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popV
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tabula_sapiens_Testis

Joblib
popV
biology
genomics
single-cell
AnnData:0.12.2
scikit_learn:1.7.2
organism:Homo sapiens
Python:3.12.8
popV:0.6.0
tissue: Testis
Model card Files
xet
Community
canergen commited on
Commit
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1 Parent(s): 387c03b

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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 +1 -1
  7. harmony_knn_classifier.joblib +2 -2
  8. popv_output/predictions.csv +0 -0
  9. preprocessing.json +58 -58
  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 +1 -1
  15. svm_classifier_cuml.joblib +1 -1
  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| spermatid | 419 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| spermatocyte | 292 | 0.98 | 0.98 | 0.98 | 0.97 | 0.00 | 0.98 | 0.99 | 0.96 | 0.98 |\n| male germ cell | 12 | 1.00 | 0.96 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.89 | 1.00 |\n| peritubular myoid cell | 9 | 0.73 | 0.78 | 0.71 | 0.75 | 0.00 | 0.78 | 0.89 | 0.71 | 0.78 |\n| spermatogonium | 4 | 0.89 | 0.89 | 0.89 | 1.00 | 0.00 | 0.73 | 0.89 | 0.67 | 0.89 |\n| stromal cell | 5 | 0.83 | 0.50 | 0.83 | 0.59 | 0.00 | 0.77 | 0.83 | 0.83 | 0.77 |\n| tissue-resident macrophage | 3 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 7 | 0.83 | 0.83 | 0.92 | 0.73 | 0.00 | 0.92 | 0.92 | 0.83 | 0.92 |\n| Leydig cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| macrophage | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
3
- "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| spermatid | 3590 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| spermatocyte | 2778 | 0.97 | 0.98 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| male germ cell | 104 | 0.98 | 0.99 | 0.99 | 0.95 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| peritubular myoid cell | 58 | 0.75 | 0.84 | 0.87 | 0.65 | 0.00 | 0.96 | 0.97 | 0.99 | 0.93 |\n| spermatogonium | 60 | 0.89 | 0.86 | 0.94 | 0.85 | 0.00 | 0.77 | 0.92 | 0.92 | 0.93 |\n| stromal cell | 56 | 0.82 | 0.66 | 0.85 | 0.81 | 0.00 | 0.96 | 0.99 | 1.00 | 0.93 |\n| tissue-resident macrophage | 51 | 0.91 | 0.95 | 0.96 | 0.87 | 0.00 | 0.99 | 1.00 | 0.99 | 0.98 |\n| endothelial cell | 46 | 1.00 | 1.00 | 1.00 | 0.88 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| Leydig cell | 9 | 0.00 | 0.21 | 0.00 | 0.47 | 0.00 | 0.88 | 1.00 | 1.00 | 0.80 |\n| CD8-positive, alpha-beta T cell | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 2 | 0.00 | 0.33 | 0.57 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| mast cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| macrophage | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |\n| B cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |"
4
  }
 
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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| spermatid | 397 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| spermatocyte | 305 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| male germ cell | 11 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.96 | 1.00 |\n| peritubular myoid cell | 12 | 0.77 | 0.83 | 0.83 | 0.57 | 0.00 | 0.80 | 0.83 | 0.87 | 0.83 |\n| spermatogonium | 6 | 0.92 | 0.83 | 0.92 | 0.91 | 0.00 | 0.86 | 0.92 | 0.92 | 0.92 |\n| stromal cell | 5 | 0.71 | 0.50 | 0.62 | 0.46 | 0.00 | 0.71 | 0.71 | 0.77 | 0.71 |\n| tissue-resident macrophage | 7 | 1.00 | 1.00 | 1.00 | 0.67 | 0.00 | 1.00 | 1.00 | 0.92 | 1.00 |\n| endothelial cell | 7 | 0.83 | 0.83 | 0.92 | 0.25 | 0.00 | 0.92 | 0.92 | 0.83 | 0.92 |\n| Leydig cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| macrophage | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
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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| spermatid | 3612 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| spermatocyte | 2765 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| male germ cell | 105 | 0.98 | 0.98 | 0.99 | 0.94 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| peritubular myoid cell | 55 | 0.78 | 0.79 | 0.86 | 0.64 | 0.00 | 0.91 | 0.98 | 0.98 | 0.92 |\n| spermatogonium | 58 | 0.89 | 0.86 | 0.92 | 0.85 | 0.00 | 0.84 | 0.93 | 0.90 | 0.94 |\n| stromal cell | 56 | 0.82 | 0.68 | 0.88 | 0.78 | 0.00 | 0.98 | 1.00 | 0.99 | 0.93 |\n| tissue-resident macrophage | 47 | 0.90 | 0.96 | 0.97 | 0.88 | 0.00 | 1.00 | 1.00 | 1.00 | 0.99 |\n| endothelial cell | 46 | 1.00 | 1.00 | 1.00 | 0.89 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| Leydig cell | 8 | 0.00 | 0.09 | 0.50 | 0.31 | 0.00 | 0.93 | 1.00 | 1.00 | 0.62 |\n| CD8-positive, alpha-beta T cell | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.80 |\n| CD4-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.50 | 0.67 | 0.00 | 0.50 | 1.00 | 1.00 | 0.80 |\n| mast cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 1.00 | 1.00 | 1.00 |\n| macrophage | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| B cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |"
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1367
- "ENSG00000132432",
1368
  "ENSG00000132466",
1369
  "ENSG00000132475",
1370
  "ENSG00000132549",
@@ -1425,7 +1417,6 @@
1425
  "ENSG00000134146",
1426
  "ENSG00000134153",
1427
  "ENSG00000134202",
1428
- "ENSG00000134215",
1429
  "ENSG00000134242",
1430
  "ENSG00000134255",
1431
  "ENSG00000134283",
@@ -1488,7 +1479,6 @@
1488
  "ENSG00000135637",
1489
  "ENSG00000135643",
1490
  "ENSG00000135678",
1491
- "ENSG00000135698",
1492
  "ENSG00000135720",
1493
  "ENSG00000135740",
1494
  "ENSG00000135763",
@@ -1554,6 +1544,7 @@
1554
  "ENSG00000137513",
1555
  "ENSG00000137571",
1556
  "ENSG00000137575",
 
1557
  "ENSG00000137674",
1558
  "ENSG00000137693",
1559
  "ENSG00000137710",
@@ -1608,7 +1599,6 @@
1608
  "ENSG00000138640",
1609
  "ENSG00000138646",
1610
  "ENSG00000138650",
1611
- "ENSG00000138668",
1612
  "ENSG00000138670",
1613
  "ENSG00000138696",
1614
  "ENSG00000138709",
@@ -1743,9 +1733,10 @@
1743
  "ENSG00000143398",
1744
  "ENSG00000143401",
1745
  "ENSG00000143437",
 
1746
  "ENSG00000143452",
1747
  "ENSG00000143469",
1748
- "ENSG00000143476",
1749
  "ENSG00000143498",
1750
  "ENSG00000143512",
1751
  "ENSG00000143514",
@@ -1761,7 +1752,6 @@
1761
  "ENSG00000143799",
1762
  "ENSG00000143815",
1763
  "ENSG00000143878",
1764
- "ENSG00000143891",
1765
  "ENSG00000143919",
1766
  "ENSG00000143924",
1767
  "ENSG00000143933",
@@ -1799,7 +1789,6 @@
1799
  "ENSG00000144668",
1800
  "ENSG00000144674",
1801
  "ENSG00000144681",
1802
- "ENSG00000144711",
1803
  "ENSG00000144724",
1804
  "ENSG00000144771",
1805
  "ENSG00000144802",
@@ -1847,6 +1836,7 @@
1847
  "ENSG00000145779",
1848
  "ENSG00000145781",
1849
  "ENSG00000145808",
 
1850
  "ENSG00000145826",
1851
  "ENSG00000145832",
1852
  "ENSG00000145833",
@@ -1903,10 +1893,10 @@
1903
  "ENSG00000147481",
1904
  "ENSG00000147488",
1905
  "ENSG00000147526",
1906
- "ENSG00000147536",
1907
  "ENSG00000147573",
1908
  "ENSG00000147592",
1909
  "ENSG00000147606",
 
1910
  "ENSG00000147676",
1911
  "ENSG00000147799",
1912
  "ENSG00000147813",
@@ -1918,6 +1908,7 @@
1918
  "ENSG00000148090",
1919
  "ENSG00000148110",
1920
  "ENSG00000148143",
 
1921
  "ENSG00000148175",
1922
  "ENSG00000148180",
1923
  "ENSG00000148200",
@@ -1972,13 +1963,13 @@
1972
  "ENSG00000150687",
1973
  "ENSG00000150712",
1974
  "ENSG00000150722",
 
1975
  "ENSG00000150760",
1976
  "ENSG00000150764",
1977
  "ENSG00000150782",
1978
  "ENSG00000150783",
1979
  "ENSG00000150907",
1980
  "ENSG00000150938",
1981
- "ENSG00000150967",
1982
  "ENSG00000151005",
1983
  "ENSG00000151025",
1984
  "ENSG00000151090",
@@ -2001,7 +1992,6 @@
2001
  "ENSG00000151468",
2002
  "ENSG00000151475",
2003
  "ENSG00000151503",
2004
- "ENSG00000151532",
2005
  "ENSG00000151577",
2006
  "ENSG00000151611",
2007
  "ENSG00000151718",
@@ -2082,6 +2072,7 @@
2082
  "ENSG00000153936",
2083
  "ENSG00000153944",
2084
  "ENSG00000153993",
 
2085
  "ENSG00000154099",
2086
  "ENSG00000154122",
2087
  "ENSG00000154153",
@@ -2123,6 +2114,7 @@
2123
  "ENSG00000155324",
2124
  "ENSG00000155329",
2125
  "ENSG00000155330",
 
2126
  "ENSG00000155393",
2127
  "ENSG00000155506",
2128
  "ENSG00000155511",
@@ -2181,7 +2173,6 @@
2181
  "ENSG00000156970",
2182
  "ENSG00000156973",
2183
  "ENSG00000156976",
2184
- "ENSG00000156990",
2185
  "ENSG00000157036",
2186
  "ENSG00000157060",
2187
  "ENSG00000157106",
@@ -2189,6 +2180,7 @@
2189
  "ENSG00000157152",
2190
  "ENSG00000157168",
2191
  "ENSG00000157181",
 
2192
  "ENSG00000157216",
2193
  "ENSG00000157326",
2194
  "ENSG00000157456",
@@ -2202,6 +2194,7 @@
2202
  "ENSG00000157703",
2203
  "ENSG00000157764",
2204
  "ENSG00000157796",
 
2205
  "ENSG00000157827",
2206
  "ENSG00000157837",
2207
  "ENSG00000157869",
@@ -2211,7 +2204,6 @@
2211
  "ENSG00000158092",
2212
  "ENSG00000158195",
2213
  "ENSG00000158201",
2214
- "ENSG00000158246",
2215
  "ENSG00000158258",
2216
  "ENSG00000158270",
2217
  "ENSG00000158321",
@@ -2233,7 +2225,6 @@
2233
  "ENSG00000159063",
2234
  "ENSG00000159079",
2235
  "ENSG00000159140",
2236
- "ENSG00000159199",
2237
  "ENSG00000159216",
2238
  "ENSG00000159217",
2239
  "ENSG00000159267",
@@ -2254,6 +2245,7 @@
2254
  "ENSG00000160188",
2255
  "ENSG00000160199",
2256
  "ENSG00000160201",
 
2257
  "ENSG00000160229",
2258
  "ENSG00000160256",
2259
  "ENSG00000160294",
@@ -2293,6 +2285,7 @@
2293
  "ENSG00000162520",
2294
  "ENSG00000162521",
2295
  "ENSG00000162592",
 
2296
  "ENSG00000162599",
2297
  "ENSG00000162604",
2298
  "ENSG00000162607",
@@ -2322,6 +2315,7 @@
2322
  "ENSG00000163032",
2323
  "ENSG00000163046",
2324
  "ENSG00000163072",
 
2325
  "ENSG00000163092",
2326
  "ENSG00000163116",
2327
  "ENSG00000163125",
@@ -2334,6 +2328,7 @@
2334
  "ENSG00000163393",
2335
  "ENSG00000163421",
2336
  "ENSG00000163430",
 
2337
  "ENSG00000163440",
2338
  "ENSG00000163453",
2339
  "ENSG00000163468",
@@ -2363,7 +2358,6 @@
2363
  "ENSG00000163655",
2364
  "ENSG00000163660",
2365
  "ENSG00000163666",
2366
- "ENSG00000163673",
2367
  "ENSG00000163681",
2368
  "ENSG00000163694",
2369
  "ENSG00000163714",
@@ -2387,6 +2381,7 @@
2387
  "ENSG00000163935",
2388
  "ENSG00000163939",
2389
  "ENSG00000163946",
 
2390
  "ENSG00000163956",
2391
  "ENSG00000163964",
2392
  "ENSG00000164023",
@@ -2445,6 +2440,7 @@
2445
  "ENSG00000164692",
2446
  "ENSG00000164715",
2447
  "ENSG00000164733",
 
2448
  "ENSG00000164741",
2449
  "ENSG00000164742",
2450
  "ENSG00000164744",
@@ -2502,7 +2498,6 @@
2502
  "ENSG00000165730",
2503
  "ENSG00000165733",
2504
  "ENSG00000165899",
2505
- "ENSG00000165923",
2506
  "ENSG00000165934",
2507
  "ENSG00000165949",
2508
  "ENSG00000165966",
@@ -2539,6 +2534,7 @@
2539
  "ENSG00000166510",
2540
  "ENSG00000166535",
2541
  "ENSG00000166548",
 
2542
  "ENSG00000166575",
2543
  "ENSG00000166596",
2544
  "ENSG00000166598",
@@ -2551,6 +2547,7 @@
2551
  "ENSG00000166796",
2552
  "ENSG00000166800",
2553
  "ENSG00000166848",
 
2554
  "ENSG00000166917",
2555
  "ENSG00000166920",
2556
  "ENSG00000166926",
@@ -2569,6 +2566,7 @@
2569
  "ENSG00000167323",
2570
  "ENSG00000167460",
2571
  "ENSG00000167461",
 
2572
  "ENSG00000167524",
2573
  "ENSG00000167543",
2574
  "ENSG00000167595",
@@ -2586,7 +2584,6 @@
2586
  "ENSG00000167978",
2587
  "ENSG00000167996",
2588
  "ENSG00000168016",
2589
- "ENSG00000168026",
2590
  "ENSG00000168028",
2591
  "ENSG00000168032",
2592
  "ENSG00000168036",
@@ -2615,6 +2612,7 @@
2615
  "ENSG00000168754",
2616
  "ENSG00000168779",
2617
  "ENSG00000168781",
 
2618
  "ENSG00000168843",
2619
  "ENSG00000168887",
2620
  "ENSG00000168916",
@@ -2679,6 +2677,7 @@
2679
  "ENSG00000170325",
2680
  "ENSG00000170345",
2681
  "ENSG00000170348",
 
2682
  "ENSG00000170385",
2683
  "ENSG00000170396",
2684
  "ENSG00000170448",
@@ -2696,6 +2695,7 @@
2696
  "ENSG00000170759",
2697
  "ENSG00000170788",
2698
  "ENSG00000170832",
 
2699
  "ENSG00000170955",
2700
  "ENSG00000170959",
2701
  "ENSG00000170961",
@@ -2712,13 +2712,13 @@
2712
  "ENSG00000171241",
2713
  "ENSG00000171291",
2714
  "ENSG00000171310",
 
2715
  "ENSG00000171408",
2716
  "ENSG00000171444",
2717
  "ENSG00000171467",
2718
  "ENSG00000171490",
2719
  "ENSG00000171502",
2720
  "ENSG00000171503",
2721
- "ENSG00000171509",
2722
  "ENSG00000171522",
2723
  "ENSG00000171530",
2724
  "ENSG00000171552",
@@ -2804,8 +2804,6 @@
2804
  "ENSG00000173692",
2805
  "ENSG00000173706",
2806
  "ENSG00000173809",
2807
- "ENSG00000173821",
2808
- "ENSG00000173848",
2809
  "ENSG00000173889",
2810
  "ENSG00000173905",
2811
  "ENSG00000173926",
@@ -2814,7 +2812,6 @@
2814
  "ENSG00000174099",
2815
  "ENSG00000174106",
2816
  "ENSG00000174132",
2817
- "ENSG00000174137",
2818
  "ENSG00000174231",
2819
  "ENSG00000174332",
2820
  "ENSG00000174373",
@@ -2861,6 +2858,7 @@
2861
  "ENSG00000175471",
2862
  "ENSG00000175497",
2863
  "ENSG00000175575",
 
2864
  "ENSG00000175600",
2865
  "ENSG00000175606",
2866
  "ENSG00000175611",
@@ -2885,8 +2883,10 @@
2885
  "ENSG00000176177",
2886
  "ENSG00000176204",
2887
  "ENSG00000176208",
 
2888
  "ENSG00000176273",
2889
  "ENSG00000176393",
 
2890
  "ENSG00000176406",
2891
  "ENSG00000176438",
2892
  "ENSG00000176463",
@@ -2902,7 +2902,6 @@
2902
  "ENSG00000176788",
2903
  "ENSG00000176840",
2904
  "ENSG00000176890",
2905
- "ENSG00000176903",
2906
  "ENSG00000176915",
2907
  "ENSG00000176927",
2908
  "ENSG00000176974",
@@ -2911,7 +2910,6 @@
2911
  "ENSG00000177084",
2912
  "ENSG00000177119",
2913
  "ENSG00000177189",
2914
- "ENSG00000177200",
2915
  "ENSG00000177324",
2916
  "ENSG00000177425",
2917
  "ENSG00000177479",
@@ -2984,6 +2982,7 @@
2984
  "ENSG00000180287",
2985
  "ENSG00000180336",
2986
  "ENSG00000180357",
 
2987
  "ENSG00000180481",
2988
  "ENSG00000180611",
2989
  "ENSG00000180767",
@@ -3033,7 +3032,6 @@
3033
  "ENSG00000182389",
3034
  "ENSG00000182463",
3035
  "ENSG00000182481",
3036
- "ENSG00000182533",
3037
  "ENSG00000182578",
3038
  "ENSG00000182580",
3039
  "ENSG00000182583",
@@ -3053,6 +3051,7 @@
3053
  "ENSG00000183032",
3054
  "ENSG00000183049",
3055
  "ENSG00000183098",
 
3056
  "ENSG00000183117",
3057
  "ENSG00000183137",
3058
  "ENSG00000183166",
@@ -3109,6 +3108,7 @@
3109
  "ENSG00000184575",
3110
  "ENSG00000184588",
3111
  "ENSG00000184613",
 
3112
  "ENSG00000184647",
3113
  "ENSG00000184661",
3114
  "ENSG00000184719",
@@ -3167,7 +3167,6 @@
3167
  "ENSG00000186088",
3168
  "ENSG00000186094",
3169
  "ENSG00000186111",
3170
- "ENSG00000186132",
3171
  "ENSG00000186153",
3172
  "ENSG00000186185",
3173
  "ENSG00000186197",
@@ -3187,6 +3186,7 @@
3187
  "ENSG00000186567",
3188
  "ENSG00000186628",
3189
  "ENSG00000186660",
 
3190
  "ENSG00000186714",
3191
  "ENSG00000186777",
3192
  "ENSG00000186834",
@@ -3221,6 +3221,7 @@
3221
  "ENSG00000187775",
3222
  "ENSG00000187837",
3223
  "ENSG00000187950",
 
3224
  "ENSG00000188001",
3225
  "ENSG00000188033",
3226
  "ENSG00000188039",
@@ -3249,6 +3250,7 @@
3249
  "ENSG00000188735",
3250
  "ENSG00000188738",
3251
  "ENSG00000188800",
 
3252
  "ENSG00000188825",
3253
  "ENSG00000188827",
3254
  "ENSG00000188895",
@@ -3285,6 +3287,7 @@
3285
  "ENSG00000196335",
3286
  "ENSG00000196352",
3287
  "ENSG00000196353",
 
3288
  "ENSG00000196366",
3289
  "ENSG00000196367",
3290
  "ENSG00000196419",
@@ -3350,7 +3353,6 @@
3350
  "ENSG00000197776",
3351
  "ENSG00000197798",
3352
  "ENSG00000197826",
3353
- "ENSG00000197858",
3354
  "ENSG00000197892",
3355
  "ENSG00000197934",
3356
  "ENSG00000197956",
@@ -3364,7 +3366,6 @@
3364
  "ENSG00000198034",
3365
  "ENSG00000198056",
3366
  "ENSG00000198087",
3367
- "ENSG00000198088",
3368
  "ENSG00000198105",
3369
  "ENSG00000198108",
3370
  "ENSG00000198121",
@@ -3433,7 +3434,6 @@
3433
  "ENSG00000198947",
3434
  "ENSG00000198961",
3435
  "ENSG00000198964",
3436
- "ENSG00000203506",
3437
  "ENSG00000203585",
3438
  "ENSG00000203666",
3439
  "ENSG00000203721",
@@ -3499,6 +3499,7 @@
3499
  "ENSG00000205659",
3500
  "ENSG00000205707",
3501
  "ENSG00000205726",
 
3502
  "ENSG00000205786",
3503
  "ENSG00000205835",
3504
  "ENSG00000206043",
@@ -3592,7 +3593,6 @@
3592
  "ENSG00000226650",
3593
  "ENSG00000226674",
3594
  "ENSG00000226688",
3595
- "ENSG00000226759",
3596
  "ENSG00000226800",
3597
  "ENSG00000226828",
3598
  "ENSG00000226835",
@@ -3641,7 +3641,6 @@
3641
  "ENSG00000230817",
3642
  "ENSG00000230989",
3643
  "ENSG00000231107",
3644
- "ENSG00000231133",
3645
  "ENSG00000231208",
3646
  "ENSG00000231298",
3647
  "ENSG00000231365",
@@ -3665,7 +3664,6 @@
3665
  "ENSG00000232434",
3666
  "ENSG00000232645",
3667
  "ENSG00000232878",
3668
- "ENSG00000232903",
3669
  "ENSG00000232907",
3670
  "ENSG00000232931",
3671
  "ENSG00000232977",
@@ -3690,7 +3688,6 @@
3690
  "ENSG00000234665",
3691
  "ENSG00000234707",
3692
  "ENSG00000234715",
3693
- "ENSG00000234719",
3694
  "ENSG00000234745",
3695
  "ENSG00000234776",
3696
  "ENSG00000234840",
@@ -3720,7 +3717,6 @@
3720
  "ENSG00000236790",
3721
  "ENSG00000236859",
3722
  "ENSG00000236915",
3723
- "ENSG00000236963",
3724
  "ENSG00000237036",
3725
  "ENSG00000237187",
3726
  "ENSG00000237412",
@@ -3740,6 +3736,7 @@
3740
  "ENSG00000238290",
3741
  "ENSG00000239268",
3742
  "ENSG00000239523",
 
3743
  "ENSG00000239828",
3744
  "ENSG00000240005",
3745
  "ENSG00000240747",
@@ -3784,8 +3781,10 @@
3784
  "ENSG00000245857",
3785
  "ENSG00000245888",
3786
  "ENSG00000246084",
 
3787
  "ENSG00000246363",
3788
  "ENSG00000246394",
 
3789
  "ENSG00000246695",
3790
  "ENSG00000246859",
3791
  "ENSG00000246863",
@@ -3829,6 +3828,7 @@
3829
  "ENSG00000249797",
3830
  "ENSG00000249816",
3831
  "ENSG00000249835",
 
3832
  "ENSG00000249917",
3833
  "ENSG00000249937",
3834
  "ENSG00000249961",
@@ -3864,6 +3864,7 @@
3864
  "ENSG00000253276",
3865
  "ENSG00000253301",
3866
  "ENSG00000253438",
 
3867
  "ENSG00000253626",
3868
  "ENSG00000253633",
3869
  "ENSG00000253729",
@@ -3911,7 +3912,6 @@
3911
  "ENSG00000258743",
3912
  "ENSG00000258957",
3913
  "ENSG00000259062",
3914
- "ENSG00000259070",
3915
  "ENSG00000259248",
3916
  "ENSG00000259343",
3917
  "ENSG00000259354",
@@ -3977,12 +3977,12 @@
3977
  "ENSG00000270419",
3978
  "ENSG00000270547",
3979
  "ENSG00000270647",
3980
- "ENSG00000270673",
3981
  "ENSG00000271643",
3982
  "ENSG00000272168",
3983
  "ENSG00000272690",
3984
  "ENSG00000272870",
3985
  "ENSG00000273247",
 
3986
  "ENSG00000273749",
3987
  "ENSG00000275052",
3988
  "ENSG00000275066",
 
42
  "ENSG00000008869",
43
  "ENSG00000008952",
44
  "ENSG00000009335",
 
45
  "ENSG00000009954",
46
  "ENSG00000010072",
47
  "ENSG00000010244",
 
55
  "ENSG00000011105",
56
  "ENSG00000011198",
57
  "ENSG00000011258",
 
58
  "ENSG00000011454",
59
  "ENSG00000011465",
60
  "ENSG00000011590",
 
82
  "ENSG00000023287",
83
  "ENSG00000023516",
84
  "ENSG00000023839",
85
+ "ENSG00000025039",
86
  "ENSG00000025423",
87
  "ENSG00000025772",
88
  "ENSG00000025796",
 
106
  "ENSG00000033122",
107
  "ENSG00000033170",
108
  "ENSG00000033178",
 
109
  "ENSG00000033867",
110
  "ENSG00000034053",
111
  "ENSG00000034510",
 
122
  "ENSG00000038945",
123
  "ENSG00000040199",
124
  "ENSG00000040275",
125
+ "ENSG00000041515",
126
  "ENSG00000041982",
127
  "ENSG00000042781",
128
  "ENSG00000042813",
 
164
  "ENSG00000054938",
165
  "ENSG00000054965",
166
  "ENSG00000055147",
167
+ "ENSG00000055163",
168
  "ENSG00000055332",
169
  "ENSG00000055917",
170
  "ENSG00000055950",
 
182
  "ENSG00000058668",
183
  "ENSG00000058729",
184
  "ENSG00000058804",
 
185
  "ENSG00000059588",
186
  "ENSG00000060138",
187
  "ENSG00000060237",
 
281
  "ENSG00000072958",
282
  "ENSG00000073060",
283
  "ENSG00000073282",
 
284
  "ENSG00000073417",
285
  "ENSG00000073711",
286
  "ENSG00000073734",
 
341
  "ENSG00000078687",
342
  "ENSG00000078699",
343
  "ENSG00000078795",
344
+ "ENSG00000078808",
345
  "ENSG00000079102",
346
  "ENSG00000079215",
347
  "ENSG00000079246",
 
349
  "ENSG00000079308",
350
  "ENSG00000079385",
351
  "ENSG00000079387",
 
352
  "ENSG00000079459",
353
  "ENSG00000079462",
354
  "ENSG00000079482",
 
435
  "ENSG00000088356",
436
  "ENSG00000088387",
437
  "ENSG00000088538",
438
+ "ENSG00000088727",
439
  "ENSG00000088826",
440
  "ENSG00000089012",
441
  "ENSG00000089041",
 
451
  "ENSG00000089847",
452
  "ENSG00000089902",
453
  "ENSG00000090006",
 
454
  "ENSG00000090266",
455
  "ENSG00000090273",
456
  "ENSG00000090339",
 
469
  "ENSG00000091592",
470
  "ENSG00000091732",
471
  "ENSG00000091879",
472
+ "ENSG00000092010",
473
  "ENSG00000092108",
474
  "ENSG00000092140",
475
  "ENSG00000092148",
 
488
  "ENSG00000096384",
489
  "ENSG00000096746",
490
  "ENSG00000096872",
 
491
  "ENSG00000097033",
 
492
  "ENSG00000099260",
 
493
  "ENSG00000099338",
494
  "ENSG00000099783",
495
  "ENSG00000099810",
 
500
  "ENSG00000099910",
501
  "ENSG00000099954",
502
  "ENSG00000099968",
503
+ "ENSG00000099999",
504
  "ENSG00000100029",
505
+ "ENSG00000100030",
506
  "ENSG00000100068",
507
  "ENSG00000100077",
508
  "ENSG00000100083",
 
546
  "ENSG00000101040",
547
  "ENSG00000101079",
548
  "ENSG00000101109",
549
+ "ENSG00000101138",
550
  "ENSG00000101146",
551
  "ENSG00000101160",
552
  "ENSG00000101189",
553
  "ENSG00000101190",
554
  "ENSG00000101265",
555
  "ENSG00000101333",
556
+ "ENSG00000101335",
557
  "ENSG00000101347",
558
  "ENSG00000101353",
559
  "ENSG00000101439",
 
593
  "ENSG00000102531",
594
  "ENSG00000102554",
595
  "ENSG00000102572",
 
596
  "ENSG00000102699",
597
  "ENSG00000102710",
598
  "ENSG00000102738",
 
622
  "ENSG00000103769",
623
  "ENSG00000103852",
624
  "ENSG00000103966",
 
625
  "ENSG00000104043",
626
  "ENSG00000104044",
627
  "ENSG00000104059",
 
653
  "ENSG00000104763",
654
  "ENSG00000104852",
655
  "ENSG00000104856",
 
656
  "ENSG00000104872",
657
  "ENSG00000104884",
658
  "ENSG00000104941",
 
669
  "ENSG00000105464",
670
  "ENSG00000105467",
671
  "ENSG00000105479",
 
672
  "ENSG00000105640",
673
  "ENSG00000105662",
674
  "ENSG00000105707",
 
694
  "ENSG00000105993",
695
  "ENSG00000106013",
696
  "ENSG00000106034",
 
697
  "ENSG00000106211",
698
  "ENSG00000106236",
699
  "ENSG00000106245",
 
705
  "ENSG00000106546",
706
  "ENSG00000106603",
707
  "ENSG00000106605",
 
708
  "ENSG00000106638",
709
  "ENSG00000106692",
710
  "ENSG00000106714",
 
827
  "ENSG00000111716",
828
  "ENSG00000111725",
829
  "ENSG00000111726",
830
+ "ENSG00000111728",
831
  "ENSG00000111731",
832
  "ENSG00000111775",
833
  "ENSG00000111783",
 
892
  "ENSG00000113396",
893
  "ENSG00000113448",
894
  "ENSG00000113525",
 
895
  "ENSG00000113594",
896
  "ENSG00000113621",
897
  "ENSG00000113649",
 
936
  "ENSG00000115129",
937
  "ENSG00000115137",
938
  "ENSG00000115159",
 
939
  "ENSG00000115183",
940
  "ENSG00000115233",
941
  "ENSG00000115306",
 
990
  "ENSG00000116580",
991
  "ENSG00000116641",
992
  "ENSG00000116678",
993
+ "ENSG00000116703",
994
  "ENSG00000116729",
995
  "ENSG00000116731",
996
  "ENSG00000116741",
 
1011
  "ENSG00000117410",
1012
  "ENSG00000117425",
1013
  "ENSG00000117450",
 
1014
  "ENSG00000117480",
1015
  "ENSG00000117501",
1016
  "ENSG00000117523",
 
1066
  "ENSG00000119636",
1067
  "ENSG00000119640",
1068
  "ENSG00000119684",
 
1069
  "ENSG00000119698",
1070
  "ENSG00000119703",
1071
+ "ENSG00000119705",
1072
  "ENSG00000119707",
1073
  "ENSG00000119718",
1074
  "ENSG00000119729",
 
1097
  "ENSG00000120690",
1098
  "ENSG00000120694",
1099
  "ENSG00000120699",
1100
+ "ENSG00000120798",
1101
  "ENSG00000120802",
1102
  "ENSG00000120899",
1103
  "ENSG00000120910",
 
1164
  "ENSG00000123552",
1165
  "ENSG00000123607",
1166
  "ENSG00000123610",
 
1167
  "ENSG00000123636",
1168
  "ENSG00000123689",
1169
  "ENSG00000123975",
 
1223
  "ENSG00000126226",
1224
  "ENSG00000126247",
1225
  "ENSG00000126261",
1226
+ "ENSG00000126698",
1227
  "ENSG00000126777",
1228
  "ENSG00000126785",
1229
  "ENSG00000126787",
 
1235
  "ENSG00000127081",
1236
  "ENSG00000127083",
1237
  "ENSG00000127184",
 
1238
  "ENSG00000127329",
1239
  "ENSG00000127337",
1240
  "ENSG00000127528",
 
1266
  "ENSG00000128731",
1267
  "ENSG00000128791",
1268
  "ENSG00000128908",
1269
+ "ENSG00000128918",
1270
  "ENSG00000128928",
1271
  "ENSG00000128951",
1272
  "ENSG00000129038",
 
1283
  "ENSG00000129521",
1284
  "ENSG00000129534",
1285
  "ENSG00000129538",
 
1286
  "ENSG00000129682",
1287
  "ENSG00000129691",
1288
  "ENSG00000129696",
 
1292
  "ENSG00000130021",
1293
  "ENSG00000130038",
1294
  "ENSG00000130066",
1295
+ "ENSG00000130119",
1296
  "ENSG00000130203",
1297
  "ENSG00000130224",
1298
  "ENSG00000130226",
 
1357
  "ENSG00000132383",
1358
  "ENSG00000132386",
1359
  "ENSG00000132424",
 
1360
  "ENSG00000132466",
1361
  "ENSG00000132475",
1362
  "ENSG00000132549",
 
1417
  "ENSG00000134146",
1418
  "ENSG00000134153",
1419
  "ENSG00000134202",
 
1420
  "ENSG00000134242",
1421
  "ENSG00000134255",
1422
  "ENSG00000134283",
 
1479
  "ENSG00000135637",
1480
  "ENSG00000135643",
1481
  "ENSG00000135678",
 
1482
  "ENSG00000135720",
1483
  "ENSG00000135740",
1484
  "ENSG00000135763",
 
1544
  "ENSG00000137513",
1545
  "ENSG00000137571",
1546
  "ENSG00000137575",
1547
+ "ENSG00000137656",
1548
  "ENSG00000137674",
1549
  "ENSG00000137693",
1550
  "ENSG00000137710",
 
1599
  "ENSG00000138640",
1600
  "ENSG00000138646",
1601
  "ENSG00000138650",
 
1602
  "ENSG00000138670",
1603
  "ENSG00000138696",
1604
  "ENSG00000138709",
 
1733
  "ENSG00000143398",
1734
  "ENSG00000143401",
1735
  "ENSG00000143437",
1736
+ "ENSG00000143443",
1737
  "ENSG00000143452",
1738
  "ENSG00000143469",
1739
+ "ENSG00000143479",
1740
  "ENSG00000143498",
1741
  "ENSG00000143512",
1742
  "ENSG00000143514",
 
1752
  "ENSG00000143799",
1753
  "ENSG00000143815",
1754
  "ENSG00000143878",
 
1755
  "ENSG00000143919",
1756
  "ENSG00000143924",
1757
  "ENSG00000143933",
 
1789
  "ENSG00000144668",
1790
  "ENSG00000144674",
1791
  "ENSG00000144681",
 
1792
  "ENSG00000144724",
1793
  "ENSG00000144771",
1794
  "ENSG00000144802",
 
1836
  "ENSG00000145779",
1837
  "ENSG00000145781",
1838
  "ENSG00000145808",
1839
+ "ENSG00000145817",
1840
  "ENSG00000145826",
1841
  "ENSG00000145832",
1842
  "ENSG00000145833",
 
1893
  "ENSG00000147481",
1894
  "ENSG00000147488",
1895
  "ENSG00000147526",
 
1896
  "ENSG00000147573",
1897
  "ENSG00000147592",
1898
  "ENSG00000147606",
1899
+ "ENSG00000147647",
1900
  "ENSG00000147676",
1901
  "ENSG00000147799",
1902
  "ENSG00000147813",
 
1908
  "ENSG00000148090",
1909
  "ENSG00000148110",
1910
  "ENSG00000148143",
1911
+ "ENSG00000148158",
1912
  "ENSG00000148175",
1913
  "ENSG00000148180",
1914
  "ENSG00000148200",
 
1963
  "ENSG00000150687",
1964
  "ENSG00000150712",
1965
  "ENSG00000150722",
1966
+ "ENSG00000150750",
1967
  "ENSG00000150760",
1968
  "ENSG00000150764",
1969
  "ENSG00000150782",
1970
  "ENSG00000150783",
1971
  "ENSG00000150907",
1972
  "ENSG00000150938",
 
1973
  "ENSG00000151005",
1974
  "ENSG00000151025",
1975
  "ENSG00000151090",
 
1992
  "ENSG00000151468",
1993
  "ENSG00000151475",
1994
  "ENSG00000151503",
 
1995
  "ENSG00000151577",
1996
  "ENSG00000151611",
1997
  "ENSG00000151718",
 
2072
  "ENSG00000153936",
2073
  "ENSG00000153944",
2074
  "ENSG00000153993",
2075
+ "ENSG00000154080",
2076
  "ENSG00000154099",
2077
  "ENSG00000154122",
2078
  "ENSG00000154153",
 
2114
  "ENSG00000155324",
2115
  "ENSG00000155329",
2116
  "ENSG00000155330",
2117
+ "ENSG00000155368",
2118
  "ENSG00000155393",
2119
  "ENSG00000155506",
2120
  "ENSG00000155511",
 
2173
  "ENSG00000156970",
2174
  "ENSG00000156973",
2175
  "ENSG00000156976",
 
2176
  "ENSG00000157036",
2177
  "ENSG00000157060",
2178
  "ENSG00000157106",
 
2180
  "ENSG00000157152",
2181
  "ENSG00000157168",
2182
  "ENSG00000157181",
2183
+ "ENSG00000157212",
2184
  "ENSG00000157216",
2185
  "ENSG00000157326",
2186
  "ENSG00000157456",
 
2194
  "ENSG00000157703",
2195
  "ENSG00000157764",
2196
  "ENSG00000157796",
2197
+ "ENSG00000157800",
2198
  "ENSG00000157827",
2199
  "ENSG00000157837",
2200
  "ENSG00000157869",
 
2204
  "ENSG00000158092",
2205
  "ENSG00000158195",
2206
  "ENSG00000158201",
 
2207
  "ENSG00000158258",
2208
  "ENSG00000158270",
2209
  "ENSG00000158321",
 
2225
  "ENSG00000159063",
2226
  "ENSG00000159079",
2227
  "ENSG00000159140",
 
2228
  "ENSG00000159216",
2229
  "ENSG00000159217",
2230
  "ENSG00000159267",
 
2245
  "ENSG00000160188",
2246
  "ENSG00000160199",
2247
  "ENSG00000160201",
2248
+ "ENSG00000160218",
2249
  "ENSG00000160229",
2250
  "ENSG00000160256",
2251
  "ENSG00000160294",
 
2285
  "ENSG00000162520",
2286
  "ENSG00000162521",
2287
  "ENSG00000162592",
2288
+ "ENSG00000162594",
2289
  "ENSG00000162599",
2290
  "ENSG00000162604",
2291
  "ENSG00000162607",
 
2315
  "ENSG00000163032",
2316
  "ENSG00000163046",
2317
  "ENSG00000163072",
2318
+ "ENSG00000163082",
2319
  "ENSG00000163092",
2320
  "ENSG00000163116",
2321
  "ENSG00000163125",
 
2328
  "ENSG00000163393",
2329
  "ENSG00000163421",
2330
  "ENSG00000163430",
2331
+ "ENSG00000163431",
2332
  "ENSG00000163440",
2333
  "ENSG00000163453",
2334
  "ENSG00000163468",
 
2358
  "ENSG00000163655",
2359
  "ENSG00000163660",
2360
  "ENSG00000163666",
 
2361
  "ENSG00000163681",
2362
  "ENSG00000163694",
2363
  "ENSG00000163714",
 
2381
  "ENSG00000163935",
2382
  "ENSG00000163939",
2383
  "ENSG00000163946",
2384
+ "ENSG00000163947",
2385
  "ENSG00000163956",
2386
  "ENSG00000163964",
2387
  "ENSG00000164023",
 
2440
  "ENSG00000164692",
2441
  "ENSG00000164715",
2442
  "ENSG00000164733",
2443
+ "ENSG00000164736",
2444
  "ENSG00000164741",
2445
  "ENSG00000164742",
2446
  "ENSG00000164744",
 
2498
  "ENSG00000165730",
2499
  "ENSG00000165733",
2500
  "ENSG00000165899",
 
2501
  "ENSG00000165934",
2502
  "ENSG00000165949",
2503
  "ENSG00000165966",
 
2534
  "ENSG00000166510",
2535
  "ENSG00000166535",
2536
  "ENSG00000166548",
2537
+ "ENSG00000166573",
2538
  "ENSG00000166575",
2539
  "ENSG00000166596",
2540
  "ENSG00000166598",
 
2547
  "ENSG00000166796",
2548
  "ENSG00000166800",
2549
  "ENSG00000166848",
2550
+ "ENSG00000166881",
2551
  "ENSG00000166917",
2552
  "ENSG00000166920",
2553
  "ENSG00000166926",
 
2566
  "ENSG00000167323",
2567
  "ENSG00000167460",
2568
  "ENSG00000167461",
2569
+ "ENSG00000167522",
2570
  "ENSG00000167524",
2571
  "ENSG00000167543",
2572
  "ENSG00000167595",
 
2584
  "ENSG00000167978",
2585
  "ENSG00000167996",
2586
  "ENSG00000168016",
 
2587
  "ENSG00000168028",
2588
  "ENSG00000168032",
2589
  "ENSG00000168036",
 
2612
  "ENSG00000168754",
2613
  "ENSG00000168779",
2614
  "ENSG00000168781",
2615
+ "ENSG00000168785",
2616
  "ENSG00000168843",
2617
  "ENSG00000168887",
2618
  "ENSG00000168916",
 
2677
  "ENSG00000170325",
2678
  "ENSG00000170345",
2679
  "ENSG00000170348",
2680
+ "ENSG00000170381",
2681
  "ENSG00000170385",
2682
  "ENSG00000170396",
2683
  "ENSG00000170448",
 
2695
  "ENSG00000170759",
2696
  "ENSG00000170788",
2697
  "ENSG00000170832",
2698
+ "ENSG00000170921",
2699
  "ENSG00000170955",
2700
  "ENSG00000170959",
2701
  "ENSG00000170961",
 
2712
  "ENSG00000171241",
2713
  "ENSG00000171291",
2714
  "ENSG00000171310",
2715
+ "ENSG00000171385",
2716
  "ENSG00000171408",
2717
  "ENSG00000171444",
2718
  "ENSG00000171467",
2719
  "ENSG00000171490",
2720
  "ENSG00000171502",
2721
  "ENSG00000171503",
 
2722
  "ENSG00000171522",
2723
  "ENSG00000171530",
2724
  "ENSG00000171552",
 
2804
  "ENSG00000173692",
2805
  "ENSG00000173706",
2806
  "ENSG00000173809",
 
 
2807
  "ENSG00000173889",
2808
  "ENSG00000173905",
2809
  "ENSG00000173926",
 
2812
  "ENSG00000174099",
2813
  "ENSG00000174106",
2814
  "ENSG00000174132",
 
2815
  "ENSG00000174231",
2816
  "ENSG00000174332",
2817
  "ENSG00000174373",
 
2858
  "ENSG00000175471",
2859
  "ENSG00000175497",
2860
  "ENSG00000175575",
2861
+ "ENSG00000175582",
2862
  "ENSG00000175600",
2863
  "ENSG00000175606",
2864
  "ENSG00000175611",
 
2883
  "ENSG00000176177",
2884
  "ENSG00000176204",
2885
  "ENSG00000176208",
2886
+ "ENSG00000176225",
2887
  "ENSG00000176273",
2888
  "ENSG00000176393",
2889
+ "ENSG00000176401",
2890
  "ENSG00000176406",
2891
  "ENSG00000176438",
2892
  "ENSG00000176463",
 
2902
  "ENSG00000176788",
2903
  "ENSG00000176840",
2904
  "ENSG00000176890",
 
2905
  "ENSG00000176915",
2906
  "ENSG00000176927",
2907
  "ENSG00000176974",
 
2910
  "ENSG00000177084",
2911
  "ENSG00000177119",
2912
  "ENSG00000177189",
 
2913
  "ENSG00000177324",
2914
  "ENSG00000177425",
2915
  "ENSG00000177479",
 
2982
  "ENSG00000180287",
2983
  "ENSG00000180336",
2984
  "ENSG00000180357",
2985
+ "ENSG00000180383",
2986
  "ENSG00000180481",
2987
  "ENSG00000180611",
2988
  "ENSG00000180767",
 
3032
  "ENSG00000182389",
3033
  "ENSG00000182463",
3034
  "ENSG00000182481",
 
3035
  "ENSG00000182578",
3036
  "ENSG00000182580",
3037
  "ENSG00000182583",
 
3051
  "ENSG00000183032",
3052
  "ENSG00000183049",
3053
  "ENSG00000183098",
3054
+ "ENSG00000183111",
3055
  "ENSG00000183117",
3056
  "ENSG00000183137",
3057
  "ENSG00000183166",
 
3108
  "ENSG00000184575",
3109
  "ENSG00000184588",
3110
  "ENSG00000184613",
3111
+ "ENSG00000184635",
3112
  "ENSG00000184647",
3113
  "ENSG00000184661",
3114
  "ENSG00000184719",
 
3167
  "ENSG00000186088",
3168
  "ENSG00000186094",
3169
  "ENSG00000186111",
 
3170
  "ENSG00000186153",
3171
  "ENSG00000186185",
3172
  "ENSG00000186197",
 
3186
  "ENSG00000186567",
3187
  "ENSG00000186628",
3188
  "ENSG00000186660",
3189
+ "ENSG00000186665",
3190
  "ENSG00000186714",
3191
  "ENSG00000186777",
3192
  "ENSG00000186834",
 
3221
  "ENSG00000187775",
3222
  "ENSG00000187837",
3223
  "ENSG00000187950",
3224
+ "ENSG00000187955",
3225
  "ENSG00000188001",
3226
  "ENSG00000188033",
3227
  "ENSG00000188039",
 
3250
  "ENSG00000188735",
3251
  "ENSG00000188738",
3252
  "ENSG00000188800",
3253
+ "ENSG00000188803",
3254
  "ENSG00000188825",
3255
  "ENSG00000188827",
3256
  "ENSG00000188895",
 
3287
  "ENSG00000196335",
3288
  "ENSG00000196352",
3289
  "ENSG00000196353",
3290
+ "ENSG00000196358",
3291
  "ENSG00000196366",
3292
  "ENSG00000196367",
3293
  "ENSG00000196419",
 
3353
  "ENSG00000197776",
3354
  "ENSG00000197798",
3355
  "ENSG00000197826",
 
3356
  "ENSG00000197892",
3357
  "ENSG00000197934",
3358
  "ENSG00000197956",
 
3366
  "ENSG00000198034",
3367
  "ENSG00000198056",
3368
  "ENSG00000198087",
 
3369
  "ENSG00000198105",
3370
  "ENSG00000198108",
3371
  "ENSG00000198121",
 
3434
  "ENSG00000198947",
3435
  "ENSG00000198961",
3436
  "ENSG00000198964",
 
3437
  "ENSG00000203585",
3438
  "ENSG00000203666",
3439
  "ENSG00000203721",
 
3499
  "ENSG00000205659",
3500
  "ENSG00000205707",
3501
  "ENSG00000205726",
3502
+ "ENSG00000205758",
3503
  "ENSG00000205786",
3504
  "ENSG00000205835",
3505
  "ENSG00000206043",
 
3593
  "ENSG00000226650",
3594
  "ENSG00000226674",
3595
  "ENSG00000226688",
 
3596
  "ENSG00000226800",
3597
  "ENSG00000226828",
3598
  "ENSG00000226835",
 
3641
  "ENSG00000230817",
3642
  "ENSG00000230989",
3643
  "ENSG00000231107",
 
3644
  "ENSG00000231208",
3645
  "ENSG00000231298",
3646
  "ENSG00000231365",
 
3664
  "ENSG00000232434",
3665
  "ENSG00000232645",
3666
  "ENSG00000232878",
 
3667
  "ENSG00000232907",
3668
  "ENSG00000232931",
3669
  "ENSG00000232977",
 
3688
  "ENSG00000234665",
3689
  "ENSG00000234707",
3690
  "ENSG00000234715",
 
3691
  "ENSG00000234745",
3692
  "ENSG00000234776",
3693
  "ENSG00000234840",
 
3717
  "ENSG00000236790",
3718
  "ENSG00000236859",
3719
  "ENSG00000236915",
 
3720
  "ENSG00000237036",
3721
  "ENSG00000237187",
3722
  "ENSG00000237412",
 
3736
  "ENSG00000238290",
3737
  "ENSG00000239268",
3738
  "ENSG00000239523",
3739
+ "ENSG00000239774",
3740
  "ENSG00000239828",
3741
  "ENSG00000240005",
3742
  "ENSG00000240747",
 
3781
  "ENSG00000245857",
3782
  "ENSG00000245888",
3783
  "ENSG00000246084",
3784
+ "ENSG00000246273",
3785
  "ENSG00000246363",
3786
  "ENSG00000246394",
3787
+ "ENSG00000246526",
3788
  "ENSG00000246695",
3789
  "ENSG00000246859",
3790
  "ENSG00000246863",
 
3828
  "ENSG00000249797",
3829
  "ENSG00000249816",
3830
  "ENSG00000249835",
3831
+ "ENSG00000249853",
3832
  "ENSG00000249917",
3833
  "ENSG00000249937",
3834
  "ENSG00000249961",
 
3864
  "ENSG00000253276",
3865
  "ENSG00000253301",
3866
  "ENSG00000253438",
3867
+ "ENSG00000253582",
3868
  "ENSG00000253626",
3869
  "ENSG00000253633",
3870
  "ENSG00000253729",
 
3912
  "ENSG00000258743",
3913
  "ENSG00000258957",
3914
  "ENSG00000259062",
 
3915
  "ENSG00000259248",
3916
  "ENSG00000259343",
3917
  "ENSG00000259354",
 
3977
  "ENSG00000270419",
3978
  "ENSG00000270547",
3979
  "ENSG00000270647",
 
3980
  "ENSG00000271643",
3981
  "ENSG00000272168",
3982
  "ENSG00000272690",
3983
  "ENSG00000272870",
3984
  "ENSG00000273247",
3985
+ "ENSG00000273611",
3986
  "ENSG00000273749",
3987
  "ENSG00000275052",
3988
  "ENSG00000275066",
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