canergen commited on Sep 25, 2025

Commit

f790d80

verified ·

1 Parent(s): 43180cf

popV version: 0.6.0

Browse files

Files changed (24) hide show

.gitattributes +3 -0
OnClass.data-00000-of-00001 +1 -1
OnClass.index +0 -0
OnClass.meta +0 -0
OnClass.npz +2 -2
README.md +0 -0
accuracies.json +2 -2
celltypist.pkl +1 -1
faiss_index.faiss +0 -0
pynndescent_index.joblib → faiss_index.index +2 -2
harmony_knn_classifier.index +3 -0
harmony_knn_classifier.joblib +0 -0
metadata.json +0 -0
minified_ref_adata.h5ad +0 -0
popv_output/predictions.csv +0 -0
preprocessing.json +210 -210
ref_labels.csv +0 -0
scanvi/model.pt +2 -2
scvi/model.pt +2 -2
scvi_knn_classifier.index +3 -0
scvi_knn_classifier.joblib +0 -0
svm_classifier.joblib +2 -2
svm_classifier_cuml.joblib +0 -0
xgboost_classifier.model +2 -2

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 OnClass.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
 minified_ref_adata.h5ad filter=lfs diff=lfs merge=lfs -text
+faiss_index.index filter=lfs diff=lfs merge=lfs -text
+harmony_knn_classifier.index filter=lfs diff=lfs merge=lfs -text
+scvi_knn_classifier.index filter=lfs diff=lfs merge=lfs -text

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accuracies.json CHANGED Viewed

@@ -1,4 +1,4 @@
 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| stromal cell | 108 | 0.99 | 0.96 | 0.98 | 0.96 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| pericyte | 80 | 0.98 | 0.99 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| macrophage | 39 | 0.97 | 0.95 | 0.96 | 0.94 | 0.00 | 0.94 | 0.95 | 0.94 | 0.95 |\n| supporting cell of vestibular epithelium | 19 | 1.00 | 0.91 | 1.00 | 0.92 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 20 | 0.97 | 0.90 | 0.92 | 0.90 | 0.00 | 0.90 | 0.97 | 0.92 | 0.95 |\n| melanocyte | 14 | 0.96 | 0.96 | 0.96 | 1.00 | 0.00 | 1.00 | 1.00 | 0.96 | 1.00 |\n| hematopoietic cell | 9 | 0.75 | 0.94 | 0.75 | 0.82 | 0.00 | 0.90 | 0.94 | 0.80 | 0.94 |\n| vascular associated smooth muscle cell | 10 | 0.95 | 0.75 | 1.00 | 0.71 | 0.00 | 0.91 | 0.95 | 0.95 | 1.00 |\n| vestibular dark cell | 3 | 1.00 | 1.00 | 1.00 | 0.57 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| neutrophil | 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 | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.50 |\n| intermediate monocyte | 1 | 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| monocyte | 0 | 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| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| stromal cell | 1012 | 0.98 | 0.95 | 0.99 | 0.98 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| pericyte | 771 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| macrophage | 237 | 0.99 | 0.99 | 0.99 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| supporting cell of vestibular epithelium | 251 | 0.98 | 0.91 | 0.99 | 0.94 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 132 | 0.93 | 0.83 | 0.96 | 0.89 | 0.00 | 0.91 | 0.99 | 0.97 | 0.97 |\n| melanocyte | 114 | 0.99 | 0.91 | 1.00 | 0.95 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 91 | 0.77 | 0.78 | 0.87 | 0.81 | 0.00 | 0.86 | 0.99 | 0.99 | 0.93 |\n| vascular associated smooth muscle cell | 73 | 0.91 | 0.74 | 0.95 | 0.82 | 0.00 | 0.94 | 0.95 | 0.97 | 0.98 |\n| vestibular dark cell | 46 | 0.91 | 0.93 | 0.97 | 0.52 | 0.00 | 0.96 | 1.00 | 1.00 | 0.99 |\n| neutrophil | 9 | 0.51 | 0.95 | 0.86 | 0.50 | 0.00 | 0.90 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 4 | 0.00 | 0.00 | 0.40 | 0.44 | 0.00 | 0.55 | 1.00 | 1.00 | 0.60 |\n| intermediate monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.67 |\n| monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD8-positive, alpha-beta T cell | 2 | 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 | 0.00 | 1.00 | 1.00 | 1.00 |"
 }

 {
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| stromal cell | 112 | 0.99 | 0.97 | 0.97 | 0.98 | 0.00 | 0.99 | 0.98 | 0.99 | 0.99 |\n| pericyte | 93 | 0.99 | 0.99 | 0.99 | 0.97 | 0.00 | 0.96 | 0.98 | 1.00 | 0.99 |\n| macrophage | 24 | 0.92 | 0.94 | 0.87 | 0.89 | 0.00 | 0.98 | 0.92 | 0.92 | 0.92 |\n| supporting cell of vestibular epithelium | 25 | 1.00 | 1.00 | 0.98 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 17 | 0.94 | 0.91 | 0.83 | 0.88 | 0.00 | 0.94 | 0.86 | 0.97 | 0.94 |\n| melanocyte | 10 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 5 | 0.80 | 0.83 | 0.89 | 0.50 | 0.00 | 0.46 | 0.57 | 1.00 | 0.75 |\n| vascular associated smooth muscle cell | 9 | 1.00 | 0.88 | 1.00 | 1.00 | 0.00 | 1.00 | 0.95 | 1.00 | 1.00 |\n| vestibular dark cell | 5 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| neutrophil | 2 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 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| monocyte | 0 | 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 | 1 | 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 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| stromal cell | 1008 | 0.99 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| pericyte | 758 | 0.98 | 0.99 | 0.98 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| macrophage | 252 | 0.97 | 0.99 | 0.98 | 0.97 | 0.00 | 1.00 | 1.00 | 1.00 | 0.99 |\n| supporting cell of vestibular epithelium | 245 | 0.99 | 0.98 | 0.98 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 135 | 0.96 | 0.91 | 0.94 | 0.89 | 0.00 | 0.94 | 0.99 | 0.98 | 0.99 |\n| melanocyte | 118 | 0.99 | 0.97 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 95 | 0.83 | 0.89 | 0.82 | 0.79 | 0.00 | 0.86 | 1.00 | 1.00 | 0.93 |\n| vascular associated smooth muscle cell | 74 | 0.90 | 0.85 | 0.90 | 0.93 | 0.00 | 0.90 | 0.97 | 0.97 | 0.96 |\n| vestibular dark cell | 44 | 0.95 | 0.95 | 0.94 | 0.92 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| neutrophil | 7 | 1.00 | 0.93 | 0.77 | 0.44 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 4 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.86 | 1.00 | 1.00 | 0.00 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.67 |\n| CD8-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 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 |"
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popv_output/predictions.csv CHANGED Viewed

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         "ENSG00000101236",
         "ENSG00000101265",
         "ENSG00000101333",
         "ENSG00000101335",
@@ -597,7 +586,6 @@
         "ENSG00000101665",
         "ENSG00000101680",
         "ENSG00000101773",
-        "ENSG00000101782",
         "ENSG00000101846",
         "ENSG00000101871",
         "ENSG00000101911",
@@ -630,8 +618,8 @@
         "ENSG00000102934",
         "ENSG00000102935",
         "ENSG00000102978",
-        "ENSG00000102984",
         "ENSG00000102996",
         "ENSG00000103034",
         "ENSG00000103042",
         "ENSG00000103047",
@@ -646,14 +634,12 @@
         "ENSG00000103257",
         "ENSG00000103260",
         "ENSG00000103316",
-        "ENSG00000103319",
         "ENSG00000103335",
         "ENSG00000103485",
         "ENSG00000103489",
         "ENSG00000103490",
         "ENSG00000103528",
         "ENSG00000103569",
-        "ENSG00000103599",
         "ENSG00000103642",
         "ENSG00000103647",
         "ENSG00000103653",
@@ -677,13 +663,13 @@
         "ENSG00000104290",
         "ENSG00000104312",
         "ENSG00000104313",
-        "ENSG00000104361",
         "ENSG00000104368",
         "ENSG00000104419",
         "ENSG00000104447",
         "ENSG00000104450",
         "ENSG00000104490",
         "ENSG00000104549",
         "ENSG00000104723",
         "ENSG00000104738",
         "ENSG00000104763",
@@ -698,13 +684,11 @@
         "ENSG00000104885",
         "ENSG00000104886",
         "ENSG00000104894",
-        "ENSG00000104904",
         "ENSG00000104973",
         "ENSG00000104998",
         "ENSG00000105227",
         "ENSG00000105258",
         "ENSG00000105270",
-        "ENSG00000105325",
         "ENSG00000105327",
         "ENSG00000105329",
         "ENSG00000105339",
@@ -720,9 +704,7 @@
         "ENSG00000105643",
         "ENSG00000105655",
         "ENSG00000105699",
-        "ENSG00000105708",
         "ENSG00000105711",
-        "ENSG00000105737",
         "ENSG00000105738",
         "ENSG00000105767",
         "ENSG00000105810",
@@ -730,11 +712,13 @@
         "ENSG00000105849",
         "ENSG00000105855",
         "ENSG00000105866",
         "ENSG00000105894",
         "ENSG00000105926",
         "ENSG00000105928",
         "ENSG00000105939",
         "ENSG00000105963",
         "ENSG00000105971",
         "ENSG00000105974",
         "ENSG00000105976",
@@ -749,9 +733,10 @@
         "ENSG00000106278",
         "ENSG00000106305",
         "ENSG00000106333",
         "ENSG00000106366",
         "ENSG00000106415",
-        "ENSG00000106459",
         "ENSG00000106462",
         "ENSG00000106537",
         "ENSG00000106538",
@@ -765,6 +750,7 @@
         "ENSG00000106686",
         "ENSG00000106688",
         "ENSG00000106701",
         "ENSG00000106772",
         "ENSG00000106780",
         "ENSG00000106785",
@@ -780,12 +766,14 @@
         "ENSG00000107242",
         "ENSG00000107249",
         "ENSG00000107263",
         "ENSG00000107317",
         "ENSG00000107331",
         "ENSG00000107438",
         "ENSG00000107551",
         "ENSG00000107554",
         "ENSG00000107611",
         "ENSG00000107651",
         "ENSG00000107731",
         "ENSG00000107736",
@@ -793,7 +781,6 @@
         "ENSG00000107789",
         "ENSG00000107796",
         "ENSG00000107798",
-        "ENSG00000107862",
         "ENSG00000107863",
         "ENSG00000107864",
         "ENSG00000107902",
@@ -816,16 +803,15 @@
         "ENSG00000108639",
         "ENSG00000108669",
         "ENSG00000108691",
         "ENSG00000108821",
         "ENSG00000108828",
         "ENSG00000108830",
-        "ENSG00000108840",
         "ENSG00000108924",
         "ENSG00000108932",
         "ENSG00000108946",
         "ENSG00000108950",
         "ENSG00000108960",
-        "ENSG00000109079",
         "ENSG00000109099",
         "ENSG00000109107",
         "ENSG00000109189",
@@ -839,8 +825,6 @@
         "ENSG00000109466",
         "ENSG00000109472",
         "ENSG00000109519",
-        "ENSG00000109576",
-        "ENSG00000109586",
         "ENSG00000109610",
         "ENSG00000109654",
         "ENSG00000109667",
@@ -891,6 +875,7 @@
         "ENSG00000111110",
         "ENSG00000111186",
         "ENSG00000111199",
         "ENSG00000111229",
         "ENSG00000111252",
         "ENSG00000111261",
@@ -911,6 +896,7 @@
         "ENSG00000111785",
         "ENSG00000111799",
         "ENSG00000111837",
         "ENSG00000111859",
         "ENSG00000111879",
         "ENSG00000111885",
@@ -925,9 +911,11 @@
         "ENSG00000112149",
         "ENSG00000112175",
         "ENSG00000112182",
         "ENSG00000112237",
         "ENSG00000112242",
         "ENSG00000112280",
         "ENSG00000112294",
         "ENSG00000112297",
         "ENSG00000112319",
@@ -950,14 +938,13 @@
         "ENSG00000112796",
         "ENSG00000112837",
         "ENSG00000112902",
-        "ENSG00000112964",
         "ENSG00000112972",
         "ENSG00000112981",
         "ENSG00000113070",
         "ENSG00000113083",
         "ENSG00000113140",
         "ENSG00000113161",
-        "ENSG00000113248",
         "ENSG00000113273",
         "ENSG00000113296",
         "ENSG00000113361",
@@ -966,6 +953,7 @@
         "ENSG00000113396",
         "ENSG00000113448",
         "ENSG00000113504",
         "ENSG00000113558",
         "ENSG00000113578",
         "ENSG00000113594",
@@ -983,8 +971,6 @@
         "ENSG00000114019",
         "ENSG00000114023",
         "ENSG00000114115",
-        "ENSG00000114120",
-        "ENSG00000114127",
         "ENSG00000114166",
         "ENSG00000114251",
         "ENSG00000114268",
@@ -1005,10 +991,10 @@
         "ENSG00000114790",
         "ENSG00000114805",
         "ENSG00000114850",
-        "ENSG00000114857",
         "ENSG00000114861",
         "ENSG00000114948",
         "ENSG00000114956",
         "ENSG00000115084",
         "ENSG00000115107",
         "ENSG00000115109",
@@ -1023,6 +1009,7 @@
         "ENSG00000115266",
         "ENSG00000115267",
         "ENSG00000115271",
         "ENSG00000115339",
         "ENSG00000115355",
         "ENSG00000115363",
@@ -1047,10 +1034,11 @@
         "ENSG00000115828",
         "ENSG00000115896",
         "ENSG00000115919",
-        "ENSG00000115942",
         "ENSG00000115956",
         "ENSG00000115963",
         "ENSG00000115970",
         "ENSG00000116016",
         "ENSG00000116017",
         "ENSG00000116096",
@@ -1075,7 +1063,6 @@
         "ENSG00000116717",
         "ENSG00000116729",
         "ENSG00000116741",
-        "ENSG00000116752",
         "ENSG00000116774",
         "ENSG00000116791",
         "ENSG00000116815",
@@ -1090,11 +1077,9 @@
         "ENSG00000117069",
         "ENSG00000117114",
         "ENSG00000117115",
-        "ENSG00000117139",
         "ENSG00000117143",
         "ENSG00000117151",
         "ENSG00000117155",
-        "ENSG00000117222",
         "ENSG00000117226",
         "ENSG00000117228",
         "ENSG00000117266",
@@ -1111,6 +1096,7 @@
         "ENSG00000117477",
         "ENSG00000117479",
         "ENSG00000117519",
         "ENSG00000117594",
         "ENSG00000117595",
         "ENSG00000117602",
@@ -1118,13 +1104,11 @@
         "ENSG00000117632",
         "ENSG00000117643",
         "ENSG00000117676",
-        "ENSG00000117859",
         "ENSG00000117868",
         "ENSG00000117877",
         "ENSG00000117906",
         "ENSG00000117984",
-        "ENSG00000118181",
-        "ENSG00000118200",
         "ENSG00000118257",
         "ENSG00000118263",
         "ENSG00000118292",
@@ -1156,6 +1140,7 @@
         "ENSG00000119231",
         "ENSG00000119314",
         "ENSG00000119321",
         "ENSG00000119431",
         "ENSG00000119508",
         "ENSG00000119522",
@@ -1185,15 +1170,17 @@
         "ENSG00000120162",
         "ENSG00000120217",
         "ENSG00000120251",
         "ENSG00000120278",
         "ENSG00000120306",
         "ENSG00000120318",
         "ENSG00000120519",
         "ENSG00000120549",
         "ENSG00000120594",
         "ENSG00000120658",
         "ENSG00000120664",
-        "ENSG00000120690",
         "ENSG00000120693",
         "ENSG00000120696",
         "ENSG00000120708",
@@ -1223,19 +1210,18 @@
         "ENSG00000121552",
         "ENSG00000121578",
         "ENSG00000121653",
         "ENSG00000121742",
         "ENSG00000121858",
         "ENSG00000121898",
         "ENSG00000121900",
         "ENSG00000121931",
         "ENSG00000121933",
-        "ENSG00000121957",
         "ENSG00000121964",
         "ENSG00000121989",
         "ENSG00000122012",
         "ENSG00000122026",
         "ENSG00000122035",
-        "ENSG00000122042",
         "ENSG00000122176",
         "ENSG00000122335",
         "ENSG00000122359",
@@ -1248,7 +1234,6 @@
         "ENSG00000122644",
         "ENSG00000122691",
         "ENSG00000122694",
-        "ENSG00000122741",
         "ENSG00000122778",
         "ENSG00000122786",
         "ENSG00000122862",
@@ -1258,7 +1243,6 @@
         "ENSG00000122884",
         "ENSG00000122986",
         "ENSG00000123080",
-        "ENSG00000123091",
         "ENSG00000123095",
         "ENSG00000123096",
         "ENSG00000123104",
@@ -1277,6 +1261,7 @@
         "ENSG00000123643",
         "ENSG00000123685",
         "ENSG00000123689",
         "ENSG00000123836",
         "ENSG00000123975",
         "ENSG00000123989",
@@ -1286,11 +1271,11 @@
         "ENSG00000124145",
         "ENSG00000124151",
         "ENSG00000124171",
-        "ENSG00000124191",
         "ENSG00000124216",
         "ENSG00000124225",
         "ENSG00000124243",
         "ENSG00000124249",
         "ENSG00000124370",
         "ENSG00000124374",
         "ENSG00000124406",
@@ -1323,12 +1308,14 @@
         "ENSG00000125430",
         "ENSG00000125447",
         "ENSG00000125454",
-        "ENSG00000125520",
         "ENSG00000125534",
         "ENSG00000125629",
         "ENSG00000125657",
         "ENSG00000125675",
         "ENSG00000125691",
         "ENSG00000125740",
         "ENSG00000125741",
         "ENSG00000125744",
@@ -1336,15 +1323,13 @@
         "ENSG00000125772",
         "ENSG00000125810",
         "ENSG00000125845",
-        "ENSG00000125846",
         "ENSG00000125848",
         "ENSG00000125868",
         "ENSG00000125869",
         "ENSG00000125879",
-        "ENSG00000125966",
         "ENSG00000125968",
         "ENSG00000125971",
-        "ENSG00000126003",
         "ENSG00000126217",
         "ENSG00000126264",
         "ENSG00000126368",
@@ -1355,8 +1340,8 @@
         "ENSG00000126777",
         "ENSG00000126778",
         "ENSG00000126803",
-        "ENSG00000126821",
         "ENSG00000126822",
         "ENSG00000126878",
         "ENSG00000126950",
         "ENSG00000126970",
@@ -1381,19 +1366,22 @@
         "ENSG00000127955",
         "ENSG00000127989",
         "ENSG00000128016",
         "ENSG00000128203",
         "ENSG00000128228",
         "ENSG00000128242",
         "ENSG00000128245",
-        "ENSG00000128268",
         "ENSG00000128274",
         "ENSG00000128284",
         "ENSG00000128311",
         "ENSG00000128394",
         "ENSG00000128487",
         "ENSG00000128512",
         "ENSG00000128513",
         "ENSG00000128578",
         "ENSG00000128609",
         "ENSG00000128641",
         "ENSG00000128656",
@@ -1408,13 +1396,14 @@
         "ENSG00000128944",
         "ENSG00000129009",
         "ENSG00000129038",
-        "ENSG00000129083",
         "ENSG00000129116",
         "ENSG00000129151",
         "ENSG00000129158",
         "ENSG00000129219",
         "ENSG00000129226",
         "ENSG00000129244",
         "ENSG00000129422",
         "ENSG00000129493",
         "ENSG00000129521",
@@ -1426,7 +1415,6 @@
         "ENSG00000129667",
         "ENSG00000129682",
         "ENSG00000129757",
-        "ENSG00000129925",
         "ENSG00000129946",
         "ENSG00000130005",
         "ENSG00000130021",
@@ -1437,7 +1425,6 @@
         "ENSG00000130203",
         "ENSG00000130208",
         "ENSG00000130222",
-        "ENSG00000130224",
         "ENSG00000130294",
         "ENSG00000130303",
         "ENSG00000130309",
@@ -1454,7 +1441,6 @@
         "ENSG00000130522",
         "ENSG00000130559",
         "ENSG00000130635",
-        "ENSG00000130695",
         "ENSG00000130707",
         "ENSG00000130755",
         "ENSG00000130762",
@@ -1463,15 +1449,16 @@
         "ENSG00000130787",
         "ENSG00000130818",
         "ENSG00000130821",
         "ENSG00000130830",
         "ENSG00000130844",
-        "ENSG00000130921",
         "ENSG00000130939",
         "ENSG00000130956",
         "ENSG00000130958",
         "ENSG00000130988",
         "ENSG00000131016",
         "ENSG00000131018",
         "ENSG00000131094",
         "ENSG00000131095",
         "ENSG00000131174",
@@ -1481,6 +1468,7 @@
         "ENSG00000131236",
         "ENSG00000131242",
         "ENSG00000131323",
         "ENSG00000131370",
         "ENSG00000131378",
         "ENSG00000131386",
@@ -1501,12 +1489,10 @@
         "ENSG00000131781",
         "ENSG00000131831",
         "ENSG00000131844",
-        "ENSG00000131848",
         "ENSG00000131876",
         "ENSG00000131941",
         "ENSG00000131979",
         "ENSG00000131981",
-        "ENSG00000132002",
         "ENSG00000132003",
         "ENSG00000132031",
         "ENSG00000132170",
@@ -1517,7 +1503,6 @@
         "ENSG00000132326",
         "ENSG00000132329",
         "ENSG00000132334",
-        "ENSG00000132357",
         "ENSG00000132359",
         "ENSG00000132386",
         "ENSG00000132429",
@@ -1529,23 +1514,21 @@
         "ENSG00000132613",
         "ENSG00000132640",
         "ENSG00000132646",
-        "ENSG00000132661",
         "ENSG00000132669",
         "ENSG00000132688",
         "ENSG00000132718",
         "ENSG00000132823",
         "ENSG00000132837",
         "ENSG00000132840",
         "ENSG00000132849",
         "ENSG00000132854",
         "ENSG00000132879",
-        "ENSG00000132952",
         "ENSG00000132965",
         "ENSG00000132970",
         "ENSG00000133048",
         "ENSG00000133059",
         "ENSG00000133083",
-        "ENSG00000133103",
         "ENSG00000133106",
         "ENSG00000133110",
         "ENSG00000133119",
@@ -1581,6 +1564,7 @@
         "ENSG00000134215",
         "ENSG00000134243",
         "ENSG00000134245",
         "ENSG00000134285",
         "ENSG00000134291",
         "ENSG00000134321",
@@ -1589,6 +1573,7 @@
         "ENSG00000134339",
         "ENSG00000134369",
         "ENSG00000134463",
         "ENSG00000134490",
         "ENSG00000134504",
         "ENSG00000134508",
@@ -1649,9 +1634,9 @@
         "ENSG00000135744",
         "ENSG00000135749",
         "ENSG00000135750",
-        "ENSG00000135766",
         "ENSG00000135838",
         "ENSG00000135842",
         "ENSG00000135905",
         "ENSG00000135913",
         "ENSG00000135926",
@@ -1700,15 +1685,15 @@
         "ENSG00000136842",
         "ENSG00000136848",
         "ENSG00000136854",
-        "ENSG00000136859",
         "ENSG00000136867",
-        "ENSG00000136868",
         "ENSG00000136869",
         "ENSG00000136875",
         "ENSG00000136950",
         "ENSG00000136960",
         "ENSG00000136997",
         "ENSG00000136999",
         "ENSG00000137094",
         "ENSG00000137103",
         "ENSG00000137124",
@@ -1730,6 +1715,7 @@
         "ENSG00000137409",
         "ENSG00000137441",
         "ENSG00000137462",
         "ENSG00000137478",
         "ENSG00000137486",
         "ENSG00000137491",
@@ -1738,7 +1724,6 @@
         "ENSG00000137563",
         "ENSG00000137573",
         "ENSG00000137601",
-        "ENSG00000137628",
         "ENSG00000137642",
         "ENSG00000137691",
         "ENSG00000137710",
@@ -1749,6 +1734,7 @@
         "ENSG00000137801",
         "ENSG00000137802",
         "ENSG00000137821",
         "ENSG00000137857",
         "ENSG00000137868",
         "ENSG00000137880",
@@ -1764,7 +1750,6 @@
         "ENSG00000138061",
         "ENSG00000138071",
         "ENSG00000138080",
-        "ENSG00000138081",
         "ENSG00000138101",
         "ENSG00000138119",
         "ENSG00000138135",
@@ -1775,8 +1760,6 @@
         "ENSG00000138190",
         "ENSG00000138193",
         "ENSG00000138246",
-        "ENSG00000138356",
-        "ENSG00000138375",
         "ENSG00000138376",
         "ENSG00000138411",
         "ENSG00000138413",
@@ -1808,13 +1791,11 @@
         "ENSG00000138794",
         "ENSG00000138795",
         "ENSG00000138801",
-        "ENSG00000138814",
         "ENSG00000138821",
         "ENSG00000138964",
         "ENSG00000139044",
         "ENSG00000139083",
         "ENSG00000139116",
-        "ENSG00000139117",
         "ENSG00000139132",
         "ENSG00000139146",
         "ENSG00000139155",
@@ -1837,12 +1818,12 @@
         "ENSG00000139549",
         "ENSG00000139629",
         "ENSG00000139679",
-        "ENSG00000139722",
         "ENSG00000139737",
         "ENSG00000139832",
         "ENSG00000139835",
         "ENSG00000139842",
         "ENSG00000139910",
         "ENSG00000139946",
         "ENSG00000139970",
         "ENSG00000140009",
@@ -1896,11 +1877,11 @@
         "ENSG00000141480",
         "ENSG00000141503",
         "ENSG00000141506",
-        "ENSG00000141519",
         "ENSG00000141524",
         "ENSG00000141526",
         "ENSG00000141542",
         "ENSG00000141543",
         "ENSG00000141574",
         "ENSG00000141576",
         "ENSG00000141639",
@@ -1908,7 +1889,6 @@
         "ENSG00000141741",
         "ENSG00000141753",
         "ENSG00000141837",
-        "ENSG00000141854",
         "ENSG00000141934",
         "ENSG00000142149",
         "ENSG00000142156",
@@ -1916,6 +1896,7 @@
         "ENSG00000142173",
         "ENSG00000142188",
         "ENSG00000142197",
         "ENSG00000142230",
         "ENSG00000142235",
         "ENSG00000142303",
@@ -1932,6 +1913,7 @@
         "ENSG00000142871",
         "ENSG00000142910",
         "ENSG00000142949",
         "ENSG00000143036",
         "ENSG00000143067",
         "ENSG00000143110",
@@ -1945,18 +1927,15 @@
         "ENSG00000143195",
         "ENSG00000143198",
         "ENSG00000143226",
-        "ENSG00000143256",
         "ENSG00000143322",
         "ENSG00000143324",
         "ENSG00000143333",
         "ENSG00000143344",
         "ENSG00000143369",
-        "ENSG00000143373",
         "ENSG00000143375",
         "ENSG00000143387",
         "ENSG00000143416",
         "ENSG00000143443",
-        "ENSG00000143457",
         "ENSG00000143469",
         "ENSG00000143479",
         "ENSG00000143493",
@@ -1973,6 +1952,7 @@
         "ENSG00000143702",
         "ENSG00000143727",
         "ENSG00000143742",
         "ENSG00000143786",
         "ENSG00000143797",
         "ENSG00000143819",
@@ -1983,7 +1963,6 @@
         "ENSG00000143919",
         "ENSG00000143924",
         "ENSG00000143933",
-        "ENSG00000143977",
         "ENSG00000144136",
         "ENSG00000144218",
         "ENSG00000144283",
@@ -2015,10 +1994,10 @@
         "ENSG00000145050",
         "ENSG00000145088",
         "ENSG00000145147",
-        "ENSG00000145220",
         "ENSG00000145247",
         "ENSG00000145284",
         "ENSG00000145331",
         "ENSG00000145349",
         "ENSG00000145362",
         "ENSG00000145365",
@@ -2039,16 +2018,13 @@
         "ENSG00000145819",
         "ENSG00000145824",
         "ENSG00000145864",
-        "ENSG00000145934",
         "ENSG00000145979",
         "ENSG00000145990",
         "ENSG00000146067",
         "ENSG00000146070",
         "ENSG00000146072",
-        "ENSG00000146112",
         "ENSG00000146143",
         "ENSG00000146147",
-        "ENSG00000146151",
         "ENSG00000146232",
         "ENSG00000146233",
         "ENSG00000146242",
@@ -2058,6 +2034,7 @@
         "ENSG00000146386",
         "ENSG00000146425",
         "ENSG00000146426",
         "ENSG00000146535",
         "ENSG00000146555",
         "ENSG00000146574",
@@ -2069,7 +2046,6 @@
         "ENSG00000146966",
         "ENSG00000147010",
         "ENSG00000147027",
-        "ENSG00000147119",
         "ENSG00000147174",
         "ENSG00000147202",
         "ENSG00000147251",
@@ -2077,6 +2053,7 @@
         "ENSG00000147408",
         "ENSG00000147459",
         "ENSG00000147485",
         "ENSG00000147588",
         "ENSG00000147604",
         "ENSG00000147799",
@@ -2085,6 +2062,7 @@
         "ENSG00000147872",
         "ENSG00000147874",
         "ENSG00000147883",
         "ENSG00000147905",
         "ENSG00000147996",
         "ENSG00000148019",
@@ -2099,6 +2077,7 @@
         "ENSG00000148339",
         "ENSG00000148346",
         "ENSG00000148426",
         "ENSG00000148498",
         "ENSG00000148516",
         "ENSG00000148634",
@@ -2142,6 +2121,7 @@
         "ENSG00000150625",
         "ENSG00000150627",
         "ENSG00000150636",
         "ENSG00000150687",
         "ENSG00000150722",
         "ENSG00000150782",
@@ -2150,7 +2130,6 @@
         "ENSG00000150907",
         "ENSG00000150938",
         "ENSG00000150961",
-        "ENSG00000150967",
         "ENSG00000150977",
         "ENSG00000150995",
         "ENSG00000151014",
@@ -2161,6 +2140,7 @@
         "ENSG00000151229",
         "ENSG00000151239",
         "ENSG00000151240",
         "ENSG00000151276",
         "ENSG00000151320",
         "ENSG00000151322",
@@ -2175,6 +2155,7 @@
         "ENSG00000151617",
         "ENSG00000151632",
         "ENSG00000151690",
         "ENSG00000151702",
         "ENSG00000151726",
         "ENSG00000151729",
@@ -2298,7 +2279,6 @@
         "ENSG00000155846",
         "ENSG00000155849",
         "ENSG00000155850",
-        "ENSG00000155903",
         "ENSG00000155926",
         "ENSG00000155961",
         "ENSG00000156011",
@@ -2353,7 +2333,6 @@
         "ENSG00000158050",
         "ENSG00000158055",
         "ENSG00000158079",
-        "ENSG00000158092",
         "ENSG00000158169",
         "ENSG00000158201",
         "ENSG00000158246",
@@ -2363,11 +2342,10 @@
         "ENSG00000158352",
         "ENSG00000158373",
         "ENSG00000158458",
-        "ENSG00000158467",
-        "ENSG00000158470",
         "ENSG00000158528",
         "ENSG00000158555",
         "ENSG00000158560",
         "ENSG00000158623",
         "ENSG00000158716",
         "ENSG00000158747",
@@ -2391,6 +2369,7 @@
         "ENSG00000159261",
         "ENSG00000159267",
         "ENSG00000159307",
         "ENSG00000159388",
         "ENSG00000159399",
         "ENSG00000159403",
@@ -2406,8 +2385,6 @@
         "ENSG00000160145",
         "ENSG00000160179",
         "ENSG00000160191",
-        "ENSG00000160201",
-        "ENSG00000160209",
         "ENSG00000160213",
         "ENSG00000160255",
         "ENSG00000160271",
@@ -2422,7 +2399,7 @@
         "ENSG00000160613",
         "ENSG00000160678",
         "ENSG00000160712",
-        "ENSG00000160781",
         "ENSG00000160796",
         "ENSG00000160801",
         "ENSG00000160818",
@@ -2440,6 +2417,7 @@
         "ENSG00000161714",
         "ENSG00000161791",
         "ENSG00000161921",
         "ENSG00000161970",
         "ENSG00000161980",
         "ENSG00000162073",
@@ -2447,7 +2425,6 @@
         "ENSG00000162105",
         "ENSG00000162139",
         "ENSG00000162174",
-        "ENSG00000162236",
         "ENSG00000162300",
         "ENSG00000162390",
         "ENSG00000162407",
@@ -2461,6 +2438,7 @@
         "ENSG00000162496",
         "ENSG00000162511",
         "ENSG00000162512",
         "ENSG00000162545",
         "ENSG00000162576",
         "ENSG00000162595",
@@ -2501,9 +2479,9 @@
         "ENSG00000163116",
         "ENSG00000163126",
         "ENSG00000163131",
         "ENSG00000163162",
         "ENSG00000163170",
-        "ENSG00000163171",
         "ENSG00000163191",
         "ENSG00000163220",
         "ENSG00000163235",
@@ -2519,16 +2497,12 @@
         "ENSG00000163435",
         "ENSG00000163453",
         "ENSG00000163466",
-        "ENSG00000163472",
         "ENSG00000163513",
-        "ENSG00000163516",
         "ENSG00000163520",
         "ENSG00000163521",
         "ENSG00000163531",
-        "ENSG00000163535",
         "ENSG00000163536",
         "ENSG00000163545",
-        "ENSG00000163558",
         "ENSG00000163563",
         "ENSG00000163577",
         "ENSG00000163584",
@@ -2541,9 +2515,9 @@
         "ENSG00000163661",
         "ENSG00000163673",
         "ENSG00000163683",
-        "ENSG00000163686",
         "ENSG00000163694",
         "ENSG00000163697",
         "ENSG00000163734",
         "ENSG00000163762",
         "ENSG00000163806",
@@ -2566,6 +2540,7 @@
         "ENSG00000164050",
         "ENSG00000164051",
         "ENSG00000164056",
         "ENSG00000164070",
         "ENSG00000164074",
         "ENSG00000164088",
@@ -2573,6 +2548,7 @@
         "ENSG00000164104",
         "ENSG00000164105",
         "ENSG00000164116",
         "ENSG00000164124",
         "ENSG00000164125",
         "ENSG00000164142",
@@ -2626,6 +2602,7 @@
         "ENSG00000164983",
         "ENSG00000164989",
         "ENSG00000165025",
         "ENSG00000165029",
         "ENSG00000165046",
         "ENSG00000165078",
@@ -2649,7 +2626,6 @@
         "ENSG00000165359",
         "ENSG00000165379",
         "ENSG00000165389",
-        "ENSG00000165392",
         "ENSG00000165434",
         "ENSG00000165474",
         "ENSG00000165475",
@@ -2665,11 +2641,12 @@
         "ENSG00000165675",
         "ENSG00000165689",
         "ENSG00000165714",
         "ENSG00000165757",
-        "ENSG00000165801",
         "ENSG00000165813",
         "ENSG00000165861",
         "ENSG00000165868",
         "ENSG00000165895",
         "ENSG00000165898",
         "ENSG00000165899",
@@ -2681,7 +2658,6 @@
         "ENSG00000165997",
         "ENSG00000166002",
         "ENSG00000166016",
-        "ENSG00000166025",
         "ENSG00000166033",
         "ENSG00000166068",
         "ENSG00000166073",
@@ -2696,6 +2672,8 @@
         "ENSG00000166197",
         "ENSG00000166224",
         "ENSG00000166250",
         "ENSG00000166289",
         "ENSG00000166292",
         "ENSG00000166323",
@@ -2709,16 +2687,13 @@
         "ENSG00000166432",
         "ENSG00000166441",
         "ENSG00000166444",
-        "ENSG00000166450",
         "ENSG00000166451",
         "ENSG00000166482",
         "ENSG00000166483",
         "ENSG00000166501",
         "ENSG00000166508",
-        "ENSG00000166529",
         "ENSG00000166562",
         "ENSG00000166575",
-        "ENSG00000166579",
         "ENSG00000166582",
         "ENSG00000166598",
         "ENSG00000166669",
@@ -2730,10 +2705,10 @@
         "ENSG00000166750",
         "ENSG00000166796",
         "ENSG00000166801",
         "ENSG00000166825",
         "ENSG00000166833",
         "ENSG00000166839",
-        "ENSG00000166896",
         "ENSG00000166900",
         "ENSG00000166925",
         "ENSG00000166927",
@@ -2745,10 +2720,10 @@
         "ENSG00000167136",
         "ENSG00000167157",
         "ENSG00000167196",
         "ENSG00000167363",
         "ENSG00000167460",
         "ENSG00000167470",
-        "ENSG00000167508",
         "ENSG00000167552",
         "ENSG00000167553",
         "ENSG00000167601",
@@ -2794,7 +2769,6 @@
         "ENSG00000168404",
         "ENSG00000168411",
         "ENSG00000168461",
-        "ENSG00000168487",
         "ENSG00000168496",
         "ENSG00000168528",
         "ENSG00000168542",
@@ -2812,10 +2786,10 @@
         "ENSG00000168913",
         "ENSG00000168917",
         "ENSG00000168961",
         "ENSG00000169021",
         "ENSG00000169031",
         "ENSG00000169032",
-        "ENSG00000169047",
         "ENSG00000169071",
         "ENSG00000169116",
         "ENSG00000169122",
@@ -2828,6 +2802,7 @@
         "ENSG00000169306",
         "ENSG00000169372",
         "ENSG00000169403",
         "ENSG00000169429",
         "ENSG00000169432",
         "ENSG00000169439",
@@ -2855,7 +2830,6 @@
         "ENSG00000170017",
         "ENSG00000170075",
         "ENSG00000170085",
-        "ENSG00000170142",
         "ENSG00000170145",
         "ENSG00000170153",
         "ENSG00000170264",
@@ -2868,6 +2842,7 @@
         "ENSG00000170390",
         "ENSG00000170412",
         "ENSG00000170421",
         "ENSG00000170458",
         "ENSG00000170485",
         "ENSG00000170500",
@@ -2882,6 +2857,7 @@
         "ENSG00000170571",
         "ENSG00000170579",
         "ENSG00000170624",
         "ENSG00000170677",
         "ENSG00000170745",
         "ENSG00000170776",
@@ -2898,6 +2874,7 @@
         "ENSG00000171094",
         "ENSG00000171130",
         "ENSG00000171132",
         "ENSG00000171160",
         "ENSG00000171174",
         "ENSG00000171189",
@@ -2906,7 +2883,6 @@
         "ENSG00000171227",
         "ENSG00000171262",
         "ENSG00000171310",
-        "ENSG00000171314",
         "ENSG00000171345",
         "ENSG00000171357",
         "ENSG00000171408",
@@ -2916,7 +2892,6 @@
         "ENSG00000171492",
         "ENSG00000171522",
         "ENSG00000171533",
-        "ENSG00000171552",
         "ENSG00000171603",
         "ENSG00000171621",
         "ENSG00000171659",
@@ -2942,12 +2917,11 @@
         "ENSG00000172115",
         "ENSG00000172159",
         "ENSG00000172164",
         "ENSG00000172183",
         "ENSG00000172201",
-        "ENSG00000172216",
         "ENSG00000172243",
         "ENSG00000172260",
-        "ENSG00000172262",
         "ENSG00000172264",
         "ENSG00000172292",
         "ENSG00000172296",
@@ -2960,6 +2934,7 @@
         "ENSG00000172572",
         "ENSG00000172575",
         "ENSG00000172663",
         "ENSG00000172728",
         "ENSG00000172785",
         "ENSG00000172803",
@@ -2973,13 +2948,12 @@
         "ENSG00000172985",
         "ENSG00000172986",
         "ENSG00000172992",
-        "ENSG00000173039",
         "ENSG00000173041",
-        "ENSG00000173065",
         "ENSG00000173068",
         "ENSG00000173085",
         "ENSG00000173110",
         "ENSG00000173156",
         "ENSG00000173207",
         "ENSG00000173210",
         "ENSG00000173221",
@@ -2992,6 +2966,7 @@
         "ENSG00000173402",
         "ENSG00000173406",
         "ENSG00000173432",
         "ENSG00000173457",
         "ENSG00000173482",
         "ENSG00000173486",
@@ -3002,10 +2977,10 @@
         "ENSG00000173575",
         "ENSG00000173588",
         "ENSG00000173598",
-        "ENSG00000173599",
         "ENSG00000173638",
         "ENSG00000173674",
         "ENSG00000173706",
         "ENSG00000173744",
         "ENSG00000173786",
         "ENSG00000173801",
@@ -3026,7 +3001,6 @@
         "ENSG00000174348",
         "ENSG00000174405",
         "ENSG00000174428",
-        "ENSG00000174469",
         "ENSG00000174501",
         "ENSG00000174600",
         "ENSG00000174607",
@@ -3042,9 +3016,7 @@
         "ENSG00000175040",
         "ENSG00000175048",
         "ENSG00000175066",
-        "ENSG00000175104",
         "ENSG00000175105",
-        "ENSG00000175115",
         "ENSG00000175130",
         "ENSG00000175161",
         "ENSG00000175183",
@@ -3070,7 +3042,6 @@
         "ENSG00000175899",
         "ENSG00000175906",
         "ENSG00000175928",
-        "ENSG00000175931",
         "ENSG00000175970",
         "ENSG00000175984",
         "ENSG00000176018",
@@ -3084,7 +3055,6 @@
         "ENSG00000176225",
         "ENSG00000176402",
         "ENSG00000176406",
-        "ENSG00000176454",
         "ENSG00000176463",
         "ENSG00000176485",
         "ENSG00000176490",
@@ -3131,6 +3101,7 @@
         "ENSG00000178075",
         "ENSG00000178104",
         "ENSG00000178127",
         "ENSG00000178234",
         "ENSG00000178381",
         "ENSG00000178425",
@@ -3138,9 +3109,11 @@
         "ENSG00000178449",
         "ENSG00000178568",
         "ENSG00000178573",
         "ENSG00000178662",
         "ENSG00000178695",
         "ENSG00000178741",
         "ENSG00000178878",
         "ENSG00000178882",
         "ENSG00000178921",
@@ -3159,7 +3132,6 @@
         "ENSG00000179218",
         "ENSG00000179242",
         "ENSG00000179348",
-        "ENSG00000179364",
         "ENSG00000179388",
         "ENSG00000179399",
         "ENSG00000179403",
@@ -3180,7 +3152,6 @@
         "ENSG00000180263",
         "ENSG00000180353",
         "ENSG00000180354",
-        "ENSG00000180357",
         "ENSG00000180425",
         "ENSG00000180447",
         "ENSG00000180573",
@@ -3192,7 +3163,9 @@
         "ENSG00000181019",
         "ENSG00000181026",
         "ENSG00000181029",
         "ENSG00000181104",
         "ENSG00000181234",
         "ENSG00000181274",
         "ENSG00000181350",
@@ -3203,6 +3176,7 @@
         "ENSG00000181467",
         "ENSG00000181544",
         "ENSG00000181649",
         "ENSG00000181744",
         "ENSG00000181804",
         "ENSG00000181885",
@@ -3232,19 +3206,19 @@
         "ENSG00000182511",
         "ENSG00000182541",
         "ENSG00000182578",
-        "ENSG00000182600",
         "ENSG00000182606",
         "ENSG00000182621",
         "ENSG00000182667",
         "ENSG00000182704",
         "ENSG00000182718",
         "ENSG00000182768",
-        "ENSG00000182774",
         "ENSG00000182809",
         "ENSG00000182836",
         "ENSG00000182853",
         "ENSG00000182871",
         "ENSG00000182916",
         "ENSG00000182985",
         "ENSG00000183010",
         "ENSG00000183020",
@@ -3266,18 +3240,18 @@
         "ENSG00000183621",
         "ENSG00000183628",
         "ENSG00000183648",
-        "ENSG00000183688",
         "ENSG00000183690",
         "ENSG00000183696",
         "ENSG00000183722",
         "ENSG00000183723",
         "ENSG00000183762",
         "ENSG00000183826",
         "ENSG00000183828",
         "ENSG00000183943",
         "ENSG00000183963",
         "ENSG00000184005",
-        "ENSG00000184007",
         "ENSG00000184009",
         "ENSG00000184060",
         "ENSG00000184076",
@@ -3319,8 +3293,10 @@
         "ENSG00000184905",
         "ENSG00000184922",
         "ENSG00000184983",
         "ENSG00000184988",
         "ENSG00000184992",
         "ENSG00000185022",
         "ENSG00000185033",
         "ENSG00000185043",
@@ -3331,7 +3307,6 @@
         "ENSG00000185215",
         "ENSG00000185219",
         "ENSG00000185238",
-        "ENSG00000185246",
         "ENSG00000185261",
         "ENSG00000185262",
         "ENSG00000185269",
@@ -3350,6 +3325,7 @@
         "ENSG00000185561",
         "ENSG00000185565",
         "ENSG00000185585",
         "ENSG00000185630",
         "ENSG00000185633",
         "ENSG00000185634",
@@ -3363,6 +3339,7 @@
         "ENSG00000185818",
         "ENSG00000185842",
         "ENSG00000185883",
         "ENSG00000185909",
         "ENSG00000185942",
         "ENSG00000185947",
@@ -3394,9 +3371,7 @@
         "ENSG00000186591",
         "ENSG00000186654",
         "ENSG00000186665",
-        "ENSG00000186866",
         "ENSG00000186868",
-        "ENSG00000186918",
         "ENSG00000186952",
         "ENSG00000186998",
         "ENSG00000187068",
@@ -3415,7 +3390,6 @@
         "ENSG00000187260",
         "ENSG00000187266",
         "ENSG00000187398",
-        "ENSG00000187446",
         "ENSG00000187479",
         "ENSG00000187498",
         "ENSG00000187605",
@@ -3428,7 +3402,6 @@
         "ENSG00000187837",
         "ENSG00000187840",
         "ENSG00000187955",
-        "ENSG00000187957",
         "ENSG00000188001",
         "ENSG00000188010",
         "ENSG00000188042",
@@ -3438,6 +3411,7 @@
         "ENSG00000188153",
         "ENSG00000188158",
         "ENSG00000188211",
         "ENSG00000188229",
         "ENSG00000188290",
         "ENSG00000188312",
@@ -3446,6 +3420,7 @@
         "ENSG00000188580",
         "ENSG00000188643",
         "ENSG00000188677",
         "ENSG00000188766",
         "ENSG00000188783",
         "ENSG00000188785",
@@ -3494,7 +3469,6 @@
         "ENSG00000196369",
         "ENSG00000196376",
         "ENSG00000196396",
-        "ENSG00000196428",
         "ENSG00000196455",
         "ENSG00000196507",
         "ENSG00000196511",
@@ -3513,6 +3487,7 @@
         "ENSG00000196730",
         "ENSG00000196739",
         "ENSG00000196743",
         "ENSG00000196776",
         "ENSG00000196781",
         "ENSG00000196782",
@@ -3526,8 +3501,10 @@
         "ENSG00000196967",
         "ENSG00000196975",
         "ENSG00000197006",
         "ENSG00000197061",
         "ENSG00000197077",
         "ENSG00000197119",
         "ENSG00000197121",
         "ENSG00000197142",
@@ -3535,12 +3512,10 @@
         "ENSG00000197208",
         "ENSG00000197249",
         "ENSG00000197265",
-        "ENSG00000197321",
         "ENSG00000197329",
         "ENSG00000197355",
         "ENSG00000197372",
         "ENSG00000197375",
-        "ENSG00000197381",
         "ENSG00000197405",
         "ENSG00000197415",
         "ENSG00000197442",
@@ -3574,21 +3549,20 @@
         "ENSG00000197989",
         "ENSG00000198001",
         "ENSG00000198003",
-        "ENSG00000198055",
         "ENSG00000198064",
         "ENSG00000198075",
         "ENSG00000198089",
         "ENSG00000198108",
         "ENSG00000198121",
         "ENSG00000198142",
-        "ENSG00000198146",
         "ENSG00000198157",
         "ENSG00000198168",
         "ENSG00000198270",
         "ENSG00000198300",
         "ENSG00000198355",
         "ENSG00000198380",
-        "ENSG00000198399",
         "ENSG00000198417",
         "ENSG00000198420",
         "ENSG00000198435",
@@ -3607,7 +3581,9 @@
         "ENSG00000198682",
         "ENSG00000198692",
         "ENSG00000198695",
         "ENSG00000198756",
         "ENSG00000198780",
         "ENSG00000198786",
         "ENSG00000198791",
@@ -3617,6 +3593,7 @@
         "ENSG00000198814",
         "ENSG00000198825",
         "ENSG00000198832",
         "ENSG00000198846",
         "ENSG00000198860",
         "ENSG00000198863",
@@ -3624,13 +3601,13 @@
         "ENSG00000198874",
         "ENSG00000198879",
         "ENSG00000198887",
-        "ENSG00000198911",
         "ENSG00000198914",
         "ENSG00000198915",
         "ENSG00000198929",
         "ENSG00000198945",
         "ENSG00000198947",
         "ENSG00000198948",
         "ENSG00000198959",
         "ENSG00000198963",
         "ENSG00000198964",
@@ -3640,22 +3617,19 @@
         "ENSG00000203668",
         "ENSG00000203706",
         "ENSG00000203747",
         "ENSG00000203780",
         "ENSG00000203930",
-        "ENSG00000204071",
         "ENSG00000204103",
         "ENSG00000204131",
-        "ENSG00000204160",
-        "ENSG00000204228",
         "ENSG00000204248",
         "ENSG00000204257",
         "ENSG00000204262",
-        "ENSG00000204272",
         "ENSG00000204287",
         "ENSG00000204323",
         "ENSG00000204334",
         "ENSG00000204381",
-        "ENSG00000204385",
         "ENSG00000204386",
         "ENSG00000204388",
         "ENSG00000204397",
@@ -3663,12 +3637,15 @@
         "ENSG00000204472",
         "ENSG00000204482",
         "ENSG00000204580",
         "ENSG00000204634",
         "ENSG00000204740",
         "ENSG00000204764",
         "ENSG00000204832",
         "ENSG00000204954",
         "ENSG00000205078",
         "ENSG00000205209",
         "ENSG00000205213",
         "ENSG00000205221",
@@ -3689,7 +3666,6 @@
         "ENSG00000206199",
         "ENSG00000206503",
         "ENSG00000206538",
-        "ENSG00000206573",
         "ENSG00000211445",
         "ENSG00000211448",
         "ENSG00000211455",
@@ -3697,6 +3673,7 @@
         "ENSG00000213020",
         "ENSG00000213047",
         "ENSG00000213064",
         "ENSG00000213145",
         "ENSG00000213160",
         "ENSG00000213190",
@@ -3707,19 +3684,17 @@
         "ENSG00000213551",
         "ENSG00000213585",
         "ENSG00000213626",
-        "ENSG00000213654",
         "ENSG00000213694",
-        "ENSG00000213719",
         "ENSG00000213741",
         "ENSG00000213742",
         "ENSG00000213859",
         "ENSG00000213904",
-        "ENSG00000213918",
         "ENSG00000213949",
         "ENSG00000213977",
         "ENSG00000214114",
         "ENSG00000214226",
-        "ENSG00000214293",
         "ENSG00000214530",
         "ENSG00000214575",
         "ENSG00000214595",
@@ -3729,6 +3704,7 @@
         "ENSG00000215218",
         "ENSG00000215244",
         "ENSG00000215386",
         "ENSG00000215845",
         "ENSG00000215910",
         "ENSG00000216490",
@@ -3738,6 +3714,7 @@
         "ENSG00000218336",
         "ENSG00000219200",
         "ENSG00000219438",
         "ENSG00000221932",
         "ENSG00000222041",
         "ENSG00000223478",
@@ -3745,7 +3722,6 @@
         "ENSG00000223653",
         "ENSG00000223685",
         "ENSG00000223802",
-        "ENSG00000223865",
         "ENSG00000224020",
         "ENSG00000224032",
         "ENSG00000224063",
@@ -3753,123 +3729,131 @@
         "ENSG00000224397",
         "ENSG00000224470",
         "ENSG00000224616",
         "ENSG00000224957",
         "ENSG00000225190",
         "ENSG00000225434",
-        "ENSG00000225521",
-        "ENSG00000225783",
         "ENSG00000226272",
         "ENSG00000226476",
         "ENSG00000226674",
         "ENSG00000226688",
         "ENSG00000226742",
-        "ENSG00000226803",
         "ENSG00000227036",
         "ENSG00000227051",
         "ENSG00000227110",
         "ENSG00000227392",
         "ENSG00000228065",
         "ENSG00000228363",
         "ENSG00000228412",
         "ENSG00000228436",
         "ENSG00000228486",
         "ENSG00000228716",
-        "ENSG00000228801",
-        "ENSG00000228857",
         "ENSG00000229043",
         "ENSG00000229124",
         "ENSG00000229236",
         "ENSG00000229807",
         "ENSG00000229833",
         "ENSG00000229989",
-        "ENSG00000230091",
         "ENSG00000230424",
         "ENSG00000230561",
         "ENSG00000230606",
         "ENSG00000230798",
         "ENSG00000231028",
-        "ENSG00000231074",
         "ENSG00000231170",
         "ENSG00000231185",
         "ENSG00000231327",
         "ENSG00000231389",
         "ENSG00000231535",
         "ENSG00000231607",
-        "ENSG00000231609",
         "ENSG00000231672",
         "ENSG00000231749",
         "ENSG00000231817",
         "ENSG00000231871",
         "ENSG00000231969",
         "ENSG00000232160",
         "ENSG00000232284",
         "ENSG00000232310",
         "ENSG00000232533",
-        "ENSG00000232878",
         "ENSG00000232931",
         "ENSG00000232956",
         "ENSG00000232973",
         "ENSG00000233016",
         "ENSG00000233493",
         "ENSG00000233608",
         "ENSG00000233901",
         "ENSG00000234444",
         "ENSG00000234745",
         "ENSG00000235034",
         "ENSG00000235169",
         "ENSG00000235501",
         "ENSG00000235531",
         "ENSG00000235703",
         "ENSG00000235750",
         "ENSG00000235823",
         "ENSG00000235848",
         "ENSG00000236197",
         "ENSG00000236204",
         "ENSG00000236699",
         "ENSG00000236700",
         "ENSG00000237036",
-        "ENSG00000237638",
         "ENSG00000237651",
         "ENSG00000237877",
         "ENSG00000237928",
         "ENSG00000237978",
         "ENSG00000239213",
-        "ENSG00000239445",
         "ENSG00000239569",
         "ENSG00000239911",
-        "ENSG00000240065",
         "ENSG00000240849",
         "ENSG00000240972",
         "ENSG00000241058",
         "ENSG00000241258",
         "ENSG00000241316",
         "ENSG00000241343",
-        "ENSG00000241370",
         "ENSG00000241839",
         "ENSG00000242259",
         "ENSG00000242265",
         "ENSG00000242616",
         "ENSG00000242759",
         "ENSG00000243364",
-        "ENSG00000243649",
         "ENSG00000243678",
         "ENSG00000243927",
         "ENSG00000244198",
         "ENSG00000244405",
         "ENSG00000244513",
         "ENSG00000244687",
         "ENSG00000245293",
-        "ENSG00000245532",
         "ENSG00000245534",
         "ENSG00000245904",
-        "ENSG00000246560",
         "ENSG00000246705",
         "ENSG00000247092",
         "ENSG00000247199",
         "ENSG00000247240",
         "ENSG00000247400",
-        "ENSG00000247498",
-        "ENSG00000247595",
         "ENSG00000247596",
         "ENSG00000247708",
         "ENSG00000247746",
@@ -3884,19 +3868,21 @@
         "ENSG00000249242",
         "ENSG00000249252",
         "ENSG00000249307",
         "ENSG00000249797",
         "ENSG00000249859",
         "ENSG00000249915",
         "ENSG00000249992",
-        "ENSG00000250220",
         "ENSG00000250326",
         "ENSG00000250479",
         "ENSG00000250786",
-        "ENSG00000250891",
         "ENSG00000250903",
-        "ENSG00000250938",
         "ENSG00000250988",
         "ENSG00000251022",
         "ENSG00000251141",
         "ENSG00000251247",
         "ENSG00000251493",
@@ -3905,83 +3891,100 @@
         "ENSG00000253368",
         "ENSG00000253522",
         "ENSG00000253582",
         "ENSG00000253738",
         "ENSG00000253846",
-        "ENSG00000253944",
         "ENSG00000253948",
         "ENSG00000254087",
         "ENSG00000254505",
         "ENSG00000255112",
         "ENSG00000255198",
         "ENSG00000255650",
         "ENSG00000255857",
         "ENSG00000256087",
         "ENSG00000256223",
         "ENSG00000256525",
         "ENSG00000256690",
-        "ENSG00000256802",
-        "ENSG00000256995",
         "ENSG00000257261",
         "ENSG00000257337",
         "ENSG00000257354",
         "ENSG00000257365",
         "ENSG00000257704",
-        "ENSG00000258451",
         "ENSG00000258537",
         "ENSG00000258655",
         "ENSG00000258667",
         "ENSG00000258733",
-        "ENSG00000258890",
         "ENSG00000259070",
-        "ENSG00000259116",
         "ENSG00000259248",
         "ENSG00000259330",
-        "ENSG00000259367",
         "ENSG00000259417",
         "ENSG00000260230",
         "ENSG00000260260",
         "ENSG00000260314",
         "ENSG00000260708",
         "ENSG00000260807",
         "ENSG00000261115",
-        "ENSG00000261183",
         "ENSG00000261236",
         "ENSG00000261609",
         "ENSG00000261857",
         "ENSG00000263072",
         "ENSG00000263327",
         "ENSG00000263956",
         "ENSG00000264522",
         "ENSG00000265681",
         "ENSG00000265808",
         "ENSG00000265972",
         "ENSG00000266094",
         "ENSG00000266402",
         "ENSG00000266964",
         "ENSG00000266970",
         "ENSG00000266978",
         "ENSG00000267100",
         "ENSG00000267254",
         "ENSG00000267270",
         "ENSG00000267280",
         "ENSG00000267390",
-        "ENSG00000267519",
         "ENSG00000267534",
         "ENSG00000267659",
         "ENSG00000267855",
         "ENSG00000268043",
         "ENSG00000268061",
         "ENSG00000269113",
         "ENSG00000269439",
         "ENSG00000269821",
         "ENSG00000270069",
         "ENSG00000270419",
         "ENSG00000271122",
-        "ENSG00000271447",
         "ENSG00000271614",
         "ENSG00000271869",
         "ENSG00000272168",
         "ENSG00000272288",
         "ENSG00000272523",
         "ENSG00000272686",
         "ENSG00000272690",
@@ -3989,15 +3992,12 @@
         "ENSG00000272870",
         "ENSG00000273015",
         "ENSG00000273079",
-        "ENSG00000273247",
-        "ENSG00000274211",
-        "ENSG00000275302",
-        "ENSG00000275395",
         "ENSG00000276644",
         "ENSG00000277443",
         "ENSG00000277481",
-        "ENSG00000277632",
-        "ENSG00000278535",
         "ENSG00000290292",
         "ENSG00000291237"
     ],
@@ -4016,8 +4016,8 @@
         "pericyte",
         "stromal cell",
         "supporting cell of vestibular epithelium",
-        "unassigned",
         "vascular associated smooth muscle cell",
-        "vestibular dark cell"
     ]
 }

 {
     "gene_names": [
+        "ENSG00000000003",
+        "ENSG00000000938",
         "ENSG00000000971",
         "ENSG00000001561",
         "ENSG00000002933",
         "ENSG00000003056",
         "ENSG00000003096",
         "ENSG00000003147",
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         "ENSG00000006534",
         "ENSG00000006576",
         "ENSG00000006611",
         "ENSG00000006704",
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         "ENSG00000007312",
         "ENSG00000007933",
         "ENSG00000008394",
         "ENSG00000008405",
         "ENSG00000008441",
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     ],
         "pericyte",
         "stromal cell",
         "supporting cell of vestibular epithelium",
         "vascular associated smooth muscle cell",
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+        "unassigned"
     ]
 }

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