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OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

@@ -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 | 96 | 0.99 | 0.96 | 0.98 | 0.96 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| pericyte | 93 | 0.97 | 0.98 | 0.96 | 0.97 | 0.00 | 0.97 | 0.99 | 0.97 | 0.98 |\n| macrophage | 31 | 1.00 | 1.00 | 1.00 | 0.97 | 0.00 | 0.97 | 1.00 | 0.98 | 1.00 |\n| supporting cell of vestibular epithelium | 32 | 1.00 | 0.93 | 0.98 | 0.84 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 13 | 1.00 | 0.86 | 0.83 | 0.92 | 0.00 | 0.96 | 1.00 | 0.86 | 1.00 |\n| melanocyte | 15 | 1.00 | 0.93 | 0.86 | 0.86 | 0.00 | 0.93 | 1.00 | 0.97 | 0.97 |\n| hematopoietic cell | 13 | 0.78 | 0.92 | 0.73 | 0.80 | 0.00 | 0.81 | 0.92 | 0.88 | 0.92 |\n| vascular associated smooth muscle cell | 11 | 0.96 | 0.74 | 0.96 | 0.67 | 0.00 | 0.87 | 0.96 | 0.96 | 0.96 |\n| vestibular dark cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| neutrophil | 1 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |\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| 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 | 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 | 1024 | 0.98 | 0.94 | 0.99 | 0.98 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| pericyte | 758 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| macrophage | 245 | 0.98 | 0.99 | 0.99 | 0.96 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| supporting cell of vestibular epithelium | 238 | 0.99 | 0.83 | 0.99 | 0.93 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| endothelial cell of vascular tree | 139 | 0.94 | 0.81 | 0.96 | 0.91 | 0.00 | 0.92 | 0.98 | 0.96 | 0.97 |\n| melanocyte | 113 | 0.99 | 0.85 | 0.99 | 0.89 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 87 | 0.86 | 0.81 | 0.90 | 0.84 | 0.00 | 0.89 | 0.98 | 0.99 | 0.94 |\n| vascular associated smooth muscle cell | 72 | 0.91 | 0.76 | 0.96 | 0.85 | 0.00 | 0.94 | 0.98 | 0.99 | 0.99 |\n| vestibular dark cell | 49 | 0.97 | 0.82 | 0.95 | 0.56 | 0.00 | 0.96 | 1.00 | 1.00 | 0.98 |\n| neutrophil | 8 | 0.67 | 0.82 | 0.89 | 0.50 | 0.00 | 0.76 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 7 | 0.42 | 0.00 | 0.75 | 0.00 | 0.00 | 0.88 | 1.00 | 1.00 | 0.93 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.50 |\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 | 0.57 | 1.00 | 1.00 | 1.00 |\n| CD8-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 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 | 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 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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 {
     "gene_names": [
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-        "ENSG00000000938",
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         "ENSG00000005249",
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         "ENSG00000059804",
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         "ENSG00000062582",
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         "ENSG00000065361",
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         "ENSG00000066382",
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         "ENSG00000069020",
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         "ENSG00000079462",
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         "ENSG00000083444",
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         "ENSG00000088826",
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         "ENSG00000089472",
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         "ENSG00000090530",
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         "ENSG00000101443",
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-        "ENSG00000103995",
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         "ENSG00000104450",
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         "ENSG00000104833",
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         "ENSG00000105849",
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         "ENSG00000107789",
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         "ENSG00000109861",
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         "ENSG00000110092",
         "ENSG00000110171",
+        "ENSG00000110237",
         "ENSG00000110328",
         "ENSG00000110427",
         "ENSG00000110436",
@@ -875,6 +882,7 @@
         "ENSG00000110723",
         "ENSG00000110801",
         "ENSG00000110852",
+        "ENSG00000110876",
         "ENSG00000110888",
         "ENSG00000110955",
         "ENSG00000110987",
@@ -920,7 +928,6 @@
         "ENSG00000112237",
         "ENSG00000112242",
         "ENSG00000112280",
-        "ENSG00000112290",
         "ENSG00000112294",
         "ENSG00000112297",
         "ENSG00000112319",
@@ -934,7 +941,6 @@
         "ENSG00000112559",
         "ENSG00000112655",
         "ENSG00000112658",
-        "ENSG00000112659",
         "ENSG00000112695",
         "ENSG00000112699",
         "ENSG00000112715",
@@ -943,7 +949,6 @@
         "ENSG00000112773",
         "ENSG00000112796",
         "ENSG00000112837",
-        "ENSG00000112893",
         "ENSG00000112902",
         "ENSG00000112964",
         "ENSG00000112972",
@@ -961,7 +966,6 @@
         "ENSG00000113396",
         "ENSG00000113448",
         "ENSG00000113504",
-        "ENSG00000113532",
         "ENSG00000113558",
         "ENSG00000113578",
         "ENSG00000113594",
@@ -1001,10 +1005,10 @@
         "ENSG00000114790",
         "ENSG00000114805",
         "ENSG00000114850",
+        "ENSG00000114857",
         "ENSG00000114861",
         "ENSG00000114948",
         "ENSG00000114956",
-        "ENSG00000114993",
         "ENSG00000115084",
         "ENSG00000115107",
         "ENSG00000115109",
@@ -1019,7 +1023,6 @@
         "ENSG00000115266",
         "ENSG00000115267",
         "ENSG00000115271",
-        "ENSG00000115318",
         "ENSG00000115339",
         "ENSG00000115355",
         "ENSG00000115363",
@@ -1044,10 +1047,10 @@
         "ENSG00000115828",
         "ENSG00000115896",
         "ENSG00000115919",
+        "ENSG00000115942",
         "ENSG00000115956",
         "ENSG00000115963",
         "ENSG00000115970",
-        "ENSG00000116005",
         "ENSG00000116016",
         "ENSG00000116017",
         "ENSG00000116096",
@@ -1083,6 +1086,7 @@
         "ENSG00000116985",
         "ENSG00000116991",
         "ENSG00000117000",
+        "ENSG00000117036",
         "ENSG00000117069",
         "ENSG00000117114",
         "ENSG00000117115",
@@ -1114,6 +1118,7 @@
         "ENSG00000117632",
         "ENSG00000117643",
         "ENSG00000117676",
+        "ENSG00000117859",
         "ENSG00000117868",
         "ENSG00000117877",
         "ENSG00000117906",
@@ -1151,10 +1156,10 @@
         "ENSG00000119231",
         "ENSG00000119314",
         "ENSG00000119321",
-        "ENSG00000119403",
         "ENSG00000119431",
         "ENSG00000119508",
         "ENSG00000119522",
+        "ENSG00000119630",
         "ENSG00000119636",
         "ENSG00000119640",
         "ENSG00000119650",
@@ -1180,12 +1185,9 @@
         "ENSG00000120162",
         "ENSG00000120217",
         "ENSG00000120251",
-        "ENSG00000120254",
         "ENSG00000120278",
         "ENSG00000120306",
         "ENSG00000120318",
-        "ENSG00000120334",
-        "ENSG00000120437",
         "ENSG00000120519",
         "ENSG00000120549",
         "ENSG00000120594",
@@ -1196,11 +1198,13 @@
         "ENSG00000120696",
         "ENSG00000120708",
         "ENSG00000120738",
+        "ENSG00000120833",
         "ENSG00000120837",
         "ENSG00000120875",
         "ENSG00000120885",
         "ENSG00000120889",
         "ENSG00000120899",
+        "ENSG00000120913",
         "ENSG00000120963",
         "ENSG00000121005",
         "ENSG00000121039",
@@ -1219,7 +1223,6 @@
         "ENSG00000121552",
         "ENSG00000121578",
         "ENSG00000121653",
-        "ENSG00000121691",
         "ENSG00000121742",
         "ENSG00000121858",
         "ENSG00000121898",
@@ -1232,6 +1235,7 @@
         "ENSG00000122012",
         "ENSG00000122026",
         "ENSG00000122035",
+        "ENSG00000122042",
         "ENSG00000122176",
         "ENSG00000122335",
         "ENSG00000122359",
@@ -1287,7 +1291,6 @@
         "ENSG00000124225",
         "ENSG00000124243",
         "ENSG00000124249",
-        "ENSG00000124313",
         "ENSG00000124370",
         "ENSG00000124374",
         "ENSG00000124406",
@@ -1303,6 +1306,7 @@
         "ENSG00000124733",
         "ENSG00000124762",
         "ENSG00000124766",
+        "ENSG00000124782",
         "ENSG00000124785",
         "ENSG00000124788",
         "ENSG00000124813",
@@ -1311,6 +1315,7 @@
         "ENSG00000125089",
         "ENSG00000125124",
         "ENSG00000125144",
+        "ENSG00000125166",
         "ENSG00000125266",
         "ENSG00000125347",
         "ENSG00000125354",
@@ -1318,7 +1323,7 @@
         "ENSG00000125430",
         "ENSG00000125447",
         "ENSG00000125454",
-        "ENSG00000125505",
+        "ENSG00000125520",
         "ENSG00000125534",
         "ENSG00000125629",
         "ENSG00000125657",
@@ -1352,7 +1357,6 @@
         "ENSG00000126803",
         "ENSG00000126821",
         "ENSG00000126822",
-        "ENSG00000126860",
         "ENSG00000126878",
         "ENSG00000126950",
         "ENSG00000126970",
@@ -1377,21 +1381,19 @@
         "ENSG00000127955",
         "ENSG00000127989",
         "ENSG00000128016",
+        "ENSG00000128203",
         "ENSG00000128228",
         "ENSG00000128242",
         "ENSG00000128245",
         "ENSG00000128268",
         "ENSG00000128274",
         "ENSG00000128284",
-        "ENSG00000128294",
         "ENSG00000128311",
-        "ENSG00000128340",
         "ENSG00000128394",
         "ENSG00000128487",
         "ENSG00000128512",
         "ENSG00000128513",
         "ENSG00000128578",
-        "ENSG00000128581",
         "ENSG00000128609",
         "ENSG00000128641",
         "ENSG00000128656",
@@ -1406,6 +1408,7 @@
         "ENSG00000128944",
         "ENSG00000129009",
         "ENSG00000129038",
+        "ENSG00000129083",
         "ENSG00000129116",
         "ENSG00000129151",
         "ENSG00000129158",
@@ -1434,6 +1437,7 @@
         "ENSG00000130203",
         "ENSG00000130208",
         "ENSG00000130222",
+        "ENSG00000130224",
         "ENSG00000130294",
         "ENSG00000130303",
         "ENSG00000130309",
@@ -1450,6 +1454,7 @@
         "ENSG00000130522",
         "ENSG00000130559",
         "ENSG00000130635",
+        "ENSG00000130695",
         "ENSG00000130707",
         "ENSG00000130755",
         "ENSG00000130762",
@@ -1458,7 +1463,6 @@
         "ENSG00000130787",
         "ENSG00000130818",
         "ENSG00000130821",
-        "ENSG00000130827",
         "ENSG00000130830",
         "ENSG00000130844",
         "ENSG00000130921",
@@ -1468,7 +1472,6 @@
         "ENSG00000130988",
         "ENSG00000131016",
         "ENSG00000131018",
-        "ENSG00000131069",
         "ENSG00000131094",
         "ENSG00000131095",
         "ENSG00000131174",
@@ -1514,6 +1517,7 @@
         "ENSG00000132326",
         "ENSG00000132329",
         "ENSG00000132334",
+        "ENSG00000132357",
         "ENSG00000132359",
         "ENSG00000132386",
         "ENSG00000132429",
@@ -1521,7 +1525,6 @@
         "ENSG00000132481",
         "ENSG00000132510",
         "ENSG00000132530",
-        "ENSG00000132535",
         "ENSG00000132561",
         "ENSG00000132613",
         "ENSG00000132640",
@@ -1533,7 +1536,6 @@
         "ENSG00000132823",
         "ENSG00000132837",
         "ENSG00000132840",
-        "ENSG00000132842",
         "ENSG00000132849",
         "ENSG00000132854",
         "ENSG00000132879",
@@ -1558,6 +1560,7 @@
         "ENSG00000133401",
         "ENSG00000133424",
         "ENSG00000133433",
+        "ENSG00000133477",
         "ENSG00000133657",
         "ENSG00000133687",
         "ENSG00000133739",
@@ -1574,15 +1577,17 @@
         "ENSG00000134108",
         "ENSG00000134138",
         "ENSG00000134146",
+        "ENSG00000134152",
         "ENSG00000134215",
         "ENSG00000134243",
         "ENSG00000134245",
-        "ENSG00000134250",
         "ENSG00000134285",
         "ENSG00000134291",
         "ENSG00000134321",
+        "ENSG00000134324",
         "ENSG00000134333",
         "ENSG00000134339",
+        "ENSG00000134369",
         "ENSG00000134463",
         "ENSG00000134490",
         "ENSG00000134504",
@@ -1603,6 +1608,7 @@
         "ENSG00000134853",
         "ENSG00000134871",
         "ENSG00000134909",
+        "ENSG00000134954",
         "ENSG00000134982",
         "ENSG00000134986",
         "ENSG00000135040",
@@ -1662,6 +1668,7 @@
         "ENSG00000136152",
         "ENSG00000136153",
         "ENSG00000136158",
+        "ENSG00000136160",
         "ENSG00000136161",
         "ENSG00000136167",
         "ENSG00000136169",
@@ -1675,6 +1682,7 @@
         "ENSG00000136379",
         "ENSG00000136383",
         "ENSG00000136425",
+        "ENSG00000136490",
         "ENSG00000136514",
         "ENSG00000136546",
         "ENSG00000136560",
@@ -1692,16 +1700,15 @@
         "ENSG00000136842",
         "ENSG00000136848",
         "ENSG00000136854",
+        "ENSG00000136859",
         "ENSG00000136867",
         "ENSG00000136868",
         "ENSG00000136869",
         "ENSG00000136875",
-        "ENSG00000136878",
         "ENSG00000136950",
         "ENSG00000136960",
         "ENSG00000136997",
         "ENSG00000136999",
-        "ENSG00000137073",
         "ENSG00000137094",
         "ENSG00000137103",
         "ENSG00000137124",
@@ -1715,6 +1722,7 @@
         "ENSG00000137267",
         "ENSG00000137269",
         "ENSG00000137285",
+        "ENSG00000137288",
         "ENSG00000137309",
         "ENSG00000137331",
         "ENSG00000137364",
@@ -1722,7 +1730,6 @@
         "ENSG00000137409",
         "ENSG00000137441",
         "ENSG00000137462",
-        "ENSG00000137474",
         "ENSG00000137478",
         "ENSG00000137486",
         "ENSG00000137491",
@@ -1742,7 +1749,6 @@
         "ENSG00000137801",
         "ENSG00000137802",
         "ENSG00000137821",
-        "ENSG00000137834",
         "ENSG00000137857",
         "ENSG00000137868",
         "ENSG00000137880",
@@ -1770,6 +1776,7 @@
         "ENSG00000138193",
         "ENSG00000138246",
         "ENSG00000138356",
+        "ENSG00000138375",
         "ENSG00000138376",
         "ENSG00000138411",
         "ENSG00000138413",
@@ -1779,6 +1786,7 @@
         "ENSG00000138463",
         "ENSG00000138495",
         "ENSG00000138593",
+        "ENSG00000138604",
         "ENSG00000138617",
         "ENSG00000138623",
         "ENSG00000138639",
@@ -1789,11 +1797,11 @@
         "ENSG00000138685",
         "ENSG00000138696",
         "ENSG00000138698",
+        "ENSG00000138735",
         "ENSG00000138744",
         "ENSG00000138756",
         "ENSG00000138758",
         "ENSG00000138759",
-        "ENSG00000138769",
         "ENSG00000138771",
         "ENSG00000138772",
         "ENSG00000138780",
@@ -1828,8 +1836,8 @@
         "ENSG00000139517",
         "ENSG00000139549",
         "ENSG00000139629",
-        "ENSG00000139668",
         "ENSG00000139679",
+        "ENSG00000139722",
         "ENSG00000139737",
         "ENSG00000139832",
         "ENSG00000139835",
@@ -1845,7 +1853,6 @@
         "ENSG00000140199",
         "ENSG00000140259",
         "ENSG00000140263",
-        "ENSG00000140280",
         "ENSG00000140285",
         "ENSG00000140350",
         "ENSG00000140379",
@@ -1871,6 +1878,7 @@
         "ENSG00000140937",
         "ENSG00000140939",
         "ENSG00000140968",
+        "ENSG00000141068",
         "ENSG00000141098",
         "ENSG00000141179",
         "ENSG00000141198",
@@ -1893,7 +1901,6 @@
         "ENSG00000141526",
         "ENSG00000141542",
         "ENSG00000141543",
-        "ENSG00000141568",
         "ENSG00000141574",
         "ENSG00000141576",
         "ENSG00000141639",
@@ -1909,12 +1916,12 @@
         "ENSG00000142173",
         "ENSG00000142188",
         "ENSG00000142197",
-        "ENSG00000142207",
         "ENSG00000142230",
         "ENSG00000142235",
         "ENSG00000142303",
         "ENSG00000142347",
         "ENSG00000142512",
+        "ENSG00000142552",
         "ENSG00000142583",
         "ENSG00000142611",
         "ENSG00000142621",
@@ -1926,6 +1933,7 @@
         "ENSG00000142910",
         "ENSG00000142949",
         "ENSG00000143036",
+        "ENSG00000143067",
         "ENSG00000143110",
         "ENSG00000143119",
         "ENSG00000143126",
@@ -1938,7 +1946,6 @@
         "ENSG00000143198",
         "ENSG00000143226",
         "ENSG00000143256",
-        "ENSG00000143320",
         "ENSG00000143322",
         "ENSG00000143324",
         "ENSG00000143333",
@@ -1966,7 +1973,6 @@
         "ENSG00000143702",
         "ENSG00000143727",
         "ENSG00000143742",
-        "ENSG00000143772",
         "ENSG00000143786",
         "ENSG00000143797",
         "ENSG00000143819",
@@ -1977,6 +1983,7 @@
         "ENSG00000143919",
         "ENSG00000143924",
         "ENSG00000143933",
+        "ENSG00000143977",
         "ENSG00000144136",
         "ENSG00000144218",
         "ENSG00000144283",
@@ -2012,7 +2019,6 @@
         "ENSG00000145247",
         "ENSG00000145284",
         "ENSG00000145331",
-        "ENSG00000145332",
         "ENSG00000145349",
         "ENSG00000145362",
         "ENSG00000145365",
@@ -2033,13 +2039,16 @@
         "ENSG00000145819",
         "ENSG00000145824",
         "ENSG00000145864",
+        "ENSG00000145934",
         "ENSG00000145979",
         "ENSG00000145990",
         "ENSG00000146067",
         "ENSG00000146070",
         "ENSG00000146072",
+        "ENSG00000146112",
         "ENSG00000146143",
         "ENSG00000146147",
+        "ENSG00000146151",
         "ENSG00000146232",
         "ENSG00000146233",
         "ENSG00000146242",
@@ -2049,13 +2058,11 @@
         "ENSG00000146386",
         "ENSG00000146425",
         "ENSG00000146426",
-        "ENSG00000146457",
         "ENSG00000146535",
         "ENSG00000146555",
         "ENSG00000146574",
         "ENSG00000146592",
         "ENSG00000146648",
-        "ENSG00000146833",
         "ENSG00000146856",
         "ENSG00000146938",
         "ENSG00000146950",
@@ -2070,7 +2077,6 @@
         "ENSG00000147408",
         "ENSG00000147459",
         "ENSG00000147485",
-        "ENSG00000147586",
         "ENSG00000147588",
         "ENSG00000147604",
         "ENSG00000147799",
@@ -2078,6 +2084,7 @@
         "ENSG00000147862",
         "ENSG00000147872",
         "ENSG00000147874",
+        "ENSG00000147883",
         "ENSG00000147905",
         "ENSG00000147996",
         "ENSG00000148019",
@@ -2135,11 +2142,11 @@
         "ENSG00000150625",
         "ENSG00000150627",
         "ENSG00000150636",
-        "ENSG00000150672",
         "ENSG00000150687",
         "ENSG00000150722",
         "ENSG00000150782",
         "ENSG00000150787",
+        "ENSG00000150893",
         "ENSG00000150907",
         "ENSG00000150938",
         "ENSG00000150961",
@@ -2154,7 +2161,6 @@
         "ENSG00000151229",
         "ENSG00000151239",
         "ENSG00000151240",
-        "ENSG00000151247",
         "ENSG00000151276",
         "ENSG00000151320",
         "ENSG00000151322",
@@ -2169,7 +2175,6 @@
         "ENSG00000151617",
         "ENSG00000151632",
         "ENSG00000151690",
-        "ENSG00000151692",
         "ENSG00000151702",
         "ENSG00000151726",
         "ENSG00000151729",
@@ -2181,6 +2186,7 @@
         "ENSG00000151917",
         "ENSG00000151929",
         "ENSG00000152049",
+        "ENSG00000152078",
         "ENSG00000152104",
         "ENSG00000152127",
         "ENSG00000152137",
@@ -2191,7 +2197,7 @@
         "ENSG00000152377",
         "ENSG00000152380",
         "ENSG00000152413",
-        "ENSG00000152455",
+        "ENSG00000152484",
         "ENSG00000152527",
         "ENSG00000152578",
         "ENSG00000152582",
@@ -2220,7 +2226,6 @@
         "ENSG00000153310",
         "ENSG00000153317",
         "ENSG00000153363",
-        "ENSG00000153446",
         "ENSG00000153485",
         "ENSG00000153551",
         "ENSG00000153558",
@@ -2235,9 +2240,7 @@
         "ENSG00000153933",
         "ENSG00000153944",
         "ENSG00000153956",
-        "ENSG00000153975",
         "ENSG00000153989",
-        "ENSG00000153993",
         "ENSG00000154027",
         "ENSG00000154065",
         "ENSG00000154122",
@@ -2260,6 +2263,7 @@
         "ENSG00000154447",
         "ENSG00000154473",
         "ENSG00000154479",
+        "ENSG00000154493",
         "ENSG00000154511",
         "ENSG00000154518",
         "ENSG00000154548",
@@ -2364,7 +2368,6 @@
         "ENSG00000158528",
         "ENSG00000158555",
         "ENSG00000158560",
-        "ENSG00000158604",
         "ENSG00000158623",
         "ENSG00000158716",
         "ENSG00000158747",
@@ -2403,6 +2406,7 @@
         "ENSG00000160145",
         "ENSG00000160179",
         "ENSG00000160191",
+        "ENSG00000160201",
         "ENSG00000160209",
         "ENSG00000160213",
         "ENSG00000160255",
@@ -2418,8 +2422,10 @@
         "ENSG00000160613",
         "ENSG00000160678",
         "ENSG00000160712",
+        "ENSG00000160781",
         "ENSG00000160796",
         "ENSG00000160801",
+        "ENSG00000160818",
         "ENSG00000160862",
         "ENSG00000160888",
         "ENSG00000160932",
@@ -2434,7 +2440,6 @@
         "ENSG00000161714",
         "ENSG00000161791",
         "ENSG00000161921",
-        "ENSG00000161929",
         "ENSG00000161970",
         "ENSG00000161980",
         "ENSG00000162073",
@@ -2496,7 +2501,6 @@
         "ENSG00000163116",
         "ENSG00000163126",
         "ENSG00000163131",
-        "ENSG00000163161",
         "ENSG00000163162",
         "ENSG00000163170",
         "ENSG00000163171",
@@ -2506,7 +2510,6 @@
         "ENSG00000163249",
         "ENSG00000163251",
         "ENSG00000163257",
-        "ENSG00000163281",
         "ENSG00000163291",
         "ENSG00000163297",
         "ENSG00000163328",
@@ -2516,11 +2519,13 @@
         "ENSG00000163435",
         "ENSG00000163453",
         "ENSG00000163466",
+        "ENSG00000163472",
         "ENSG00000163513",
         "ENSG00000163516",
         "ENSG00000163520",
         "ENSG00000163521",
         "ENSG00000163531",
+        "ENSG00000163535",
         "ENSG00000163536",
         "ENSG00000163545",
         "ENSG00000163558",
@@ -2536,9 +2541,9 @@
         "ENSG00000163661",
         "ENSG00000163673",
         "ENSG00000163683",
+        "ENSG00000163686",
         "ENSG00000163694",
         "ENSG00000163697",
-        "ENSG00000163703",
         "ENSG00000163734",
         "ENSG00000163762",
         "ENSG00000163806",
@@ -2548,8 +2553,8 @@
         "ENSG00000163874",
         "ENSG00000163875",
         "ENSG00000163909",
+        "ENSG00000163913",
         "ENSG00000163923",
-        "ENSG00000163932",
         "ENSG00000163935",
         "ENSG00000163947",
         "ENSG00000163975",
@@ -2561,11 +2566,9 @@
         "ENSG00000164050",
         "ENSG00000164051",
         "ENSG00000164056",
-        "ENSG00000164066",
         "ENSG00000164070",
         "ENSG00000164074",
         "ENSG00000164088",
-        "ENSG00000164089",
         "ENSG00000164096",
         "ENSG00000164104",
         "ENSG00000164105",
@@ -2630,7 +2633,6 @@
         "ENSG00000165092",
         "ENSG00000165105",
         "ENSG00000165113",
-        "ENSG00000165115",
         "ENSG00000165140",
         "ENSG00000165168",
         "ENSG00000165175",
@@ -2657,20 +2659,17 @@
         "ENSG00000165591",
         "ENSG00000165617",
         "ENSG00000165629",
-        "ENSG00000165633",
         "ENSG00000165637",
         "ENSG00000165644",
         "ENSG00000165655",
         "ENSG00000165675",
         "ENSG00000165689",
         "ENSG00000165714",
-        "ENSG00000165716",
         "ENSG00000165757",
         "ENSG00000165801",
         "ENSG00000165813",
         "ENSG00000165861",
         "ENSG00000165868",
-        "ENSG00000165886",
         "ENSG00000165895",
         "ENSG00000165898",
         "ENSG00000165899",
@@ -2682,6 +2681,7 @@
         "ENSG00000165997",
         "ENSG00000166002",
         "ENSG00000166016",
+        "ENSG00000166025",
         "ENSG00000166033",
         "ENSG00000166068",
         "ENSG00000166073",
@@ -2696,11 +2696,11 @@
         "ENSG00000166197",
         "ENSG00000166224",
         "ENSG00000166250",
-        "ENSG00000166272",
         "ENSG00000166289",
         "ENSG00000166292",
         "ENSG00000166323",
         "ENSG00000166337",
+        "ENSG00000166340",
         "ENSG00000166347",
         "ENSG00000166348",
         "ENSG00000166394",
@@ -2708,6 +2708,8 @@
         "ENSG00000166405",
         "ENSG00000166432",
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