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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 | 107 | 1.00 | 0.96 | 0.97 | 0.97 | 0.00 | 0.97 | 0.99 | 0.97 | 0.99 |\n| pericyte | 80 | 0.99 | 0.99 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.98 |\n| macrophage | 39 | 0.96 | 0.95 | 0.96 | 0.94 | 0.00 | 0.97 | 0.95 | 0.94 | 0.95 |\n| supporting cell of vestibular epithelium | 19 | 1.00 | 0.94 | 0.97 | 0.97 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 21 | 1.00 | 0.90 | 0.86 | 0.89 | 0.00 | 0.88 | 0.98 | 0.84 | 0.98 |\n| melanocyte | 14 | 0.96 | 0.92 | 0.96 | 0.93 | 0.00 | 1.00 | 1.00 | 0.96 | 0.96 |\n| hematopoietic cell | 9 | 0.89 | 0.89 | 0.75 | 0.82 | 0.00 | 0.82 | 0.94 | 0.80 | 0.88 |\n| vascular associated smooth muscle cell | 10 | 0.95 | 0.75 | 1.00 | 1.00 | 0.00 | 0.95 | 0.95 | 1.00 | 0.95 |\n| vestibular dark cell | 3 | 1.00 | 0.80 | 0.80 | 0.67 | 0.00 | 0.86 | 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 | 0.67 | 0.00 | 0.80 | 0.00 | 0.00 | 0.50 | 0.50 | 0.50 | 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 | 1013 | 0.98 | 0.95 | 0.99 | 0.98 | 0.00 | 0.97 | 1.00 | 1.00 | 0.99 |\n| pericyte | 771 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| macrophage | 237 | 0.98 | 0.99 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| supporting cell of vestibular epithelium | 251 | 0.99 | 0.92 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 131 | 0.95 | 0.77 | 0.94 | 0.92 | 0.00 | 0.86 | 0.98 | 0.98 | 0.99 |\n| melanocyte | 114 | 0.99 | 0.93 | 1.00 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 91 | 0.84 | 0.77 | 0.87 | 0.85 | 0.00 | 0.92 | 0.99 | 0.99 | 0.95 |\n| vascular associated smooth muscle cell | 73 | 0.91 | 0.74 | 0.95 | 0.94 | 0.00 | 0.92 | 0.98 | 0.98 | 0.97 |\n| vestibular dark cell | 46 | 0.94 | 0.88 | 0.98 | 0.85 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| neutrophil | 9 | 0.62 | 0.90 | 0.86 | 0.57 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 4 | 0.33 | 0.00 | 0.40 | 0.60 | 0.00 | 0.86 | 1.00 | 1.00 | 0.86 |\n| intermediate monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.67 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 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 |\n| B cell | 1 | 0.00 | 0.00 | 0.00 | 1.00 | 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 | 0.98 | 0.96 | 0.98 | 0.96 | 0.00 | 0.94 | 0.98 | 0.99 | 0.99 |\n| pericyte | 93 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.99 | 0.99 |\n| macrophage | 25 | 0.92 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |\n| supporting cell of vestibular epithelium | 28 | 1.00 | 1.00 | 0.98 | 0.95 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 12 | 1.00 | 0.86 | 0.96 | 0.79 | 0.00 | 0.80 | 0.92 | 0.96 | 0.96 |\n| melanocyte | 14 | 0.96 | 0.92 | 0.96 | 0.88 | 0.00 | 0.92 | 0.96 | 0.96 | 0.96 |\n| hematopoietic cell | 11 | 0.96 | 0.92 | 0.96 | 0.90 | 0.00 | 0.85 | 0.95 | 1.00 | 1.00 |\n| vascular associated smooth muscle cell | 9 | 0.90 | 0.75 | 0.90 | 0.86 | 0.00 | 0.72 | 0.95 | 0.95 | 0.95 |\n| vestibular dark cell | 5 | 1.00 | 1.00 | 1.00 | 0.67 | 0.00 | 0.91 | 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 | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 |\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 |\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 | 0.96 | 0.99 | 0.97 | 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 | 251 | 0.97 | 0.98 | 0.99 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| supporting cell of vestibular epithelium | 242 | 0.99 | 0.89 | 0.99 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 140 | 0.92 | 0.81 | 0.97 | 0.90 | 0.00 | 0.90 | 0.98 | 0.97 | 0.98 |\n| melanocyte | 114 | 0.99 | 0.92 | 0.99 | 0.94 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 89 | 0.84 | 0.78 | 0.86 | 0.80 | 0.00 | 0.89 | 0.98 | 0.99 | 0.93 |\n| vascular associated smooth muscle cell | 74 | 0.91 | 0.74 | 0.96 | 0.73 | 0.00 | 0.86 | 0.97 | 0.98 | 0.97 |\n| vestibular dark cell | 44 | 0.93 | 0.90 | 0.97 | 0.63 | 0.00 | 0.98 | 1.00 | 1.00 | 0.98 |\n| neutrophil | 9 | 0.47 | 0.90 | 0.90 | 0.36 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 6 | 0.00 | 0.29 | 0.67 | 0.00 | 0.00 | 0.77 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.50 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 0.67 |\n| monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| CD8-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.40 | 0.40 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\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": [
         "ENSG00000000003",
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         "ENSG00000000971",
         "ENSG00000001561",
         "ENSG00000002933",
         "ENSG00000003056",
         "ENSG00000003096",
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         "ENSG00000005022",
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         "ENSG00000047662",
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+        "ENSG00000048392",
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         "ENSG00000055163",
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         "ENSG00000069535",
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         "ENSG00000075240",
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         "ENSG00000082438",
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         "ENSG00000085978",
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         "ENSG00000088826",
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         "ENSG00000090530",
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         "ENSG00000092068",
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         "ENSG00000102934",
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         "ENSG00000104804",
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         "ENSG00000105699",
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-        "ENSG00000105737",
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         "ENSG00000105849",
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+        "ENSG00000105889",
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         "ENSG00000106278",
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         "ENSG00000107099",
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         "ENSG00000108639",
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         "ENSG00000109861",
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         "ENSG00000113396",
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         "ENSG00000113558",
         "ENSG00000113578",
         "ENSG00000113594",
@@ -1004,6 +1005,7 @@
         "ENSG00000114861",
         "ENSG00000114948",
         "ENSG00000114956",
+        "ENSG00000114993",
         "ENSG00000115084",
         "ENSG00000115107",
         "ENSG00000115109",
@@ -1018,6 +1020,7 @@
         "ENSG00000115266",
         "ENSG00000115267",
         "ENSG00000115271",
+        "ENSG00000115318",
         "ENSG00000115339",
         "ENSG00000115355",
         "ENSG00000115363",
@@ -1033,7 +1036,6 @@
         "ENSG00000115526",
         "ENSG00000115556",
         "ENSG00000115594",
-        "ENSG00000115641",
         "ENSG00000115648",
         "ENSG00000115652",
         "ENSG00000115738",
@@ -1042,10 +1044,11 @@
         "ENSG00000115828",
         "ENSG00000115896",
         "ENSG00000115919",
+        "ENSG00000115935",
         "ENSG00000115942",
-        "ENSG00000115944",
         "ENSG00000115956",
         "ENSG00000115963",
+        "ENSG00000115970",
         "ENSG00000116005",
         "ENSG00000116016",
         "ENSG00000116017",
@@ -1058,7 +1061,6 @@
         "ENSG00000116237",
         "ENSG00000116260",
         "ENSG00000116285",
-        "ENSG00000116514",
         "ENSG00000116525",
         "ENSG00000116574",
         "ENSG00000116661",
@@ -1111,7 +1113,6 @@
         "ENSG00000117602",
         "ENSG00000117620",
         "ENSG00000117632",
-        "ENSG00000117643",
         "ENSG00000117676",
         "ENSG00000117868",
         "ENSG00000117877",
@@ -1124,7 +1125,6 @@
         "ENSG00000118292",
         "ENSG00000118322",
         "ENSG00000118402",
-        "ENSG00000118407",
         "ENSG00000118420",
         "ENSG00000118495",
         "ENSG00000118503",
@@ -1150,10 +1150,10 @@
         "ENSG00000119231",
         "ENSG00000119314",
         "ENSG00000119321",
+        "ENSG00000119403",
         "ENSG00000119431",
         "ENSG00000119508",
         "ENSG00000119522",
-        "ENSG00000119630",
         "ENSG00000119636",
         "ENSG00000119640",
         "ENSG00000119650",
@@ -1179,15 +1179,14 @@
         "ENSG00000120162",
         "ENSG00000120217",
         "ENSG00000120251",
+        "ENSG00000120254",
         "ENSG00000120278",
         "ENSG00000120306",
-        "ENSG00000120318",
         "ENSG00000120519",
         "ENSG00000120549",
         "ENSG00000120594",
         "ENSG00000120658",
         "ENSG00000120664",
-        "ENSG00000120690",
         "ENSG00000120693",
         "ENSG00000120696",
         "ENSG00000120708",
@@ -1198,7 +1197,6 @@
         "ENSG00000120885",
         "ENSG00000120889",
         "ENSG00000120899",
-        "ENSG00000120913",
         "ENSG00000120963",
         "ENSG00000121005",
         "ENSG00000121039",
@@ -1270,6 +1268,7 @@
         "ENSG00000123643",
         "ENSG00000123685",
         "ENSG00000123689",
+        "ENSG00000123739",
         "ENSG00000123836",
         "ENSG00000123975",
         "ENSG00000123989",
@@ -1279,11 +1278,11 @@
         "ENSG00000124145",
         "ENSG00000124151",
         "ENSG00000124171",
-        "ENSG00000124191",
         "ENSG00000124216",
         "ENSG00000124225",
         "ENSG00000124243",
         "ENSG00000124249",
+        "ENSG00000124313",
         "ENSG00000124370",
         "ENSG00000124374",
         "ENSG00000124406",
@@ -1295,6 +1294,7 @@
         "ENSG00000124523",
         "ENSG00000124575",
         "ENSG00000124614",
+        "ENSG00000124615",
         "ENSG00000124733",
         "ENSG00000124762",
         "ENSG00000124766",
@@ -1307,7 +1307,6 @@
         "ENSG00000125089",
         "ENSG00000125124",
         "ENSG00000125144",
-        "ENSG00000125166",
         "ENSG00000125266",
         "ENSG00000125347",
         "ENSG00000125354",
@@ -1315,9 +1314,10 @@
         "ENSG00000125430",
         "ENSG00000125447",
         "ENSG00000125454",
-        "ENSG00000125520",
+        "ENSG00000125505",
         "ENSG00000125534",
         "ENSG00000125629",
+        "ENSG00000125648",
         "ENSG00000125657",
         "ENSG00000125675",
         "ENSG00000125691",
@@ -1328,7 +1328,6 @@
         "ENSG00000125772",
         "ENSG00000125810",
         "ENSG00000125845",
-        "ENSG00000125846",
         "ENSG00000125848",
         "ENSG00000125868",
         "ENSG00000125869",
@@ -1348,6 +1347,7 @@
         "ENSG00000126803",
         "ENSG00000126821",
         "ENSG00000126822",
+        "ENSG00000126860",
         "ENSG00000126878",
         "ENSG00000126950",
         "ENSG00000126970",
@@ -1372,17 +1372,19 @@
         "ENSG00000127955",
         "ENSG00000127989",
         "ENSG00000128016",
-        "ENSG00000128203",
         "ENSG00000128228",
         "ENSG00000128242",
         "ENSG00000128245",
         "ENSG00000128268",
         "ENSG00000128274",
         "ENSG00000128284",
+        "ENSG00000128294",
         "ENSG00000128311",
+        "ENSG00000128340",
         "ENSG00000128394",
         "ENSG00000128487",
         "ENSG00000128512",
+        "ENSG00000128513",
         "ENSG00000128578",
         "ENSG00000128581",
         "ENSG00000128609",
@@ -1405,8 +1407,9 @@
         "ENSG00000129219",
         "ENSG00000129226",
         "ENSG00000129244",
-        "ENSG00000129317",
+        "ENSG00000129295",
         "ENSG00000129422",
+        "ENSG00000129493",
         "ENSG00000129521",
         "ENSG00000129534",
         "ENSG00000129538",
@@ -1419,7 +1422,6 @@
         "ENSG00000129925",
         "ENSG00000129946",
         "ENSG00000130005",
-        "ENSG00000130021",
         "ENSG00000130032",
         "ENSG00000130147",
         "ENSG00000130164",
@@ -1444,7 +1446,7 @@
         "ENSG00000130522",
         "ENSG00000130559",
         "ENSG00000130635",
-        "ENSG00000130695",
+        "ENSG00000130653",
         "ENSG00000130707",
         "ENSG00000130755",
         "ENSG00000130762",
@@ -1508,14 +1510,13 @@
         "ENSG00000132326",
         "ENSG00000132329",
         "ENSG00000132334",
-        "ENSG00000132357",
         "ENSG00000132359",
         "ENSG00000132386",
-        "ENSG00000132429",
         "ENSG00000132470",
         "ENSG00000132481",
         "ENSG00000132510",
         "ENSG00000132530",
+        "ENSG00000132535",
         "ENSG00000132561",
         "ENSG00000132613",
         "ENSG00000132640",
@@ -1527,6 +1528,7 @@
         "ENSG00000132823",
         "ENSG00000132837",
         "ENSG00000132840",
+        "ENSG00000132842",
         "ENSG00000132849",
         "ENSG00000132854",
         "ENSG00000132879",
@@ -1572,15 +1574,13 @@
         "ENSG00000134215",
         "ENSG00000134243",
         "ENSG00000134245",
+        "ENSG00000134250",
         "ENSG00000134285",
         "ENSG00000134291",
         "ENSG00000134321",
-        "ENSG00000134324",
         "ENSG00000134333",
         "ENSG00000134339",
-        "ENSG00000134369",
         "ENSG00000134463",
-        "ENSG00000134490",
         "ENSG00000134504",
         "ENSG00000134508",
         "ENSG00000134516",
@@ -1599,7 +1599,6 @@
         "ENSG00000134853",
         "ENSG00000134871",
         "ENSG00000134909",
-        "ENSG00000134954",
         "ENSG00000134982",
         "ENSG00000134986",
         "ENSG00000135040",
@@ -1673,8 +1672,8 @@
         "ENSG00000136379",
         "ENSG00000136383",
         "ENSG00000136425",
-        "ENSG00000136490",
         "ENSG00000136514",
+        "ENSG00000136541",
         "ENSG00000136546",
         "ENSG00000136560",
         "ENSG00000136603",
@@ -1691,14 +1690,17 @@
         "ENSG00000136842",
         "ENSG00000136848",
         "ENSG00000136854",
+        "ENSG00000136859",
         "ENSG00000136867",
         "ENSG00000136868",
         "ENSG00000136869",
         "ENSG00000136875",
+        "ENSG00000136878",
         "ENSG00000136950",
         "ENSG00000136960",
         "ENSG00000136997",
         "ENSG00000136999",
+        "ENSG00000137073",
         "ENSG00000137094",
         "ENSG00000137103",
         "ENSG00000137124",
@@ -1720,6 +1722,7 @@
         "ENSG00000137409",
         "ENSG00000137441",
         "ENSG00000137462",
+        "ENSG00000137474",
         "ENSG00000137478",
         "ENSG00000137486",
         "ENSG00000137491",
@@ -1728,7 +1731,6 @@
         "ENSG00000137563",
         "ENSG00000137573",
         "ENSG00000137601",
-        "ENSG00000137628",
         "ENSG00000137642",
         "ENSG00000137691",
         "ENSG00000137710",
@@ -1739,7 +1741,6 @@
         "ENSG00000137801",
         "ENSG00000137802",
         "ENSG00000137821",
-        "ENSG00000137834",
         "ENSG00000137857",
         "ENSG00000137868",
         "ENSG00000137880",
@@ -1755,7 +1756,6 @@
         "ENSG00000138061",
         "ENSG00000138071",
         "ENSG00000138080",
-        "ENSG00000138081",
         "ENSG00000138101",
         "ENSG00000138119",
         "ENSG00000138135",
@@ -1767,16 +1767,15 @@
         "ENSG00000138193",
         "ENSG00000138246",
         "ENSG00000138356",
-        "ENSG00000138375",
         "ENSG00000138376",
         "ENSG00000138411",
         "ENSG00000138413",
         "ENSG00000138439",
+        "ENSG00000138448",
         "ENSG00000138449",
         "ENSG00000138463",
         "ENSG00000138495",
         "ENSG00000138593",
-        "ENSG00000138604",
         "ENSG00000138617",
         "ENSG00000138623",
         "ENSG00000138639",
@@ -1791,13 +1790,13 @@
         "ENSG00000138756",
         "ENSG00000138758",
         "ENSG00000138759",
+        "ENSG00000138769",
         "ENSG00000138771",
         "ENSG00000138772",
         "ENSG00000138780",
         "ENSG00000138794",
         "ENSG00000138795",
         "ENSG00000138801",
-        "ENSG00000138814",
         "ENSG00000138821",
         "ENSG00000138964",
         "ENSG00000139044",
@@ -1814,7 +1813,6 @@
         "ENSG00000139278",
         "ENSG00000139289",
         "ENSG00000139318",
-        "ENSG00000139350",
         "ENSG00000139354",
         "ENSG00000139364",
         "ENSG00000139433",
@@ -1885,11 +1883,11 @@
         "ENSG00000141480",
         "ENSG00000141503",
         "ENSG00000141506",
-        "ENSG00000141519",
         "ENSG00000141524",
         "ENSG00000141526",
         "ENSG00000141542",
         "ENSG00000141543",
+        "ENSG00000141568",
         "ENSG00000141574",
         "ENSG00000141576",
         "ENSG00000141639",
@@ -1905,12 +1903,12 @@
         "ENSG00000142173",
         "ENSG00000142188",
         "ENSG00000142197",
+        "ENSG00000142207",
         "ENSG00000142230",
         "ENSG00000142235",
         "ENSG00000142303",
         "ENSG00000142347",
         "ENSG00000142512",
-        "ENSG00000142552",
         "ENSG00000142583",
         "ENSG00000142611",
         "ENSG00000142621",
@@ -1935,6 +1933,7 @@
         "ENSG00000143198",
         "ENSG00000143226",
         "ENSG00000143256",
+        "ENSG00000143320",
         "ENSG00000143322",
         "ENSG00000143324",
         "ENSG00000143333",
@@ -1962,6 +1961,7 @@
         "ENSG00000143702",
         "ENSG00000143727",
         "ENSG00000143742",
+        "ENSG00000143772",
         "ENSG00000143786",
         "ENSG00000143797",
         "ENSG00000143819",
@@ -2008,6 +2008,7 @@
         "ENSG00000145247",
         "ENSG00000145284",
         "ENSG00000145331",
+        "ENSG00000145332",
         "ENSG00000145349",
         "ENSG00000145362",
         "ENSG00000145365",
@@ -2028,16 +2029,13 @@
         "ENSG00000145819",
         "ENSG00000145824",
         "ENSG00000145864",
-        "ENSG00000145934",
         "ENSG00000145979",
         "ENSG00000145990",
         "ENSG00000146067",
         "ENSG00000146070",
         "ENSG00000146072",
-        "ENSG00000146112",
         "ENSG00000146143",
         "ENSG00000146147",
-        "ENSG00000146151",
         "ENSG00000146232",
         "ENSG00000146233",
         "ENSG00000146242",
@@ -2047,25 +2045,27 @@
         "ENSG00000146386",
         "ENSG00000146425",
         "ENSG00000146426",
+        "ENSG00000146457",
         "ENSG00000146535",
         "ENSG00000146555",
         "ENSG00000146574",
         "ENSG00000146592",
         "ENSG00000146648",
         "ENSG00000146676",
+        "ENSG00000146833",
         "ENSG00000146856",
         "ENSG00000146938",
         "ENSG00000146950",
         "ENSG00000146966",
         "ENSG00000147010",
         "ENSG00000147027",
-        "ENSG00000147119",
         "ENSG00000147174",
         "ENSG00000147202",
         "ENSG00000147251",
         "ENSG00000147324",
         "ENSG00000147408",
         "ENSG00000147459",
+        "ENSG00000147485",
         "ENSG00000147586",
         "ENSG00000147588",
         "ENSG00000147604",
@@ -2074,7 +2074,6 @@
         "ENSG00000147862",
         "ENSG00000147872",
         "ENSG00000147874",
-        "ENSG00000147883",
         "ENSG00000147905",
         "ENSG00000147996",
         "ENSG00000148019",
@@ -2089,7 +2088,7 @@
         "ENSG00000148339",
         "ENSG00000148346",
         "ENSG00000148426",
-        "ENSG00000148450",
+        "ENSG00000148481",
         "ENSG00000148498",
         "ENSG00000148516",
         "ENSG00000148634",
@@ -2133,11 +2132,11 @@
         "ENSG00000150625",
         "ENSG00000150627",
         "ENSG00000150636",
+        "ENSG00000150672",
         "ENSG00000150687",
         "ENSG00000150722",
         "ENSG00000150782",
         "ENSG00000150787",
-        "ENSG00000150893",
         "ENSG00000150907",
         "ENSG00000150938",
         "ENSG00000150961",
@@ -2152,11 +2151,11 @@
         "ENSG00000151229",
         "ENSG00000151239",
         "ENSG00000151240",
+        "ENSG00000151247",
         "ENSG00000151276",
         "ENSG00000151320",
         "ENSG00000151322",
         "ENSG00000151327",
-        "ENSG00000151376",
         "ENSG00000151466",
         "ENSG00000151474",
         "ENSG00000151491",
@@ -2166,6 +2165,7 @@
         "ENSG00000151617",
         "ENSG00000151632",
         "ENSG00000151690",
+        "ENSG00000151692",
         "ENSG00000151702",
         "ENSG00000151726",
         "ENSG00000151729",
@@ -2177,7 +2177,6 @@
         "ENSG00000151917",
         "ENSG00000151929",
         "ENSG00000152049",
-        "ENSG00000152078",
         "ENSG00000152104",
         "ENSG00000152127",
         "ENSG00000152137",
@@ -2210,12 +2209,10 @@
         "ENSG00000153066",
         "ENSG00000153071",
         "ENSG00000153113",
-        "ENSG00000153162",
         "ENSG00000153179",
         "ENSG00000153208",
         "ENSG00000153246",
         "ENSG00000153310",
-        "ENSG00000153317",
         "ENSG00000153363",
         "ENSG00000153485",
         "ENSG00000153551",
@@ -2231,6 +2228,7 @@
         "ENSG00000153933",
         "ENSG00000153944",
         "ENSG00000153956",
+        "ENSG00000153975",
         "ENSG00000153989",
         "ENSG00000154027",
         "ENSG00000154065",
@@ -2310,11 +2308,13 @@
         "ENSG00000156787",
         "ENSG00000156802",
         "ENSG00000156804",
+        "ENSG00000156876",
         "ENSG00000156968",
         "ENSG00000157107",
         "ENSG00000157110",
         "ENSG00000157150",
         "ENSG00000157168",
+        "ENSG00000157193",
         "ENSG00000157214",
         "ENSG00000157216",
         "ENSG00000157224",
@@ -2353,7 +2353,7 @@
         "ENSG00000158352",
         "ENSG00000158373",
         "ENSG00000158458",
-        "ENSG00000158470",
+        "ENSG00000158467",
         "ENSG00000158528",
         "ENSG00000158555",
         "ENSG00000158560",
@@ -2384,6 +2384,7 @@
         "ENSG00000159388",
         "ENSG00000159399",
         "ENSG00000159403",
+        "ENSG00000159433",
         "ENSG00000159445",
         "ENSG00000159685",
         "ENSG00000159713",
@@ -2395,7 +2396,6 @@
         "ENSG00000160145",
         "ENSG00000160179",
         "ENSG00000160191",
-        "ENSG00000160201",
         "ENSG00000160209",
         "ENSG00000160213",
         "ENSG00000160255",
@@ -2411,10 +2411,8 @@
         "ENSG00000160613",
         "ENSG00000160678",
         "ENSG00000160712",
-        "ENSG00000160781",
         "ENSG00000160796",
         "ENSG00000160801",
-        "ENSG00000160818",
         "ENSG00000160862",
         "ENSG00000160888",
         "ENSG00000160932",
@@ -2437,6 +2435,7 @@
         "ENSG00000162105",
         "ENSG00000162139",
         "ENSG00000162174",
+        "ENSG00000162236",
         "ENSG00000162300",
         "ENSG00000162390",
         "ENSG00000162407",
@@ -2452,11 +2451,9 @@
         "ENSG00000162512",
         "ENSG00000162545",
         "ENSG00000162576",
-        "ENSG00000162595",
         "ENSG00000162614",
         "ENSG00000162616",
         "ENSG00000162636",
-        "ENSG00000162641",
         "ENSG00000162645",
         "ENSG00000162654",
         "ENSG00000162664",
@@ -2508,7 +2505,6 @@
         "ENSG00000163435",
         "ENSG00000163453",
         "ENSG00000163466",
-        "ENSG00000163472",
         "ENSG00000163513",
         "ENSG00000163516",
         "ENSG00000163520",
@@ -2526,13 +2522,12 @@
         "ENSG00000163617",
         "ENSG00000163624",
         "ENSG00000163629",
+        "ENSG00000163635",
         "ENSG00000163638",
         "ENSG00000163661",
         "ENSG00000163673",
         "ENSG00000163683",
-        "ENSG00000163686",
         "ENSG00000163694",
-        "ENSG00000163697",
         "ENSG00000163703",
         "ENSG00000163734",
         "ENSG00000163762",
@@ -2544,6 +2539,7 @@
         "ENSG00000163875",
         "ENSG00000163909",
         "ENSG00000163913",
+        "ENSG00000163918",
         "ENSG00000163923",
         "ENSG00000163935",
         "ENSG00000163947",
@@ -2560,6 +2556,7 @@
         "ENSG00000164070",
         "ENSG00000164074",
         "ENSG00000164088",
+        "ENSG00000164089",
         "ENSG00000164096",
         "ENSG00000164104",
         "ENSG00000164105",
@@ -2577,11 +2574,13 @@
         "ENSG00000164221",
         "ENSG00000164236",
         "ENSG00000164237",
+        "ENSG00000164291",
         "ENSG00000164294",
         "ENSG00000164300",
         "ENSG00000164303",
         "ENSG00000164309",
         "ENSG00000164318",
+        "ENSG00000164329",
         "ENSG00000164330",
         "ENSG00000164430",
         "ENSG00000164442",
@@ -2655,10 +2654,9 @@
         "ENSG00000165655",
         "ENSG00000165675",
         "ENSG00000165689",
-        "ENSG00000165698",
         "ENSG00000165714",
+        "ENSG00000165716",
         "ENSG00000165757",
-        "ENSG00000165801",
         "ENSG00000165813",
         "ENSG00000165861",
         "ENSG00000165868",
@@ -2674,7 +2672,6 @@
         "ENSG00000165997",
         "ENSG00000166002",
         "ENSG00000166016",
-        "ENSG00000166025",
         "ENSG00000166033",
         "ENSG00000166068",
         "ENSG00000166073",
@@ -2689,7 +2686,6 @@
         "ENSG00000166197",
         "ENSG00000166224",
         "ENSG00000166250",
-        "ENSG00000166272",
         "ENSG00000166289",
         "ENSG00000166292",
         "ENSG00000166323",
@@ -2701,8 +2697,6 @@
         "ENSG00000166405",
         "ENSG00000166432",
         "ENSG00000166441",
-        "ENSG00000166444",
-        "ENSG00000166450",
         "ENSG00000166451",
         "ENSG00000166482",
         "ENSG00000166483",
@@ -2723,6 +2717,7 @@
         "ENSG00000166750",
         "ENSG00000166796",
         "ENSG00000166801",
+        "ENSG00000166823",
         "ENSG00000166825",
         "ENSG00000166833",
         "ENSG00000166839",
@@ -2743,7 +2738,6 @@
         "ENSG00000167363",
         "ENSG00000167460",
         "ENSG00000167470",
-        "ENSG00000167508",
         "ENSG00000167552",
         "ENSG00000167553",
         "ENSG00000167601",
@@ -2755,6 +2749,7 @@
         "ENSG00000167642",
         "ENSG00000167680",
         "ENSG00000167693",
+        "ENSG00000167695",
         "ENSG00000167703",
         "ENSG00000167733",
         "ENSG00000167740",
@@ -2766,8 +2761,6 @@
         "ENSG00000167779",
         "ENSG00000167799",
         "ENSG00000167815",
-        "ENSG00000167930",
-        "ENSG00000168000",
         "ENSG00000168010",
         "ENSG00000168016",
         "ENSG00000168026",
@@ -2786,7 +2779,6 @@
         "ENSG00000168374",
         "ENSG00000168386",
         "ENSG00000168389",
-        "ENSG00000168404",
         "ENSG00000168411",
         "ENSG00000168461",
         "ENSG00000168487",
@@ -2810,7 +2802,6 @@
         "ENSG00000169021",
         "ENSG00000169031",
         "ENSG00000169032",
-        "ENSG00000169047",
         "ENSG00000169071",
         "ENSG00000169116",
         "ENSG00000169122",
@@ -2823,6 +2814,7 @@
         "ENSG00000169306",
         "ENSG00000169372",
         "ENSG00000169403",
+        "ENSG00000169413",
         "ENSG00000169429",
         "ENSG00000169432",
         "ENSG00000169439",
@@ -2843,15 +2835,12 @@
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