 0.83 | 0.78 | 0.82 | 0.88 |\n| naive T cell | 148 | 0.92 | 0.94 | 0.91 | 0.92 | 0.00 | 0.91 | 0.92 | 0.94 | 0.95 |\n| macrophage | 98 | 0.79 | 0.89 | 0.87 | 0.89 | 0.00 | 0.88 | 0.86 | 0.87 | 0.89 |\n| precursor B cell | 91 | 0.98 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 1.00 | 1.00 |\n| immature B cell | 83 | 0.87 | 0.79 | 0.83 | 0.97 | 0.00 | 0.96 | 0.71 | 0.93 | 0.98 |\n| late pro-B cell | 51 | 0.99 | 0.99 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| plasma cell | 54 | 0.91 | 0.85 | 0.95 | 0.85 | 0.00 | 0.78 | 0.95 | 0.92 | 0.97 |\n| erythroid progenitor cell, mammalian | 31 | 0.92 | 0.00 | 0.72 | 0.92 | 0.00 | 0.71 | 0.91 | 0.85 | 0.94 |\n| naive B cell | 37 | 0.97 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| natural killer cell | 6 | 0.67 | 0.83 | 0.91 | 0.60 | 0.00 | 0.52 | 0.55 | 0.83 | 0.86 |\n| basophil | 13 | 0.81 | 0.13 | 0.67 | 0.87 | 0.00 | 0.73 | 0.73 | 0.84 | 0.83 |",
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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| granulocyte | 9910 | 0.94 | 0.96 | 0.96 | 0.96 | 0.00 | 0.95 | 0.92 | 0.94 | 0.97 |\n| granulocytopoietic cell | 6858 | 0.91 | 0.92 | 0.95 | 0.95 | 0.00 | 0.90 | 0.89 | 0.92 | 0.95 |\n| proerythroblast | 3264 | 0.85 | 0.89 | 0.87 | 0.89 | 0.00 | 0.88 | 0.83 | 0.85 | 0.91 |\n| promonocyte | 2546 | 0.91 | 0.94 | 0.94 | 0.95 | 0.00 | 0.93 | 0.94 | 0.95 | 0.96 |\n| monocyte | 2130 | 0.93 | 0.96 | 0.95 | 0.96 | 0.00 | 0.93 | 0.95 | 0.96 | 0.96 |\n| erythroblast | 2121 | 0.90 | 0.91 | 0.95 | 0.94 | 0.00 | 0.93 | 0.92 | 0.93 | 0.95 |\n| hematopoietic precursor cell | 1934 | 0.95 | 0.97 | 0.97 | 0.97 | 0.00 | 0.95 | 0.97 | 0.97 | 0.98 |\n| megakaryocyte-erythroid progenitor cell | 1693 | 0.80 | 0.88 | 0.90 | 0.91 | 0.00 | 0.84 | 0.80 | 0.84 | 0.90 |\n| naive T cell | 1420 | 0.91 | 0.95 | 0.95 | 0.96 | 0.00 | 0.93 | 0.96 | 0.97 | 0.97 |\n| macrophage | 890 | 0.80 | 0.90 | 0.90 | 0.93 | 0.00 | 0.90 | 0.92 | 0.92 | 0.93 |\n| precursor B cell | 824 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| immature B cell | 743 | 0.88 | 0.79 | 0.89 | 0.97 | 0.00 | 0.97 | 0.74 | 0.94 | 0.98 |\n| late pro-B cell | 481 | 0.99 | 0.98 | 0.98 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 1.00 |\n| plasma cell | 391 | 0.93 | 0.93 | 0.96 | 0.91 | 0.00 | 0.82 | 0.97 | 0.94 | 0.98 |\n| erythroid progenitor cell, mammalian | 378 | 0.93 | 0.00 | 0.84 | 0.91 | 0.00 | 0.76 | 0.92 | 0.88 | 0.94 |\n| naive B cell | 361 | 0.95 | 0.98 | 0.98 | 0.98 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |\n| natural killer cell | 143 | 0.77 | 0.88 | 0.92 | 0.84 | 0.00 | 0.79 | 0.82 | 0.95 | 0.95 |\n| basophil | 111 | 0.92 | 0.33 | 0.92 | 0.86 | 0.00 | 0.84 | 0.82 | 0.94 | 0.94 |"
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  "ENSMUSG00000034022",
2395
  "ENSMUSG00000034024",
2396
  "ENSMUSG00000034028",
 
2397
  "ENSMUSG00000034064",
2398
  "ENSMUSG00000034088",
2399
  "ENSMUSG00000034101",
2400
  "ENSMUSG00000034118",
2401
  "ENSMUSG00000034120",
2402
  "ENSMUSG00000034127",
 
2403
  "ENSMUSG00000034164",
2404
  "ENSMUSG00000034171",
2405
  "ENSMUSG00000034175",
@@ -2425,6 +2424,7 @@
2425
  "ENSMUSG00000034403",
2426
  "ENSMUSG00000034422",
2427
  "ENSMUSG00000034424",
 
2428
  "ENSMUSG00000034449",
2429
  "ENSMUSG00000034459",
2430
  "ENSMUSG00000034484",
@@ -2435,6 +2435,7 @@
2435
  "ENSMUSG00000034620",
2436
  "ENSMUSG00000034634",
2437
  "ENSMUSG00000034641",
 
2438
  "ENSMUSG00000034653",
2439
  "ENSMUSG00000034659",
2440
  "ENSMUSG00000034663",
@@ -2496,7 +2497,6 @@
2496
  "ENSMUSG00000035356",
2497
  "ENSMUSG00000035378",
2498
  "ENSMUSG00000035385",
2499
- "ENSMUSG00000035397",
2500
  "ENSMUSG00000035443",
2501
  "ENSMUSG00000035455",
2502
  "ENSMUSG00000035472",
@@ -2525,6 +2525,7 @@
2525
  "ENSMUSG00000035863",
2526
  "ENSMUSG00000035890",
2527
  "ENSMUSG00000035891",
 
2528
  "ENSMUSG00000035929",
2529
  "ENSMUSG00000035960",
2530
  "ENSMUSG00000036023",
@@ -2570,8 +2571,6 @@
2570
  "ENSMUSG00000036606",
2571
  "ENSMUSG00000036622",
2572
  "ENSMUSG00000036639",
2573
- "ENSMUSG00000036644",
2574
- "ENSMUSG00000036646",
2575
  "ENSMUSG00000036693",
2576
  "ENSMUSG00000036718",
2577
  "ENSMUSG00000036743",
@@ -2612,6 +2611,7 @@
2612
  "ENSMUSG00000037221",
2613
  "ENSMUSG00000037242",
2614
  "ENSMUSG00000037243",
 
2615
  "ENSMUSG00000037275",
2616
  "ENSMUSG00000037278",
2617
  "ENSMUSG00000037280",
@@ -2631,7 +2631,6 @@
2631
  "ENSMUSG00000037419",
2632
  "ENSMUSG00000037434",
2633
  "ENSMUSG00000037451",
2634
- "ENSMUSG00000037470",
2635
  "ENSMUSG00000037474",
2636
  "ENSMUSG00000037499",
2637
  "ENSMUSG00000037519",
@@ -2722,6 +2721,7 @@
2722
  "ENSMUSG00000038502",
2723
  "ENSMUSG00000038507",
2724
  "ENSMUSG00000038510",
 
2725
  "ENSMUSG00000038518",
2726
  "ENSMUSG00000038525",
2727
  "ENSMUSG00000038539",
@@ -2738,7 +2738,6 @@
2738
  "ENSMUSG00000038725",
2739
  "ENSMUSG00000038732",
2740
  "ENSMUSG00000038736",
2741
- "ENSMUSG00000038742",
2742
  "ENSMUSG00000038759",
2743
  "ENSMUSG00000038775",
2744
  "ENSMUSG00000038776",
@@ -2767,7 +2766,6 @@
2767
  "ENSMUSG00000039033",
2768
  "ENSMUSG00000039055",
2769
  "ENSMUSG00000039067",
2770
- "ENSMUSG00000039089",
2771
  "ENSMUSG00000039109",
2772
  "ENSMUSG00000039145",
2773
  "ENSMUSG00000039153",
@@ -2788,7 +2786,6 @@
2788
  "ENSMUSG00000039263",
2789
  "ENSMUSG00000039264",
2790
  "ENSMUSG00000039286",
2791
- "ENSMUSG00000039304",
2792
  "ENSMUSG00000039316",
2793
  "ENSMUSG00000039328",
2794
  "ENSMUSG00000039345",
@@ -2818,11 +2815,11 @@
2818
  "ENSMUSG00000039795",
2819
  "ENSMUSG00000039814",
2820
  "ENSMUSG00000039824",
2821
- "ENSMUSG00000039842",
2822
  "ENSMUSG00000039873",
2823
  "ENSMUSG00000039899",
2824
  "ENSMUSG00000039910",
2825
  "ENSMUSG00000039917",
 
2826
  "ENSMUSG00000039963",
2827
  "ENSMUSG00000039981",
2828
  "ENSMUSG00000039982",
@@ -2868,6 +2865,7 @@
2868
  "ENSMUSG00000040552",
2869
  "ENSMUSG00000040564",
2870
  "ENSMUSG00000040592",
 
2871
  "ENSMUSG00000040616",
2872
  "ENSMUSG00000040618",
2873
  "ENSMUSG00000040620",
@@ -2904,6 +2902,7 @@
2904
  "ENSMUSG00000041064",
2905
  "ENSMUSG00000041073",
2906
  "ENSMUSG00000041084",
 
2907
  "ENSMUSG00000041126",
2908
  "ENSMUSG00000041133",
2909
  "ENSMUSG00000041143",
@@ -3038,7 +3037,6 @@
3038
  "ENSMUSG00000043773",
3039
  "ENSMUSG00000043807",
3040
  "ENSMUSG00000043811",
3041
- "ENSMUSG00000043822",
3042
  "ENSMUSG00000043832",
3043
  "ENSMUSG00000043866",
3044
  "ENSMUSG00000043909",
@@ -3055,6 +3053,7 @@
3055
  "ENSMUSG00000044162",
3056
  "ENSMUSG00000044165",
3057
  "ENSMUSG00000044167",
 
3058
  "ENSMUSG00000044201",
3059
  "ENSMUSG00000044224",
3060
  "ENSMUSG00000044252",
@@ -3078,6 +3077,7 @@
3078
  "ENSMUSG00000044734",
3079
  "ENSMUSG00000044792",
3080
  "ENSMUSG00000044827",
 
3081
  "ENSMUSG00000044927",
3082
  "ENSMUSG00000044934",
3083
  "ENSMUSG00000045031",
@@ -3098,7 +3098,6 @@
3098
  "ENSMUSG00000045394",
3099
  "ENSMUSG00000045410",
3100
  "ENSMUSG00000045411",
3101
- "ENSMUSG00000045414",
3102
  "ENSMUSG00000045509",
3103
  "ENSMUSG00000045519",
3104
  "ENSMUSG00000045551",
@@ -3157,7 +3156,6 @@
3157
  "ENSMUSG00000047409",
3158
  "ENSMUSG00000047446",
3159
  "ENSMUSG00000047454",
3160
- "ENSMUSG00000047507",
3161
  "ENSMUSG00000047534",
3162
  "ENSMUSG00000047547",
3163
  "ENSMUSG00000047557",
@@ -3193,7 +3191,6 @@
3193
  "ENSMUSG00000048578",
3194
  "ENSMUSG00000048612",
3195
  "ENSMUSG00000048621",
3196
- "ENSMUSG00000048701",
3197
  "ENSMUSG00000048755",
3198
  "ENSMUSG00000048758",
3199
  "ENSMUSG00000048772",
@@ -3219,6 +3216,7 @@
3219
  "ENSMUSG00000049470",
3220
  "ENSMUSG00000049517",
3221
  "ENSMUSG00000049539",
 
3222
  "ENSMUSG00000049577",
3223
  "ENSMUSG00000049625",
3224
  "ENSMUSG00000049717",
@@ -3389,7 +3387,6 @@
3389
  "ENSMUSG00000054892",
3390
  "ENSMUSG00000054894",
3391
  "ENSMUSG00000054905",
3392
- "ENSMUSG00000054932",
3393
  "ENSMUSG00000055044",
3394
  "ENSMUSG00000055067",
3395
  "ENSMUSG00000055148",
@@ -3447,6 +3444,7 @@
3447
  "ENSMUSG00000057130",
3448
  "ENSMUSG00000057132",
3449
  "ENSMUSG00000057137",
 
3450
  "ENSMUSG00000057163",
3451
  "ENSMUSG00000057278",
3452
  "ENSMUSG00000057322",
@@ -3497,6 +3495,7 @@
3497
  "ENSMUSG00000059089",
3498
  "ENSMUSG00000059108",
3499
  "ENSMUSG00000059142",
 
3500
  "ENSMUSG00000059277",
3501
  "ENSMUSG00000059280",
3502
  "ENSMUSG00000059291",
@@ -3599,7 +3598,6 @@
3599
  "ENSMUSG00000062647",
3600
  "ENSMUSG00000062729",
3601
  "ENSMUSG00000062867",
3602
- "ENSMUSG00000062931",
3603
  "ENSMUSG00000062937",
3604
  "ENSMUSG00000062963",
3605
  "ENSMUSG00000062981",
@@ -3767,6 +3765,7 @@
3767
  "ENSMUSG00000072582",
3768
  "ENSMUSG00000072596",
3769
  "ENSMUSG00000072601",
 
3770
  "ENSMUSG00000072893",
3771
  "ENSMUSG00000072949",
3772
  "ENSMUSG00000072955",
@@ -3787,6 +3786,7 @@
3787
  "ENSMUSG00000073676",
3788
  "ENSMUSG00000073702",
3789
  "ENSMUSG00000073775",
 
3790
  "ENSMUSG00000073838",
3791
  "ENSMUSG00000073888",
3792
  "ENSMUSG00000073889",
@@ -3851,8 +3851,8 @@
3851
  "ENSMUSG00000078853",
3852
  "ENSMUSG00000078877",
3853
  "ENSMUSG00000078920",
3854
- "ENSMUSG00000078921",
3855
  "ENSMUSG00000078931",
 
3856
  "ENSMUSG00000079017",
3857
  "ENSMUSG00000079018",
3858
  "ENSMUSG00000079033",
@@ -3899,6 +3899,7 @@
3899
  "ENSMUSG00000086712",
3900
  "ENSMUSG00000086784",
3901
  "ENSMUSG00000086841",
 
3902
  "ENSMUSG00000087213",
3903
  "ENSMUSG00000087249",
3904
  "ENSMUSG00000087259",
@@ -3914,7 +3915,6 @@
3914
  "ENSMUSG00000089809",
3915
  "ENSMUSG00000089929",
3916
  "ENSMUSG00000090019",
3917
- "ENSMUSG00000090035",
3918
  "ENSMUSG00000090077",
3919
  "ENSMUSG00000090101",
3920
  "ENSMUSG00000090164",
 
189
  "ENSMUSG00000003779",
190
  "ENSMUSG00000003808",
191
  "ENSMUSG00000003810",
 
192
  "ENSMUSG00000003813",
193
  "ENSMUSG00000003814",
194
  "ENSMUSG00000003824",
 
256
  "ENSMUSG00000005413",
257
  "ENSMUSG00000005417",
258
  "ENSMUSG00000005447",
259
+ "ENSMUSG00000005465",
260
  "ENSMUSG00000005470",
261
  "ENSMUSG00000005474",
262
  "ENSMUSG00000005481",
 
377
  "ENSMUSG00000011267",
378
  "ENSMUSG00000011658",
379
  "ENSMUSG00000011752",
 
380
  "ENSMUSG00000012405",
381
  "ENSMUSG00000012428",
382
  "ENSMUSG00000012443",
 
521
  "ENSMUSG00000018446",
522
  "ENSMUSG00000018474",
523
  "ENSMUSG00000018500",
524
+ "ENSMUSG00000018507",
525
  "ENSMUSG00000018509",
526
  "ENSMUSG00000018566",
527
  "ENSMUSG00000018569",
 
672
  "ENSMUSG00000020490",
673
  "ENSMUSG00000020493",
674
  "ENSMUSG00000020496",
675
+ "ENSMUSG00000020526",
676
  "ENSMUSG00000020532",
677
  "ENSMUSG00000020534",
678
  "ENSMUSG00000020537",
 
708
  "ENSMUSG00000020718",
709
  "ENSMUSG00000020721",
710
  "ENSMUSG00000020732",
711
+ "ENSMUSG00000020736",
712
  "ENSMUSG00000020739",
713
  "ENSMUSG00000020744",
714
  "ENSMUSG00000020766",
 
776
  "ENSMUSG00000021215",
777
  "ENSMUSG00000021222",
778
  "ENSMUSG00000021226",
 
779
  "ENSMUSG00000021242",
780
  "ENSMUSG00000021248",
781
  "ENSMUSG00000021250",
 
785
  "ENSMUSG00000021279",
786
  "ENSMUSG00000021282",
787
  "ENSMUSG00000021285",
788
+ "ENSMUSG00000021287",
789
  "ENSMUSG00000021298",
790
  "ENSMUSG00000021306",
791
  "ENSMUSG00000021311",
 
808
  "ENSMUSG00000021484",
809
  "ENSMUSG00000021485",
810
  "ENSMUSG00000021493",
 
811
  "ENSMUSG00000021532",
812
  "ENSMUSG00000021548",
813
  "ENSMUSG00000021549",
 
826
  "ENSMUSG00000021645",
827
  "ENSMUSG00000021646",
828
  "ENSMUSG00000021660",
829
+ "ENSMUSG00000021675",
830
  "ENSMUSG00000021676",
831
  "ENSMUSG00000021687",
832
  "ENSMUSG00000021690",
 
857
  "ENSMUSG00000021876",
858
  "ENSMUSG00000021880",
859
  "ENSMUSG00000021891",
860
+ "ENSMUSG00000021916",
861
  "ENSMUSG00000021917",
862
  "ENSMUSG00000021928",
863
  "ENSMUSG00000021947",
 
905
  "ENSMUSG00000022255",
906
  "ENSMUSG00000022257",
907
  "ENSMUSG00000022261",
 
908
  "ENSMUSG00000022265",
909
  "ENSMUSG00000022272",
910
  "ENSMUSG00000022283",
 
923
  "ENSMUSG00000022390",
924
  "ENSMUSG00000022394",
925
  "ENSMUSG00000022403",
 
926
  "ENSMUSG00000022407",
927
  "ENSMUSG00000022415",
928
  "ENSMUSG00000022422",
 
1202
  "ENSMUSG00000024785",
1203
  "ENSMUSG00000024789",
1204
  "ENSMUSG00000024790",
 
1205
  "ENSMUSG00000024795",
1206
  "ENSMUSG00000024807",
1207
  "ENSMUSG00000024812",
 
1262
  "ENSMUSG00000025232",
1263
  "ENSMUSG00000025236",
1264
  "ENSMUSG00000025245",
1265
+ "ENSMUSG00000025261",
1266
  "ENSMUSG00000025264",
1267
  "ENSMUSG00000025266",
1268
  "ENSMUSG00000025268",
 
1406
  "ENSMUSG00000026358",
1407
  "ENSMUSG00000026365",
1408
  "ENSMUSG00000026385",
 
1409
  "ENSMUSG00000026389",
1410
  "ENSMUSG00000026399",
1411
  "ENSMUSG00000026407",
1412
  "ENSMUSG00000026411",
1413
  "ENSMUSG00000026421",
1414
  "ENSMUSG00000026434",
 
1415
  "ENSMUSG00000026450",
1416
  "ENSMUSG00000026458",
1417
  "ENSMUSG00000026463",
 
1533
  "ENSMUSG00000027221",
1534
  "ENSMUSG00000027227",
1535
  "ENSMUSG00000027242",
 
1536
  "ENSMUSG00000027248",
1537
  "ENSMUSG00000027288",
1538
  "ENSMUSG00000027293",
 
1626
  "ENSMUSG00000027947",
1627
  "ENSMUSG00000027961",
1628
  "ENSMUSG00000027962",
1629
+ "ENSMUSG00000027968",
1630
  "ENSMUSG00000027984",
1631
  "ENSMUSG00000027985",
 
1632
  "ENSMUSG00000027995",
1633
  "ENSMUSG00000027997",
1634
  "ENSMUSG00000027999",
 
1831
  "ENSMUSG00000029373",
1832
  "ENSMUSG00000029388",
1833
  "ENSMUSG00000029390",
 
1834
  "ENSMUSG00000029394",
1835
  "ENSMUSG00000029401",
1836
  "ENSMUSG00000029404",
 
1843
  "ENSMUSG00000029446",
1844
  "ENSMUSG00000029447",
1845
  "ENSMUSG00000029449",
 
1846
  "ENSMUSG00000029468",
1847
  "ENSMUSG00000029470",
1848
  "ENSMUSG00000029475",
 
1937
  "ENSMUSG00000030124",
1938
  "ENSMUSG00000030127",
1939
  "ENSMUSG00000030137",
 
1940
  "ENSMUSG00000030142",
1941
  "ENSMUSG00000030144",
1942
  "ENSMUSG00000030147",
 
1974
  "ENSMUSG00000030357",
1975
  "ENSMUSG00000030365",
1976
  "ENSMUSG00000030399",
1977
+ "ENSMUSG00000030400",
1978
  "ENSMUSG00000030407",
1979
  "ENSMUSG00000030417",
1980
  "ENSMUSG00000030427",
 
1999
  "ENSMUSG00000030609",
2000
  "ENSMUSG00000030613",
2001
  "ENSMUSG00000030630",
2002
+ "ENSMUSG00000030643",
2003
  "ENSMUSG00000030647",
2004
  "ENSMUSG00000030652",
2005
  "ENSMUSG00000030654",
 
2218
  "ENSMUSG00000032218",
2219
  "ENSMUSG00000032220",
2220
  "ENSMUSG00000032221",
 
2221
  "ENSMUSG00000032245",
2222
  "ENSMUSG00000032251",
2223
  "ENSMUSG00000032254",
 
2229
  "ENSMUSG00000032295",
2230
  "ENSMUSG00000032300",
2231
  "ENSMUSG00000032301",
2232
+ "ENSMUSG00000032306",
2233
  "ENSMUSG00000032311",
2234
  "ENSMUSG00000032320",
2235
  "ENSMUSG00000032323",
 
2298
  "ENSMUSG00000032715",
2299
  "ENSMUSG00000032717",
2300
  "ENSMUSG00000032718",
 
2301
  "ENSMUSG00000032740",
2302
  "ENSMUSG00000032757",
2303
  "ENSMUSG00000032766",
 
2387
  "ENSMUSG00000033943",
2388
  "ENSMUSG00000033952",
2389
  "ENSMUSG00000033970",
2390
+ "ENSMUSG00000033991",
2391
  "ENSMUSG00000034022",
2392
  "ENSMUSG00000034024",
2393
  "ENSMUSG00000034028",
2394
+ "ENSMUSG00000034032",
2395
  "ENSMUSG00000034064",
2396
  "ENSMUSG00000034088",
2397
  "ENSMUSG00000034101",
2398
  "ENSMUSG00000034118",
2399
  "ENSMUSG00000034120",
2400
  "ENSMUSG00000034127",
2401
+ "ENSMUSG00000034154",
2402
  "ENSMUSG00000034164",
2403
  "ENSMUSG00000034171",
2404
  "ENSMUSG00000034175",
 
2424
  "ENSMUSG00000034403",
2425
  "ENSMUSG00000034422",
2426
  "ENSMUSG00000034424",
2427
+ "ENSMUSG00000034438",
2428
  "ENSMUSG00000034449",
2429
  "ENSMUSG00000034459",
2430
  "ENSMUSG00000034484",
 
2435
  "ENSMUSG00000034620",
2436
  "ENSMUSG00000034634",
2437
  "ENSMUSG00000034641",
2438
+ "ENSMUSG00000034652",
2439
  "ENSMUSG00000034653",
2440
  "ENSMUSG00000034659",
2441
  "ENSMUSG00000034663",
 
2497
  "ENSMUSG00000035356",
2498
  "ENSMUSG00000035378",
2499
  "ENSMUSG00000035385",
 
2500
  "ENSMUSG00000035443",
2501
  "ENSMUSG00000035455",
2502
  "ENSMUSG00000035472",
 
2525
  "ENSMUSG00000035863",
2526
  "ENSMUSG00000035890",
2527
  "ENSMUSG00000035891",
2528
+ "ENSMUSG00000035919",
2529
  "ENSMUSG00000035929",
2530
  "ENSMUSG00000035960",
2531
  "ENSMUSG00000036023",
 
2571
  "ENSMUSG00000036606",
2572
  "ENSMUSG00000036622",
2573
  "ENSMUSG00000036639",
 
 
2574
  "ENSMUSG00000036693",
2575
  "ENSMUSG00000036718",
2576
  "ENSMUSG00000036743",
 
2611
  "ENSMUSG00000037221",
2612
  "ENSMUSG00000037242",
2613
  "ENSMUSG00000037243",
2614
+ "ENSMUSG00000037260",
2615
  "ENSMUSG00000037275",
2616
  "ENSMUSG00000037278",
2617
  "ENSMUSG00000037280",
 
2631
  "ENSMUSG00000037419",
2632
  "ENSMUSG00000037434",
2633
  "ENSMUSG00000037451",
 
2634
  "ENSMUSG00000037474",
2635
  "ENSMUSG00000037499",
2636
  "ENSMUSG00000037519",
 
2721
  "ENSMUSG00000038502",
2722
  "ENSMUSG00000038507",
2723
  "ENSMUSG00000038510",
2724
+ "ENSMUSG00000038515",
2725
  "ENSMUSG00000038518",
2726
  "ENSMUSG00000038525",
2727
  "ENSMUSG00000038539",
 
2738
  "ENSMUSG00000038725",
2739
  "ENSMUSG00000038732",
2740
  "ENSMUSG00000038736",
 
2741
  "ENSMUSG00000038759",
2742
  "ENSMUSG00000038775",
2743
  "ENSMUSG00000038776",
 
2766
  "ENSMUSG00000039033",
2767
  "ENSMUSG00000039055",
2768
  "ENSMUSG00000039067",
 
2769
  "ENSMUSG00000039109",
2770
  "ENSMUSG00000039145",
2771
  "ENSMUSG00000039153",
 
2786
  "ENSMUSG00000039263",
2787
  "ENSMUSG00000039264",
2788
  "ENSMUSG00000039286",
 
2789
  "ENSMUSG00000039316",
2790
  "ENSMUSG00000039328",
2791
  "ENSMUSG00000039345",
 
2815
  "ENSMUSG00000039795",
2816
  "ENSMUSG00000039814",
2817
  "ENSMUSG00000039824",
 
2818
  "ENSMUSG00000039873",
2819
  "ENSMUSG00000039899",
2820
  "ENSMUSG00000039910",
2821
  "ENSMUSG00000039917",
2822
+ "ENSMUSG00000039929",
2823
  "ENSMUSG00000039963",
2824
  "ENSMUSG00000039981",
2825
  "ENSMUSG00000039982",
 
2865
  "ENSMUSG00000040552",
2866
  "ENSMUSG00000040564",
2867
  "ENSMUSG00000040592",
2868
+ "ENSMUSG00000040613",
2869
  "ENSMUSG00000040616",
2870
  "ENSMUSG00000040618",
2871
  "ENSMUSG00000040620",
 
2902
  "ENSMUSG00000041064",
2903
  "ENSMUSG00000041073",
2904
  "ENSMUSG00000041084",
2905
+ "ENSMUSG00000041096",
2906
  "ENSMUSG00000041126",
2907
  "ENSMUSG00000041133",
2908
  "ENSMUSG00000041143",
 
3037
  "ENSMUSG00000043773",
3038
  "ENSMUSG00000043807",
3039
  "ENSMUSG00000043811",
 
3040
  "ENSMUSG00000043832",
3041
  "ENSMUSG00000043866",
3042
  "ENSMUSG00000043909",
 
3053
  "ENSMUSG00000044162",
3054
  "ENSMUSG00000044165",
3055
  "ENSMUSG00000044167",
3056
+ "ENSMUSG00000044197",
3057
  "ENSMUSG00000044201",
3058
  "ENSMUSG00000044224",
3059
  "ENSMUSG00000044252",
 
3077
  "ENSMUSG00000044734",
3078
  "ENSMUSG00000044792",
3079
  "ENSMUSG00000044827",
3080
+ "ENSMUSG00000044894",
3081
  "ENSMUSG00000044927",
3082
  "ENSMUSG00000044934",
3083
  "ENSMUSG00000045031",
 
3098
  "ENSMUSG00000045394",
3099
  "ENSMUSG00000045410",
3100
  "ENSMUSG00000045411",
 
3101
  "ENSMUSG00000045509",
3102
  "ENSMUSG00000045519",
3103
  "ENSMUSG00000045551",
 
3156
  "ENSMUSG00000047409",
3157
  "ENSMUSG00000047446",
3158
  "ENSMUSG00000047454",
 
3159
  "ENSMUSG00000047534",
3160
  "ENSMUSG00000047547",
3161
  "ENSMUSG00000047557",
 
3191
  "ENSMUSG00000048578",
3192
  "ENSMUSG00000048612",
3193
  "ENSMUSG00000048621",
 
3194
  "ENSMUSG00000048755",
3195
  "ENSMUSG00000048758",
3196
  "ENSMUSG00000048772",
 
3216
  "ENSMUSG00000049470",
3217
  "ENSMUSG00000049517",
3218
  "ENSMUSG00000049539",
3219
+ "ENSMUSG00000049553",
3220
  "ENSMUSG00000049577",
3221
  "ENSMUSG00000049625",
3222
  "ENSMUSG00000049717",
 
3387
  "ENSMUSG00000054892",
3388
  "ENSMUSG00000054894",
3389
  "ENSMUSG00000054905",
 
3390
  "ENSMUSG00000055044",
3391
  "ENSMUSG00000055067",
3392
  "ENSMUSG00000055148",
 
3444
  "ENSMUSG00000057130",
3445
  "ENSMUSG00000057132",
3446
  "ENSMUSG00000057137",
3447
+ "ENSMUSG00000057156",
3448
  "ENSMUSG00000057163",
3449
  "ENSMUSG00000057278",
3450
  "ENSMUSG00000057322",
 
3495
  "ENSMUSG00000059089",
3496
  "ENSMUSG00000059108",
3497
  "ENSMUSG00000059142",
3498
+ "ENSMUSG00000059183",
3499
  "ENSMUSG00000059277",
3500
  "ENSMUSG00000059280",
3501
  "ENSMUSG00000059291",
 
3598
  "ENSMUSG00000062647",
3599
  "ENSMUSG00000062729",
3600
  "ENSMUSG00000062867",
 
3601
  "ENSMUSG00000062937",
3602
  "ENSMUSG00000062963",
3603
  "ENSMUSG00000062981",
 
3765
  "ENSMUSG00000072582",
3766
  "ENSMUSG00000072596",
3767
  "ENSMUSG00000072601",
3768
+ "ENSMUSG00000072889",
3769
  "ENSMUSG00000072893",
3770
  "ENSMUSG00000072949",
3771
  "ENSMUSG00000072955",
 
3786
  "ENSMUSG00000073676",
3787
  "ENSMUSG00000073702",
3788
  "ENSMUSG00000073775",
3789
+ "ENSMUSG00000073792",
3790
  "ENSMUSG00000073838",
3791
  "ENSMUSG00000073888",
3792
  "ENSMUSG00000073889",
 
3851
  "ENSMUSG00000078853",
3852
  "ENSMUSG00000078877",
3853
  "ENSMUSG00000078920",
 
3854
  "ENSMUSG00000078931",
3855
+ "ENSMUSG00000079003",
3856
  "ENSMUSG00000079017",
3857
  "ENSMUSG00000079018",
3858
  "ENSMUSG00000079033",
 
3899
  "ENSMUSG00000086712",
3900
  "ENSMUSG00000086784",
3901
  "ENSMUSG00000086841",
3902
+ "ENSMUSG00000087141",
3903
  "ENSMUSG00000087213",
3904
  "ENSMUSG00000087249",
3905
  "ENSMUSG00000087259",
 
3915
  "ENSMUSG00000089809",
3916
  "ENSMUSG00000089929",
3917
  "ENSMUSG00000090019",
 
3918
  "ENSMUSG00000090077",
3919
  "ENSMUSG00000090101",
3920
  "ENSMUSG00000090164",
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