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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| fibroblast | 1262 | 0.98 | 0.97 | 0.98 | 0.97 | 0.00 | 0.96 | 0.98 | 0.97 | 0.98 |\n| smooth muscle cell | 855 | 0.92 | 0.92 | 0.95 | 0.91 | 0.00 | 0.92 | 0.92 | 0.93 | 0.93 |\n| macrophage | 753 | 0.98 | 0.98 | 0.98 | 0.99 | 0.00 | 0.95 | 0.97 | 0.98 | 0.98 |\n| endothelial cell | 276 | 0.80 | 0.65 | 0.77 | 0.59 | 0.00 | 0.70 | 0.86 | 0.87 | 0.88 |\n| capillary endothelial cell | 197 | 0.73 | 0.62 | 0.68 | 0.51 | 0.00 | 0.58 | 0.76 | 0.80 | 0.77 |\n| pericyte | 185 | 0.79 | 0.80 | 0.86 | 0.75 | 0.00 | 0.79 | 0.78 | 0.79 | 0.82 |\n| CD8-positive, alpha-beta T cell | 163 | 0.64 | 0.75 | 0.75 | 0.63 | 0.00 | 0.72 | 0.66 | 0.70 | 0.72 |\n| neutrophil | 131 | 1.00 | 1.00 | 0.99 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| vein endothelial cell | 78 | 0.65 | 0.40 | 0.54 | 0.28 | 0.00 | 0.56 | 0.68 | 0.72 | 0.75 |\n| CD4-positive, alpha-beta T cell | 87 | 0.73 | 0.80 | 0.79 | 0.63 | 0.00 | 0.82 | 0.77 | 0.78 | 0.80 |\n| endothelial cell of artery | 61 | 0.82 | 0.88 | 0.88 | 0.69 | 0.00 | 0.72 | 0.79 | 0.81 | 0.84 |\n| mature NK T cell | 50 | 0.64 | 0.70 | 0.61 | 0.39 | 0.00 | 0.62 | 0.61 | 0.67 | 0.66 |\n| monocyte | 46 | 0.90 | 0.89 | 0.90 | 0.86 | 0.00 | 0.70 | 0.81 | 0.82 | 0.87 |\n| basophil | 23 | 0.65 | 0.81 | 0.64 | 0.81 | 0.00 | 0.98 | 0.98 | 0.98 | 0.92 |\n| natural killer cell | 17 | 0.38 | 0.39 | 0.35 | 0.14 | 0.00 | 0.47 | 0.44 | 0.50 | 0.45 |\n| endothelial cell of lymphatic vessel | 23 | 0.98 | 0.98 | 1.00 | 0.96 | 0.00 | 0.87 | 0.96 | 0.96 | 0.98 |\n| mast cell | 20 | 0.00 | 0.74 | 0.47 | 0.78 | 0.00 | 0.93 | 0.95 | 0.92 | 0.92 |\n| B cell | 14 | 0.85 | 0.85 | 0.85 | 0.86 | 0.00 | 0.93 | 1.00 | 0.79 | 0.92 |\n| erythrocyte | 7 | 0.88 | 0.88 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.82 | 1.00 |\n| plasma cell | 9 | 0.88 | 0.80 | 0.94 | 0.88 | 0.00 | 0.84 | 1.00 | 0.88 | 1.00 |\n| 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| classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 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| fibroblast | 11433 | 0.97 | 0.95 | 0.99 | 0.99 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 7732 | 0.92 | 0.90 | 0.97 | 0.96 | 0.00 | 0.92 | 0.92 | 0.92 | 0.95 |\n| macrophage | 6764 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.95 | 0.98 | 0.97 | 0.98 |\n| endothelial cell | 2410 | 0.77 | 0.59 | 0.83 | 0.78 | 0.00 | 0.87 | 0.87 | 0.88 | 0.92 |\n| capillary endothelial cell | 1838 | 0.72 | 0.61 | 0.78 | 0.74 | 0.00 | 0.79 | 0.83 | 0.85 | 0.89 |\n| pericyte | 1586 | 0.79 | 0.81 | 0.92 | 0.88 | 0.00 | 0.82 | 0.81 | 0.81 | 0.88 |\n| CD8-positive, alpha-beta T cell | 1369 | 0.69 | 0.72 | 0.81 | 0.75 | 0.00 | 0.79 | 0.84 | 0.86 | 0.83 |\n| neutrophil | 1309 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| vein endothelial cell | 797 | 0.60 | 0.30 | 0.67 | 0.58 | 0.00 | 0.78 | 0.79 | 0.80 | 0.83 |\n| CD4-positive, alpha-beta T cell | 641 | 0.70 | 0.73 | 0.77 | 0.67 | 0.00 | 0.81 | 0.84 | 0.88 | 0.83 |\n| endothelial cell of artery | 584 | 0.77 | 0.78 | 0.88 | 0.78 | 0.00 | 0.78 | 0.83 | 0.85 | 0.87 |\n| mature NK T cell | 465 | 0.70 | 0.69 | 0.75 | 0.60 | 0.00 | 0.76 | 0.88 | 0.88 | 0.82 |\n| monocyte | 381 | 0.81 | 0.84 | 0.88 | 0.82 | 0.00 | 0.68 | 0.79 | 0.80 | 0.87 |\n| basophil | 221 | 0.72 | 0.72 | 0.79 | 0.92 | 0.00 | 0.96 | 0.99 | 0.99 | 0.97 |\n| natural killer cell | 225 | 0.52 | 0.52 | 0.61 | 0.44 | 0.00 | 0.78 | 0.89 | 0.91 | 0.87 |\n| endothelial cell of lymphatic vessel | 175 | 0.95 | 0.96 | 0.97 | 0.93 | 0.00 | 0.89 | 0.97 | 0.94 | 0.96 |\n| mast cell | 139 | 0.00 | 0.50 | 0.65 | 0.82 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| B cell | 134 | 0.97 | 0.97 | 0.97 | 0.91 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |\n| erythrocyte | 76 | 0.92 | 0.91 | 0.97 | 0.97 | 0.00 | 0.91 | 0.98 | 0.93 | 0.96 |\n| plasma cell | 59 | 0.92 | 0.90 | 0.98 | 0.77 | 0.00 | 0.97 | 0.99 | 1.00 | 1.00 |\n| T cell | 16 | 0.00 | 0.00 | 0.54 | 0.62 | 0.00 | 0.41 | 0.97 | 0.97 | 0.88 |\n| intermediate monocyte | 13 | 0.00 | 0.00 | 0.12 | 0.27 | 0.00 | 0.18 | 1.00 | 1.00 | 0.82 |\n| classical monocyte | 12 | 0.00 | 0.00 | 0.60 | 0.67 | 0.00 | 0.60 | 1.00 | 1.00 | 0.91 |\n| myeloid dendritic cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.09 | 1.00 | 0.62 | 0.00 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 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| fibroblast | 1255 | 0.97 | 0.96 | 0.98 | 0.98 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 847 | 0.91 | 0.92 | 0.95 | 0.93 | 0.00 | 0.90 | 0.91 | 0.92 | 0.94 |\n| macrophage | 763 | 0.98 | 0.97 | 0.98 | 0.98 | 0.00 | 0.94 | 0.98 | 0.98 | 0.99 |\n| endothelial cell | 272 | 0.79 | 0.65 | 0.79 | 0.68 | 0.00 | 0.77 | 0.84 | 0.87 | 0.89 |\n| capillary endothelial cell | 193 | 0.75 | 0.62 | 0.65 | 0.57 | 0.00 | 0.66 | 0.72 | 0.77 | 0.78 |\n| pericyte | 184 | 0.78 | 0.84 | 0.87 | 0.79 | 0.00 | 0.75 | 0.77 | 0.79 | 0.85 |\n| CD8-positive, alpha-beta T cell | 161 | 0.61 | 0.69 | 0.73 | 0.59 | 0.00 | 0.66 | 0.62 | 0.70 | 0.68 |\n| neutrophil | 136 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| vein endothelial cell | 78 | 0.65 | 0.37 | 0.50 | 0.36 | 0.00 | 0.52 | 0.63 | 0.67 | 0.71 |\n| CD4-positive, alpha-beta T cell | 87 | 0.69 | 0.76 | 0.71 | 0.45 | 0.00 | 0.78 | 0.73 | 0.79 | 0.77 |\n| endothelial cell of artery | 63 | 0.83 | 0.85 | 0.90 | 0.74 | 0.00 | 0.76 | 0.82 | 0.83 | 0.87 |\n| mature NK T cell | 57 | 0.68 | 0.70 | 0.61 | 0.35 | 0.00 | 0.69 | 0.67 | 0.68 | 0.69 |\n| monocyte | 45 | 0.88 | 0.85 | 0.88 | 0.87 | 0.00 | 0.72 | 0.83 | 0.81 | 0.88 |\n| basophil | 22 | 0.68 | 0.78 | 0.58 | 0.76 | 0.00 | 0.90 | 1.00 | 0.93 | 0.94 |\n| natural killer cell | 23 | 0.44 | 0.44 | 0.35 | 0.13 | 0.00 | 0.54 | 0.35 | 0.54 | 0.51 |\n| endothelial cell of lymphatic vessel | 22 | 0.98 | 0.98 | 0.95 | 0.82 | 0.00 | 0.70 | 0.98 | 0.96 | 0.98 |\n| mast cell | 17 | 0.00 | 0.69 | 0.46 | 0.74 | 0.00 | 0.87 | 0.97 | 0.89 | 0.94 |\n| B cell | 16 | 0.93 | 0.90 | 0.93 | 0.72 | 0.00 | 0.88 | 1.00 | 0.91 | 0.97 |\n| erythrocyte | 7 | 1.00 | 0.93 | 1.00 | 1.00 | 0.00 | 0.78 | 1.00 | 1.00 | 1.00 |\n| plasma cell | 6 | 1.00 | 0.91 | 1.00 | 0.50 | 0.00 | 0.77 | 1.00 | 0.80 | 1.00 |\n| T cell | 1 | 0.00 | 0.00 | 1.00 | 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| classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 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| fibroblast | 11440 | 0.97 | 0.95 | 0.99 | 0.98 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 7740 | 0.90 | 0.89 | 0.97 | 0.96 | 0.00 | 0.91 | 0.92 | 0.92 | 0.94 |\n| macrophage | 6754 | 0.98 | 0.98 | 0.98 | 0.99 | 0.00 | 0.94 | 0.98 | 0.97 | 0.99 |\n| endothelial cell | 2414 | 0.76 | 0.59 | 0.82 | 0.81 | 0.00 | 0.90 | 0.87 | 0.88 | 0.92 |\n| capillary endothelial cell | 1842 | 0.75 | 0.61 | 0.77 | 0.76 | 0.00 | 0.84 | 0.82 | 0.85 | 0.88 |\n| pericyte | 1587 | 0.77 | 0.80 | 0.92 | 0.87 | 0.00 | 0.76 | 0.81 | 0.81 | 0.87 |\n| CD8-positive, alpha-beta T cell | 1371 | 0.70 | 0.73 | 0.81 | 0.75 | 0.00 | 0.77 | 0.84 | 0.86 | 0.83 |\n| neutrophil | 1303 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| vein endothelial cell | 797 | 0.60 | 0.31 | 0.67 | 0.63 | 0.00 | 0.77 | 0.76 | 0.78 | 0.82 |\n| CD4-positive, alpha-beta T cell | 640 | 0.70 | 0.73 | 0.76 | 0.61 | 0.00 | 0.79 | 0.85 | 0.88 | 0.83 |\n| endothelial cell of artery | 582 | 0.78 | 0.79 | 0.88 | 0.81 | 0.00 | 0.81 | 0.85 | 0.86 | 0.88 |\n| mature NK T cell | 458 | 0.67 | 0.70 | 0.76 | 0.49 | 0.00 | 0.82 | 0.87 | 0.87 | 0.84 |\n| monocyte | 382 | 0.84 | 0.85 | 0.88 | 0.87 | 0.00 | 0.71 | 0.81 | 0.78 | 0.88 |\n| basophil | 222 | 0.72 | 0.75 | 0.80 | 0.94 | 0.00 | 0.96 | 0.99 | 0.98 | 0.97 |\n| natural killer cell | 219 | 0.52 | 0.49 | 0.58 | 0.39 | 0.00 | 0.72 | 0.87 | 0.90 | 0.88 |\n| endothelial cell of lymphatic vessel | 176 | 0.95 | 0.95 | 0.96 | 0.90 | 0.00 | 0.78 | 0.98 | 0.98 | 0.96 |\n| mast cell | 142 | 0.00 | 0.52 | 0.70 | 0.91 | 0.00 | 0.96 | 1.00 | 0.99 | 0.98 |\n| B cell | 132 | 0.96 | 0.96 | 0.96 | 0.94 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| erythrocyte | 76 | 0.91 | 0.90 | 0.97 | 0.99 | 0.00 | 0.89 | 0.98 | 0.96 | 0.98 |\n| plasma cell | 62 | 0.90 | 0.88 | 0.97 | 0.91 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| T cell | 15 | 0.00 | 0.00 | 0.61 | 0.21 | 0.00 | 0.46 | 1.00 | 0.91 | 0.80 |\n| intermediate monocyte | 13 | 0.00 | 0.00 | 0.29 | 0.14 | 0.00 | 0.17 | 1.00 | 0.93 | 0.82 |\n| classical monocyte | 12 | 0.00 | 0.00 | 0.40 | 0.54 | 0.00 | 0.77 | 1.00 | 0.96 | 0.91 |\n| myeloid dendritic cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 0.83 | 0.62 | 0.00 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 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",
         "ENSG00000000005",
+        "ENSG00000000457",
         "ENSG00000001167",
         "ENSG00000001460",
         "ENSG00000001497",
@@ -50,7 +51,6 @@
         "ENSG00000008394",
         "ENSG00000008516",
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-        "ENSG00000008838",
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         "ENSG00000010030",
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@@ -77,11 +77,11 @@
         "ENSG00000013297",
         "ENSG00000013375",
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-        "ENSG00000013523",
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+        "ENSG00000013810",
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         "ENSG00000023445",
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-        "ENSG00000025156",
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         "ENSG00000050748",
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         "ENSG00000060709",
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+        "ENSG00000061337",
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         "ENSG00000064102",
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         "ENSG00000073350",
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+        "ENSG00000073605",
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         "ENSG00000074266",
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-        "ENSG00000074660",
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         "ENSG00000077092",
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+        "ENSG00000077616",
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         "ENSG00000081760",
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         "ENSG00000083290",
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+        "ENSG00000083750",
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         "ENSG00000084674",
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         "ENSG00000089692",
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         "ENSG00000096654",
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         "ENSG00000100105",
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         "ENSG00000100399",
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-        "ENSG00000100433",
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         "ENSG00000101442",
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         "ENSG00000101911",
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-        "ENSG00000102001",
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         "ENSG00000102904",
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-        "ENSG00000102981",
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         "ENSG00000103196",
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         "ENSG00000104691",
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         "ENSG00000104901",
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         "ENSG00000105982",
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         "ENSG00000108551",
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         "ENSG00000108733",
@@ -682,19 +690,18 @@
         "ENSG00000108823",
         "ENSG00000108839",
         "ENSG00000108883",
+        "ENSG00000108924",
         "ENSG00000108963",
         "ENSG00000109047",
         "ENSG00000109062",
         "ENSG00000109063",
         "ENSG00000109072",
         "ENSG00000109079",
-        "ENSG00000109084",
         "ENSG00000109107",
         "ENSG00000109118",
         "ENSG00000109163",
         "ENSG00000109184",
         "ENSG00000109321",
-        "ENSG00000109452",
         "ENSG00000109511",
         "ENSG00000109576",
         "ENSG00000109794",
@@ -706,6 +713,7 @@
         "ENSG00000109943",
         "ENSG00000109971",
         "ENSG00000110002",
+        "ENSG00000110025",
         "ENSG00000110031",
         "ENSG00000110042",
         "ENSG00000110060",
@@ -714,6 +722,7 @@
         "ENSG00000110429",
         "ENSG00000110448",
         "ENSG00000110514",
+        "ENSG00000110665",
         "ENSG00000110680",
         "ENSG00000110697",
         "ENSG00000110799",
@@ -725,6 +734,7 @@
         "ENSG00000110888",
         "ENSG00000110900",
         "ENSG00000110934",
+        "ENSG00000111052",
         "ENSG00000111057",
         "ENSG00000111087",
         "ENSG00000111181",
@@ -740,12 +750,10 @@
         "ENSG00000111371",
         "ENSG00000111404",
         "ENSG00000111405",
-        "ENSG00000111424",
         "ENSG00000111432",
         "ENSG00000111445",
         "ENSG00000111490",
         "ENSG00000111537",
-        "ENSG00000111554",
         "ENSG00000111581",
         "ENSG00000111602",
         "ENSG00000111644",
@@ -753,13 +761,14 @@
         "ENSG00000111665",
         "ENSG00000111670",
         "ENSG00000111674",
+        "ENSG00000111679",
         "ENSG00000111696",
-        "ENSG00000111728",
+        "ENSG00000111725",
         "ENSG00000111732",
         "ENSG00000111796",
         "ENSG00000111801",
+        "ENSG00000111802",
         "ENSG00000111816",
-        "ENSG00000111834",
         "ENSG00000111859",
         "ENSG00000111879",
         "ENSG00000111907",
@@ -789,9 +798,8 @@
         "ENSG00000112877",
         "ENSG00000112981",
         "ENSG00000113070",
-        "ENSG00000113088",
+        "ENSG00000113119",
         "ENSG00000113140",
-        "ENSG00000113194",
         "ENSG00000113209",
         "ENSG00000113212",
         "ENSG00000113248",
@@ -802,9 +810,7 @@
         "ENSG00000113368",
         "ENSG00000113389",
         "ENSG00000113494",
-        "ENSG00000113525",
         "ENSG00000113578",
-        "ENSG00000113594",
         "ENSG00000113739",
         "ENSG00000113761",
         "ENSG00000113790",
@@ -813,7 +819,7 @@
         "ENSG00000114054",
         "ENSG00000114107",
         "ENSG00000114200",
-        "ENSG00000114268",
+        "ENSG00000114251",
         "ENSG00000114270",
         "ENSG00000114279",
         "ENSG00000114346",
@@ -824,7 +830,7 @@
         "ENSG00000114670",
         "ENSG00000114735",
         "ENSG00000114737",
-        "ENSG00000114738",
+        "ENSG00000114812",
         "ENSG00000114904",
         "ENSG00000114923",
         "ENSG00000114948",
@@ -834,11 +840,9 @@
         "ENSG00000115085",
         "ENSG00000115107",
         "ENSG00000115165",
-        "ENSG00000115226",
         "ENSG00000115232",
         "ENSG00000115233",
         "ENSG00000115255",
-        "ENSG00000115257",
         "ENSG00000115290",
         "ENSG00000115318",
         "ENSG00000115325",
@@ -850,7 +854,6 @@
         "ENSG00000115474",
         "ENSG00000115523",
         "ENSG00000115526",
-        "ENSG00000115540",
         "ENSG00000115556",
         "ENSG00000115596",
         "ENSG00000115602",
@@ -955,6 +958,7 @@
         "ENSG00000119938",
         "ENSG00000119946",
         "ENSG00000119969",
+        "ENSG00000119977",
         "ENSG00000119979",
         "ENSG00000120049",
         "ENSG00000120129",
@@ -1009,6 +1013,7 @@
         "ENSG00000122733",
         "ENSG00000122756",
         "ENSG00000122778",
+        "ENSG00000122824",
         "ENSG00000122861",
         "ENSG00000122877",
         "ENSG00000122952",
@@ -1054,11 +1059,12 @@
         "ENSG00000124701",
         "ENSG00000124713",
         "ENSG00000124772",
+        "ENSG00000124785",
         "ENSG00000124787",
         "ENSG00000124882",
-        "ENSG00000125046",
         "ENSG00000125148",
         "ENSG00000125149",
+        "ENSG00000125170",
         "ENSG00000125245",
         "ENSG00000125247",
         "ENSG00000125355",
@@ -1140,6 +1146,7 @@
         "ENSG00000128346",
         "ENSG00000128394",
         "ENSG00000128408",
+        "ENSG00000128422",
         "ENSG00000128482",
         "ENSG00000128513",
         "ENSG00000128536",
@@ -1156,7 +1163,6 @@
         "ENSG00000128965",
         "ENSG00000129204",
         "ENSG00000129219",
-        "ENSG00000129347",
         "ENSG00000129422",
         "ENSG00000129474",
         "ENSG00000129538",
@@ -1186,6 +1192,7 @@
         "ENSG00000130590",
         "ENSG00000130598",
         "ENSG00000130649",
+        "ENSG00000130700",
         "ENSG00000130702",
         "ENSG00000130713",
         "ENSG00000130762",
@@ -1207,8 +1214,8 @@
         "ENSG00000131242",
         "ENSG00000131323",
         "ENSG00000131373",
+        "ENSG00000131386",
         "ENSG00000131389",
-        "ENSG00000131437",
         "ENSG00000131459",
         "ENSG00000131480",
         "ENSG00000131620",
@@ -1225,6 +1232,7 @@
         "ENSG00000131941",
         "ENSG00000131944",
         "ENSG00000131969",
+        "ENSG00000132000",
         "ENSG00000132002",
         "ENSG00000132004",
         "ENSG00000132016",
@@ -1249,7 +1257,6 @@
         "ENSG00000132623",
         "ENSG00000132646",
         "ENSG00000132664",
-        "ENSG00000132692",
         "ENSG00000132749",
         "ENSG00000132768",
         "ENSG00000132792",
@@ -1258,8 +1265,8 @@
         "ENSG00000132846",
         "ENSG00000132915",
         "ENSG00000132932",
+        "ENSG00000132952",
         "ENSG00000133048",
-        "ENSG00000133063",
         "ENSG00000133069",
         "ENSG00000133105",
         "ENSG00000133110",
@@ -1313,14 +1320,12 @@
         "ENSG00000134853",
         "ENSG00000134864",
         "ENSG00000134873",
-        "ENSG00000134874",
         "ENSG00000134901",
         "ENSG00000134962",
         "ENSG00000135002",
         "ENSG00000135046",
         "ENSG00000135063",
         "ENSG00000135069",
-        "ENSG00000135077",
         "ENSG00000135108",
         "ENSG00000135111",
         "ENSG00000135114",
@@ -1345,9 +1350,9 @@
         "ENSG00000135503",
         "ENSG00000135547",
         "ENSG00000135587",
-        "ENSG00000135596",
         "ENSG00000135622",
         "ENSG00000135625",
+        "ENSG00000135631",
         "ENSG00000135632",
         "ENSG00000135723",
         "ENSG00000135740",
@@ -1355,9 +1360,7 @@
         "ENSG00000135763",
         "ENSG00000135776",
         "ENSG00000135821",
-        "ENSG00000135823",
         "ENSG00000135828",
-        "ENSG00000135900",
         "ENSG00000135912",
         "ENSG00000135914",
         "ENSG00000135919",
@@ -1383,9 +1386,9 @@
         "ENSG00000136404",
         "ENSG00000136444",
         "ENSG00000136463",
+        "ENSG00000136485",
         "ENSG00000136492",
         "ENSG00000136514",
-        "ENSG00000136518",
         "ENSG00000136542",
         "ENSG00000136546",
         "ENSG00000136631",
@@ -1394,13 +1397,13 @@
         "ENSG00000136811",
         "ENSG00000136866",
         "ENSG00000136870",
-        "ENSG00000136875",
         "ENSG00000136943",
         "ENSG00000136944",
         "ENSG00000136982",
         "ENSG00000136997",
         "ENSG00000136999",
-        "ENSG00000137055",
+        "ENSG00000137040",
+        "ENSG00000137054",
         "ENSG00000137077",
         "ENSG00000137078",
         "ENSG00000137098",
@@ -1428,10 +1431,8 @@
         "ENSG00000137561",
         "ENSG00000137563",
         "ENSG00000137573",
-        "ENSG00000137575",
         "ENSG00000137642",
         "ENSG00000137673",
-        "ENSG00000137691",
         "ENSG00000137710",
         "ENSG00000137731",
         "ENSG00000137752",
@@ -1441,6 +1442,7 @@
         "ENSG00000137806",
         "ENSG00000137824",
         "ENSG00000137825",
+        "ENSG00000137841",
         "ENSG00000137842",
         "ENSG00000137869",
         "ENSG00000137872",
@@ -1465,16 +1467,17 @@
         "ENSG00000138363",
         "ENSG00000138395",
         "ENSG00000138400",
-        "ENSG00000138496",
         "ENSG00000138606",
         "ENSG00000138615",
         "ENSG00000138617",
         "ENSG00000138658",
         "ENSG00000138678",
+        "ENSG00000138686",
         "ENSG00000138722",
         "ENSG00000138741",
         "ENSG00000138769",
         "ENSG00000138772",
+        "ENSG00000138792",
         "ENSG00000138794",
         "ENSG00000138795",
         "ENSG00000138944",
@@ -1484,6 +1487,7 @@
         "ENSG00000139155",
         "ENSG00000139160",
         "ENSG00000139187",
+        "ENSG00000139190",
         "ENSG00000139200",
         "ENSG00000139209",
         "ENSG00000139211",
@@ -1499,9 +1503,11 @@
         "ENSG00000139637",
         "ENSG00000139641",
         "ENSG00000139679",
+        "ENSG00000139697",
         "ENSG00000139714",
         "ENSG00000139737",
         "ENSG00000139874",
+        "ENSG00000139899",
         "ENSG00000139998",
         "ENSG00000140006",
         "ENSG00000140030",
@@ -1530,11 +1536,10 @@
         "ENSG00000140538",
         "ENSG00000140740",
         "ENSG00000140832",
-        "ENSG00000140939",
         "ENSG00000140945",
         "ENSG00000140955",
         "ENSG00000140968",
-        "ENSG00000140993",
+        "ENSG00000140987",
         "ENSG00000141040",
         "ENSG00000141076",
         "ENSG00000141098",
@@ -1583,7 +1588,6 @@
         "ENSG00000143061",
         "ENSG00000143067",
         "ENSG00000143126",
-        "ENSG00000143147",
         "ENSG00000143156",
         "ENSG00000143157",
         "ENSG00000143171",
@@ -1597,7 +1601,6 @@
         "ENSG00000143333",
         "ENSG00000143355",
         "ENSG00000143363",
-        "ENSG00000143367",
         "ENSG00000143387",
         "ENSG00000143412",
         "ENSG00000143450",
@@ -1625,6 +1628,7 @@
         "ENSG00000143971",
         "ENSG00000143994",
         "ENSG00000144026",
+        "ENSG00000144031",
         "ENSG00000144061",
         "ENSG00000144118",
         "ENSG00000144120",
@@ -1634,7 +1638,6 @@
         "ENSG00000144231",
         "ENSG00000144233",
         "ENSG00000144290",
-        "ENSG00000144331",
         "ENSG00000144339",
         "ENSG00000144354",
         "ENSG00000144362",
@@ -1660,6 +1663,7 @@
         "ENSG00000145283",
         "ENSG00000145293",
         "ENSG00000145332",
+        "ENSG00000145358",
         "ENSG00000145386",
         "ENSG00000145423",
         "ENSG00000145476",
@@ -1675,7 +1679,6 @@
         "ENSG00000145777",
         "ENSG00000145794",
         "ENSG00000145824",
-        "ENSG00000145882",
         "ENSG00000145908",
         "ENSG00000145911",
         "ENSG00000145936",
@@ -1683,6 +1686,7 @@
         "ENSG00000145990",
         "ENSG00000146006",
         "ENSG00000146021",
+        "ENSG00000146094",
         "ENSG00000146147",
         "ENSG00000146151",
         "ENSG00000146197",
@@ -1694,10 +1698,8 @@
         "ENSG00000146267",
         "ENSG00000146285",
         "ENSG00000146409",
-        "ENSG00000146453",
         "ENSG00000146469",
         "ENSG00000146476",
-        "ENSG00000146530",
         "ENSG00000146587",
         "ENSG00000146670",
         "ENSG00000146674",
@@ -1708,6 +1710,7 @@
         "ENSG00000146950",
         "ENSG00000147113",
         "ENSG00000147118",
+        "ENSG00000147121",
         "ENSG00000147138",
         "ENSG00000147144",
         "ENSG00000147166",
@@ -1718,6 +1721,7 @@
         "ENSG00000147536",
         "ENSG00000147588",
         "ENSG00000147604",
+        "ENSG00000147606",
         "ENSG00000147647",
         "ENSG00000147872",
         "ENSG00000147883",
@@ -1728,12 +1732,10 @@
         "ENSG00000148153",
         "ENSG00000148158",
         "ENSG00000148180",
-        "ENSG00000148229",
         "ENSG00000148344",
         "ENSG00000148384",
         "ENSG00000148426",
         "ENSG00000148459",
-        "ENSG00000148541",
         "ENSG00000148604",
         "ENSG00000148606",
         "ENSG00000148660",
@@ -1743,7 +1745,6 @@
         "ENSG00000148843",
         "ENSG00000148848",
         "ENSG00000148926",
-        "ENSG00000148935",
         "ENSG00000148985",
         "ENSG00000149054",
         "ENSG00000149131",
@@ -1751,7 +1752,6 @@
         "ENSG00000149243",
         "ENSG00000149292",
         "ENSG00000149328",
-        "ENSG00000149474",
         "ENSG00000149485",
         "ENSG00000149488",
         "ENSG00000149503",
@@ -1789,6 +1789,7 @@
         "ENSG00000151150",
         "ENSG00000151332",
         "ENSG00000151364",
+        "ENSG00000151388",
         "ENSG00000151445",
         "ENSG00000151458",
         "ENSG00000151468",
@@ -1796,6 +1797,7 @@
         "ENSG00000151498",
         "ENSG00000151503",
         "ENSG00000151611",
+        "ENSG00000151617",
         "ENSG00000151640",
         "ENSG00000151651",
         "ENSG00000151690",
@@ -1818,6 +1820,8 @@
         "ENSG00000152443",
         "ENSG00000152454",
         "ENSG00000152455",
+        "ENSG00000152457",
+        "ENSG00000152465",
         "ENSG00000152495",
         "ENSG00000152583",
         "ENSG00000152642",
@@ -1831,6 +1835,7 @@
         "ENSG00000152932",
         "ENSG00000152944",
         "ENSG00000152969",
+        "ENSG00000152977",
         "ENSG00000152990",
         "ENSG00000153012",
         "ENSG00000153044",
@@ -1870,7 +1875,6 @@
         "ENSG00000154928",
         "ENSG00000154930",
         "ENSG00000154957",
-        "ENSG00000155090",
         "ENSG00000155093",
         "ENSG00000155097",
         "ENSG00000155100",
@@ -1886,16 +1890,17 @@
         "ENSG00000155666",
         "ENSG00000155729",
         "ENSG00000155760",
-        "ENSG00000155827",
         "ENSG00000155886",
         "ENSG00000155893",
         "ENSG00000155926",
         "ENSG00000155961",
         "ENSG00000155966",
         "ENSG00000155980",
+        "ENSG00000156017",
         "ENSG00000156049",
         "ENSG00000156050",
         "ENSG00000156076",
+        "ENSG00000156136",
         "ENSG00000156172",
         "ENSG00000156194",
         "ENSG00000156265",
@@ -1932,7 +1937,6 @@
         "ENSG00000157353",
         "ENSG00000157399",
         "ENSG00000157404",
-        "ENSG00000157423",
         "ENSG00000157429",
         "ENSG00000157456",
         "ENSG00000157470",
@@ -1950,6 +1954,8 @@
         "ENSG00000158050",
         "ENSG00000158055",
         "ENSG00000158079",
+        "ENSG00000158089",
+        "ENSG00000158104",
         "ENSG00000158106",
         "ENSG00000158113",
         "ENSG00000158158",
@@ -1978,12 +1984,10 @@
         "ENSG00000159214",
         "ENSG00000159251",
         "ENSG00000159259",
-        "ENSG00000159307",
         "ENSG00000159363",
         "ENSG00000159374",
         "ENSG00000159387",
         "ENSG00000159388",
-        "ENSG00000159399",
         "ENSG00000159403",
         "ENSG00000159423",
         "ENSG00000159445",
@@ -2014,10 +2018,8 @@
         "ENSG00000160539",
         "ENSG00000160588",
         "ENSG00000160593",
-        "ENSG00000160602",
         "ENSG00000160606",
         "ENSG00000160654",
-        "ENSG00000160688",
         "ENSG00000160712",
         "ENSG00000160753",
         "ENSG00000160767",
@@ -2101,7 +2103,6 @@
         "ENSG00000162931",
         "ENSG00000162998",
         "ENSG00000162999",
-        "ENSG00000163002",
         "ENSG00000163013",
         "ENSG00000163017",
         "ENSG00000163026",
@@ -2125,7 +2126,6 @@
         "ENSG00000163462",
         "ENSG00000163467",
         "ENSG00000163472",
-        "ENSG00000163507",
         "ENSG00000163508",
         "ENSG00000163517",
         "ENSG00000163519",
@@ -2155,9 +2155,7 @@
         "ENSG00000163751",
         "ENSG00000163762",
         "ENSG00000163794",
-        "ENSG00000163795",
         "ENSG00000163808",
-        "ENSG00000163818",
         "ENSG00000163833",
         "ENSG00000163873",
         "ENSG00000163879",
@@ -2165,7 +2163,6 @@
         "ENSG00000163918",
         "ENSG00000163935",
         "ENSG00000163945",
-        "ENSG00000163959",
         "ENSG00000163995",
         "ENSG00000164002",
         "ENSG00000164010",
@@ -2207,6 +2204,7 @@
         "ENSG00000164404",
         "ENSG00000164406",
         "ENSG00000164411",
+        "ENSG00000164465",
         "ENSG00000164483",
         "ENSG00000164484",
         "ENSG00000164509",
@@ -2216,7 +2214,7 @@
         "ENSG00000164576",
         "ENSG00000164591",
         "ENSG00000164621",
-        "ENSG00000164626",
+        "ENSG00000164638",
         "ENSG00000164647",
         "ENSG00000164649",
         "ENSG00000164675",
@@ -2234,11 +2232,11 @@
         "ENSG00000164850",
         "ENSG00000164867",
         "ENSG00000164879",
+        "ENSG00000164904",
         "ENSG00000164920",
         "ENSG00000164929",
         "ENSG00000164932",
         "ENSG00000164933",
-        "ENSG00000164935",
         "ENSG00000164944",
         "ENSG00000164949",
         "ENSG00000164976",
@@ -2252,6 +2250,7 @@
         "ENSG00000165195",
         "ENSG00000165244",
         "ENSG00000165269",
+        "ENSG00000165271",
         "ENSG00000165272",
         "ENSG00000165312",
         "ENSG00000165325",
@@ -2275,12 +2274,10 @@
         "ENSG00000165943",
         "ENSG00000165949",
         "ENSG00000165972",
-        "ENSG00000165983",
         "ENSG00000165985",
         "ENSG00000166035",
         "ENSG00000166073",
         "ENSG00000166123",
-        "ENSG00000166133",
         "ENSG00000166135",
         "ENSG00000166145",
         "ENSG00000166147",
@@ -2294,7 +2291,6 @@
         "ENSG00000166317",
         "ENSG00000166321",
         "ENSG00000166435",
-        "ENSG00000166446",
         "ENSG00000166448",
         "ENSG00000166451",
         "ENSG00000166454",
@@ -2323,7 +2319,6 @@
         "ENSG00000166896",
         "ENSG00000166908",
         "ENSG00000166923",
-        "ENSG00000166965",
         "ENSG00000167034",
         "ENSG00000167077",
         "ENSG00000167083",
@@ -2339,7 +2334,6 @@
         "ENSG00000167280",
         "ENSG00000167281",
         "ENSG00000167333",
-        "ENSG00000167394",
         "ENSG00000167414",
         "ENSG00000167434",
         "ENSG00000167447",
@@ -2359,11 +2353,12 @@
         "ENSG00000167634",
         "ENSG00000167664",
         "ENSG00000167676",
-        "ENSG00000167699",
+        "ENSG00000167695",
         "ENSG00000167723",
         "ENSG00000167769",
         "ENSG00000167779",
         "ENSG00000167840",
+        "ENSG00000167842",
         "ENSG00000167850",
         "ENSG00000167851",
         "ENSG00000167861",
@@ -2371,7 +2366,6 @@
         "ENSG00000167900",
         "ENSG00000167912",
         "ENSG00000167916",
-        "ENSG00000167962",
         "ENSG00000167967",
         "ENSG00000167972",
         "ENSG00000167981",
@@ -2387,10 +2381,12 @@
         "ENSG00000168228",
         "ENSG00000168229",
         "ENSG00000168237",
+        "ENSG00000168243",
         "ENSG00000168280",
         "ENSG00000168309",
         "ENSG00000168329",
         "ENSG00000168350",
+        "ENSG00000168389",
         "ENSG00000168394",
         "ENSG00000168404",
         "ENSG00000168421",
@@ -2460,7 +2456,6 @@
         "ENSG00000169981",
         "ENSG00000169994",
         "ENSG00000170006",
-        "ENSG00000170037",
         "ENSG00000170049",
         "ENSG00000170074",
         "ENSG00000170075",
@@ -2469,7 +2464,6 @@
         "ENSG00000170191",
         "ENSG00000170222",
         "ENSG00000170260",
-        "ENSG00000170264",
         "ENSG00000170289",
         "ENSG00000170290",
         "ENSG00000170312",
@@ -2501,6 +2495,7 @@
         "ENSG00000170854",
         "ENSG00000170915",
         "ENSG00000170954",
+        "ENSG00000170961",
         "ENSG00000170989",
         "ENSG00000171103",
         "ENSG00000171115",
@@ -2508,9 +2503,7 @@
         "ENSG00000171169",
         "ENSG00000171219",
         "ENSG00000171224",
-        "ENSG00000171236",
         "ENSG00000171241",
-        "ENSG00000171291",
         "ENSG00000171303",
         "ENSG00000171365",
         "ENSG00000171385",
@@ -2544,11 +2537,9 @@
         "ENSG00000171951",
         "ENSG00000171953",
         "ENSG00000171962",
-        "ENSG00000171984",
         "ENSG00000172000",
         "ENSG00000172005",
         "ENSG00000172006",
-        "ENSG00000172009",
         "ENSG00000172031",
         "ENSG00000172116",
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@@ -2558,6 +2549,7 @@
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