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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 | 1255 | 0.98 | 0.97 | 0.98 | 0.97 | 0.00 | 0.95 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 849 | 0.92 | 0.92 | 0.95 | 0.92 | 0.00 | 0.90 | 0.92 | 0.92 | 0.94 |\n| macrophage | 758 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.95 | 0.98 | 0.97 | 0.98 |\n| endothelial cell | 274 | 0.76 | 0.67 | 0.78 | 0.65 | 0.00 | 0.68 | 0.84 | 0.85 | 0.86 |\n| capillary endothelial cell | 192 | 0.70 | 0.64 | 0.65 | 0.55 | 0.00 | 0.59 | 0.73 | 0.78 | 0.77 |\n| pericyte | 183 | 0.80 | 0.82 | 0.88 | 0.78 | 0.00 | 0.77 | 0.80 | 0.78 | 0.85 |\n| CD8-positive, alpha-beta T cell | 166 | 0.64 | 0.70 | 0.73 | 0.59 | 0.00 | 0.69 | 0.69 | 0.69 | 0.73 |\n| neutrophil | 135 | 1.00 | 1.00 | 0.99 | 1.00 | 0.00 | 1.00 | 1.00 | 0.99 | 1.00 |\n| vein endothelial cell | 78 | 0.62 | 0.38 | 0.48 | 0.46 | 0.00 | 0.56 | 0.65 | 0.72 | 0.70 |\n| CD4-positive, alpha-beta T cell | 91 | 0.69 | 0.75 | 0.73 | 0.43 | 0.00 | 0.72 | 0.78 | 0.76 | 0.78 |\n| endothelial cell of artery | 64 | 0.83 | 0.85 | 0.87 | 0.67 | 0.00 | 0.71 | 0.77 | 0.82 | 0.86 |\n| mature NK T cell | 55 | 0.68 | 0.69 | 0.62 | 0.32 | 0.00 | 0.70 | 0.66 | 0.70 | 0.67 |\n| monocyte | 44 | 0.86 | 0.86 | 0.87 | 0.83 | 0.00 | 0.57 | 0.82 | 0.75 | 0.87 |\n| basophil | 24 | 0.66 | 0.76 | 0.57 | 0.67 | 0.00 | 0.89 | 0.98 | 0.92 | 0.86 |\n| natural killer cell | 20 | 0.40 | 0.44 | 0.32 | 0.21 | 0.00 | 0.47 | 0.38 | 0.41 | 0.51 |\n| endothelial cell of lymphatic vessel | 20 | 0.95 | 0.98 | 1.00 | 0.86 | 0.00 | 0.78 | 0.95 | 0.95 | 0.98 |\n| mast cell | 20 | 0.00 | 0.63 | 0.43 | 0.63 | 0.00 | 0.77 | 0.98 | 0.88 | 0.79 |\n| B cell | 15 | 0.93 | 0.90 | 0.90 | 0.97 | 0.00 | 0.97 | 1.00 | 0.93 | 0.97 |\n| erythrocyte | 6 | 0.92 | 1.00 | 1.00 | 1.00 | 0.00 | 0.75 | 1.00 | 1.00 | 1.00 |\n| plasma cell | 7 | 0.92 | 0.83 | 0.92 | 0.86 | 0.00 | 0.80 | 1.00 | 0.77 | 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 | 0.99 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 7738 | 0.91 | 0.89 | 0.97 | 0.96 | 0.00 | 0.91 | 0.92 | 0.92 | 0.94 |\n| macrophage | 6759 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.95 | 0.98 | 0.97 | 0.99 |\n| endothelial cell | 2412 | 0.76 | 0.59 | 0.82 | 0.82 | 0.00 | 0.88 | 0.87 | 0.87 | 0.92 |\n| capillary endothelial cell | 1843 | 0.73 | 0.61 | 0.77 | 0.77 | 0.00 | 0.80 | 0.82 | 0.85 | 0.88 |\n| pericyte | 1588 | 0.77 | 0.79 | 0.92 | 0.88 | 0.00 | 0.76 | 0.82 | 0.81 | 0.87 |\n| CD8-positive, alpha-beta T cell | 1366 | 0.72 | 0.73 | 0.82 | 0.74 | 0.00 | 0.80 | 0.85 | 0.87 | 0.85 |\n| neutrophil | 1305 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| vein endothelial cell | 797 | 0.60 | 0.32 | 0.65 | 0.68 | 0.00 | 0.77 | 0.77 | 0.79 | 0.82 |\n| CD4-positive, alpha-beta T cell | 637 | 0.72 | 0.72 | 0.78 | 0.59 | 0.00 | 0.77 | 0.86 | 0.89 | 0.83 |\n| endothelial cell of artery | 581 | 0.79 | 0.79 | 0.87 | 0.79 | 0.00 | 0.77 | 0.83 | 0.85 | 0.87 |\n| mature NK T cell | 460 | 0.70 | 0.70 | 0.75 | 0.56 | 0.00 | 0.80 | 0.88 | 0.88 | 0.85 |\n| monocyte | 383 | 0.84 | 0.85 | 0.88 | 0.86 | 0.00 | 0.63 | 0.81 | 0.78 | 0.88 |\n| basophil | 220 | 0.72 | 0.74 | 0.80 | 0.93 | 0.00 | 0.95 | 0.98 | 0.98 | 0.95 |\n| natural killer cell | 222 | 0.53 | 0.51 | 0.58 | 0.37 | 0.00 | 0.71 | 0.91 | 0.91 | 0.89 |\n| endothelial cell of lymphatic vessel | 178 | 0.95 | 0.95 | 0.96 | 0.93 | 0.00 | 0.82 | 0.97 | 0.96 | 0.96 |\n| mast cell | 139 | 0.00 | 0.50 | 0.67 | 0.89 | 0.00 | 0.75 | 0.99 | 0.98 | 0.97 |\n| B cell | 133 | 0.96 | 0.97 | 0.96 | 0.96 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| erythrocyte | 77 | 0.92 | 0.91 | 0.97 | 0.97 | 0.00 | 0.90 | 0.98 | 0.96 | 0.98 |\n| plasma cell | 61 | 0.93 | 0.91 | 0.97 | 0.84 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| T cell | 15 | 0.00 | 0.00 | 0.55 | 0.31 | 0.00 | 0.28 | 0.94 | 0.91 | 0.79 |\n| intermediate monocyte | 13 | 0.00 | 0.00 | 0.33 | 0.35 | 0.00 | 0.17 | 0.96 | 0.93 | 0.73 |\n| classical monocyte | 12 | 0.00 | 0.00 | 0.53 | 0.64 | 0.00 | 0.83 | 1.00 | 1.00 | 0.91 |\n| myeloid dendritic cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0.91 | 0.62 | 0.33 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 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 | 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 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000000003",
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         "ENSG00000008394",
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         "ENSG00000115233",
         "ENSG00000115255",
+        "ENSG00000115257",
         "ENSG00000115290",
         "ENSG00000115318",
         "ENSG00000115325",
@@ -849,6 +850,7 @@
         "ENSG00000115474",
         "ENSG00000115523",
         "ENSG00000115526",
+        "ENSG00000115540",
         "ENSG00000115556",
         "ENSG00000115596",
         "ENSG00000115602",
@@ -941,7 +943,6 @@
         "ENSG00000119401",
         "ENSG00000119408",
         "ENSG00000119523",
-        "ENSG00000119630",
         "ENSG00000119681",
         "ENSG00000119684",
         "ENSG00000119699",
@@ -954,7 +955,6 @@
         "ENSG00000119938",
         "ENSG00000119946",
         "ENSG00000119969",
-        "ENSG00000119977",
         "ENSG00000119979",
         "ENSG00000120049",
         "ENSG00000120129",
@@ -1009,7 +1009,6 @@
         "ENSG00000122733",
         "ENSG00000122756",
         "ENSG00000122778",
-        "ENSG00000122824",
         "ENSG00000122861",
         "ENSG00000122877",
         "ENSG00000122952",
@@ -1055,13 +1054,11 @@
         "ENSG00000124701",
         "ENSG00000124713",
         "ENSG00000124772",
-        "ENSG00000124785",
         "ENSG00000124787",
         "ENSG00000124882",
         "ENSG00000125046",
         "ENSG00000125148",
         "ENSG00000125149",
-        "ENSG00000125170",
         "ENSG00000125245",
         "ENSG00000125247",
         "ENSG00000125355",
@@ -1143,7 +1140,6 @@
         "ENSG00000128346",
         "ENSG00000128394",
         "ENSG00000128408",
-        "ENSG00000128422",
         "ENSG00000128482",
         "ENSG00000128513",
         "ENSG00000128536",
@@ -1160,6 +1156,7 @@
         "ENSG00000128965",
         "ENSG00000129204",
         "ENSG00000129219",
+        "ENSG00000129347",
         "ENSG00000129422",
         "ENSG00000129474",
         "ENSG00000129538",
@@ -1211,6 +1208,7 @@
         "ENSG00000131323",
         "ENSG00000131373",
         "ENSG00000131389",
+        "ENSG00000131437",
         "ENSG00000131459",
         "ENSG00000131480",
         "ENSG00000131620",
@@ -1227,7 +1225,6 @@
         "ENSG00000131941",
         "ENSG00000131944",
         "ENSG00000131969",
-        "ENSG00000132000",
         "ENSG00000132002",
         "ENSG00000132004",
         "ENSG00000132016",
@@ -1252,6 +1249,7 @@
         "ENSG00000132623",
         "ENSG00000132646",
         "ENSG00000132664",
+        "ENSG00000132692",
         "ENSG00000132749",
         "ENSG00000132768",
         "ENSG00000132792",
@@ -1315,12 +1313,14 @@
         "ENSG00000134853",
         "ENSG00000134864",
         "ENSG00000134873",
+        "ENSG00000134874",
         "ENSG00000134901",
         "ENSG00000134962",
         "ENSG00000135002",
         "ENSG00000135046",
         "ENSG00000135063",
         "ENSG00000135069",
+        "ENSG00000135077",
         "ENSG00000135108",
         "ENSG00000135111",
         "ENSG00000135114",
@@ -1345,9 +1345,9 @@
         "ENSG00000135503",
         "ENSG00000135547",
         "ENSG00000135587",
+        "ENSG00000135596",
         "ENSG00000135622",
         "ENSG00000135625",
-        "ENSG00000135631",
         "ENSG00000135632",
         "ENSG00000135723",
         "ENSG00000135740",
@@ -1355,6 +1355,7 @@
         "ENSG00000135763",
         "ENSG00000135776",
         "ENSG00000135821",
+        "ENSG00000135823",
         "ENSG00000135828",
         "ENSG00000135900",
         "ENSG00000135912",
@@ -1376,12 +1377,12 @@
         "ENSG00000136244",
         "ENSG00000136270",
         "ENSG00000136286",
+        "ENSG00000136319",
         "ENSG00000136378",
         "ENSG00000136379",
         "ENSG00000136404",
         "ENSG00000136444",
         "ENSG00000136463",
-        "ENSG00000136485",
         "ENSG00000136492",
         "ENSG00000136514",
         "ENSG00000136518",
@@ -1399,6 +1400,7 @@
         "ENSG00000136982",
         "ENSG00000136997",
         "ENSG00000136999",
+        "ENSG00000137055",
         "ENSG00000137077",
         "ENSG00000137078",
         "ENSG00000137098",
@@ -1429,6 +1431,7 @@
         "ENSG00000137575",
         "ENSG00000137642",
         "ENSG00000137673",
+        "ENSG00000137691",
         "ENSG00000137710",
         "ENSG00000137731",
         "ENSG00000137752",
@@ -1468,12 +1471,10 @@
         "ENSG00000138617",
         "ENSG00000138658",
         "ENSG00000138678",
-        "ENSG00000138686",
         "ENSG00000138722",
         "ENSG00000138741",
         "ENSG00000138769",
         "ENSG00000138772",
-        "ENSG00000138792",
         "ENSG00000138794",
         "ENSG00000138795",
         "ENSG00000138944",
@@ -1498,7 +1499,6 @@
         "ENSG00000139637",
         "ENSG00000139641",
         "ENSG00000139679",
-        "ENSG00000139697",
         "ENSG00000139714",
         "ENSG00000139737",
         "ENSG00000139874",
@@ -1530,10 +1530,11 @@
         "ENSG00000140538",
         "ENSG00000140740",
         "ENSG00000140832",
+        "ENSG00000140939",
         "ENSG00000140945",
         "ENSG00000140955",
         "ENSG00000140968",
-        "ENSG00000140987",
+        "ENSG00000140993",
         "ENSG00000141040",
         "ENSG00000141076",
         "ENSG00000141098",
@@ -1596,6 +1597,7 @@
         "ENSG00000143333",
         "ENSG00000143355",
         "ENSG00000143363",
+        "ENSG00000143367",
         "ENSG00000143387",
         "ENSG00000143412",
         "ENSG00000143450",
@@ -1623,7 +1625,6 @@
         "ENSG00000143971",
         "ENSG00000143994",
         "ENSG00000144026",
-        "ENSG00000144031",
         "ENSG00000144061",
         "ENSG00000144118",
         "ENSG00000144120",
@@ -1633,6 +1634,7 @@
         "ENSG00000144231",
         "ENSG00000144233",
         "ENSG00000144290",
+        "ENSG00000144331",
         "ENSG00000144339",
         "ENSG00000144354",
         "ENSG00000144362",
@@ -1658,7 +1660,6 @@
         "ENSG00000145283",
         "ENSG00000145293",
         "ENSG00000145332",
-        "ENSG00000145358",
         "ENSG00000145386",
         "ENSG00000145423",
         "ENSG00000145476",
@@ -1674,6 +1675,7 @@
         "ENSG00000145777",
         "ENSG00000145794",
         "ENSG00000145824",
+        "ENSG00000145882",
         "ENSG00000145908",
         "ENSG00000145911",
         "ENSG00000145936",
@@ -1681,7 +1683,6 @@
         "ENSG00000145990",
         "ENSG00000146006",
         "ENSG00000146021",
-        "ENSG00000146094",
         "ENSG00000146147",
         "ENSG00000146151",
         "ENSG00000146197",
@@ -1693,8 +1694,10 @@
         "ENSG00000146267",
         "ENSG00000146285",
         "ENSG00000146409",
+        "ENSG00000146453",
         "ENSG00000146469",
         "ENSG00000146476",
+        "ENSG00000146530",
         "ENSG00000146587",
         "ENSG00000146670",
         "ENSG00000146674",
@@ -1705,8 +1708,6 @@
         "ENSG00000146950",
         "ENSG00000147113",
         "ENSG00000147118",
-        "ENSG00000147121",
-        "ENSG00000147130",
         "ENSG00000147138",
         "ENSG00000147144",
         "ENSG00000147166",
@@ -1742,6 +1743,7 @@
         "ENSG00000148843",
         "ENSG00000148848",
         "ENSG00000148926",
+        "ENSG00000148935",
         "ENSG00000148985",
         "ENSG00000149054",
         "ENSG00000149131",
@@ -1749,6 +1751,7 @@
         "ENSG00000149243",
         "ENSG00000149292",
         "ENSG00000149328",
+        "ENSG00000149474",
         "ENSG00000149485",
         "ENSG00000149488",
         "ENSG00000149503",
@@ -1786,7 +1789,6 @@
         "ENSG00000151150",
         "ENSG00000151332",
         "ENSG00000151364",
-        "ENSG00000151388",
         "ENSG00000151445",
         "ENSG00000151458",
         "ENSG00000151468",
@@ -1829,7 +1831,6 @@
         "ENSG00000152932",
         "ENSG00000152944",
         "ENSG00000152969",
-        "ENSG00000152977",
         "ENSG00000152990",
         "ENSG00000153012",
         "ENSG00000153044",
@@ -1895,7 +1896,6 @@
         "ENSG00000156049",
         "ENSG00000156050",
         "ENSG00000156076",
-        "ENSG00000156136",
         "ENSG00000156172",
         "ENSG00000156194",
         "ENSG00000156265",
@@ -1950,8 +1950,6 @@
         "ENSG00000158050",
         "ENSG00000158055",
         "ENSG00000158079",
-        "ENSG00000158089",
-        "ENSG00000158104",
         "ENSG00000158106",
         "ENSG00000158113",
         "ENSG00000158158",
@@ -1980,6 +1978,7 @@
         "ENSG00000159214",
         "ENSG00000159251",
         "ENSG00000159259",
+        "ENSG00000159307",
         "ENSG00000159363",
         "ENSG00000159374",
         "ENSG00000159387",
@@ -2018,6 +2017,7 @@
         "ENSG00000160602",
         "ENSG00000160606",
         "ENSG00000160654",
+        "ENSG00000160688",
         "ENSG00000160712",
         "ENSG00000160753",
         "ENSG00000160767",
@@ -2101,6 +2101,7 @@
         "ENSG00000162931",
         "ENSG00000162998",
         "ENSG00000162999",
+        "ENSG00000163002",
         "ENSG00000163013",
         "ENSG00000163017",
         "ENSG00000163026",
@@ -2124,6 +2125,7 @@
         "ENSG00000163462",
         "ENSG00000163467",
         "ENSG00000163472",
+        "ENSG00000163507",
         "ENSG00000163508",
         "ENSG00000163517",
         "ENSG00000163519",
@@ -2153,6 +2155,7 @@
         "ENSG00000163751",
         "ENSG00000163762",
         "ENSG00000163794",
+        "ENSG00000163795",
         "ENSG00000163808",
         "ENSG00000163818",
         "ENSG00000163833",
@@ -2204,7 +2207,6 @@
         "ENSG00000164404",
         "ENSG00000164406",
         "ENSG00000164411",
-        "ENSG00000164465",
         "ENSG00000164483",
         "ENSG00000164484",
         "ENSG00000164509",
@@ -2214,6 +2216,7 @@
         "ENSG00000164576",
         "ENSG00000164591",
         "ENSG00000164621",
+        "ENSG00000164626",
         "ENSG00000164647",
         "ENSG00000164649",
         "ENSG00000164675",
@@ -2233,9 +2236,9 @@
         "ENSG00000164879",
         "ENSG00000164920",
         "ENSG00000164929",
-        "ENSG00000164930",
         "ENSG00000164932",
         "ENSG00000164933",
+        "ENSG00000164935",
         "ENSG00000164944",
         "ENSG00000164949",
         "ENSG00000164976",
@@ -2260,14 +2263,12 @@
         "ENSG00000165526",
         "ENSG00000165572",
         "ENSG00000165646",
-        "ENSG00000165688",
         "ENSG00000165695",
         "ENSG00000165730",
         "ENSG00000165733",
         "ENSG00000165795",
         "ENSG00000165810",
         "ENSG00000165816",
-        "ENSG00000165819",
         "ENSG00000165887",
         "ENSG00000165891",
         "ENSG00000165923",
@@ -2287,7 +2288,6 @@
         "ENSG00000166188",
         "ENSG00000166189",
         "ENSG00000166192",
-        "ENSG00000166224",
         "ENSG00000166257",
         "ENSG00000166261",
         "ENSG00000166265",
@@ -2359,12 +2359,11 @@
         "ENSG00000167634",
         "ENSG00000167664",
         "ENSG00000167676",
-        "ENSG00000167695",
+        "ENSG00000167699",
         "ENSG00000167723",
         "ENSG00000167769",
         "ENSG00000167779",
         "ENSG00000167840",
-        "ENSG00000167842",
         "ENSG00000167850",
         "ENSG00000167851",
         "ENSG00000167861",
@@ -2372,6 +2371,7 @@
         "ENSG00000167900",
         "ENSG00000167912",
         "ENSG00000167916",
+        "ENSG00000167962",
         "ENSG00000167967",
         "ENSG00000167972",
         "ENSG00000167981",
@@ -2391,7 +2391,6 @@
         "ENSG00000168309",
         "ENSG00000168329",
         "ENSG00000168350",
-        "ENSG00000168389",
         "ENSG00000168394",
         "ENSG00000168404",
         "ENSG00000168421",
@@ -2461,6 +2460,7 @@
         "ENSG00000169981",
         "ENSG00000169994",
         "ENSG00000170006",
+        "ENSG00000170037",
         "ENSG00000170049",
         "ENSG00000170074",
         "ENSG00000170075",
@@ -2499,10 +2499,8 @@
         "ENSG00000170745",
         "ENSG00000170779",
         "ENSG00000170854",
-        "ENSG00000170855",
         "ENSG00000170915",
         "ENSG00000170954",
-        "ENSG00000170961",
         "ENSG00000170989",
         "ENSG00000171103",
         "ENSG00000171115",
@@ -2510,7 +2508,9 @@
         "ENSG00000171169",
         "ENSG00000171219",
         "ENSG00000171224",
+        "ENSG00000171236",
         "ENSG00000171241",
+        "ENSG00000171291",
         "ENSG00000171303",
         "ENSG00000171365",
         "ENSG00000171385",
@@ -2544,6 +2544,7 @@
         "ENSG00000171951",
         "ENSG00000171953",
         "ENSG00000171962",
+        "ENSG00000171984",
         "ENSG00000172000",
         "ENSG00000172005",
         "ENSG00000172006",
@@ -2557,7 +2558,6 @@
         "ENSG00000172215",
         "ENSG00000172236",
         "ENSG00000172269",
-        "ENSG00000172315",
         "ENSG00000172322",
         "ENSG00000172375",
         "ENSG00000172403",
@@ -2599,14 +2599,13 @@
         "ENSG00000173597",
         "ENSG00000173599",
         "ENSG00000173614",
-        "ENSG00000173626",
         "ENSG00000173653",
         "ENSG00000173681",
         "ENSG00000173698",
-        "ENSG00000173705",
         "ENSG00000173875",
         "ENSG00000173894",
         "ENSG00000173914",
+        "ENSG00000173917",
         "ENSG00000173988",
         "ENSG00000174007",
         "ENSG00000174010",
@@ -2615,6 +2614,7 @@
         "ENSG00000174130",
         "ENSG00000174137",
         "ENSG00000174175",
+        "ENSG00000174177",
         "ENSG00000174206",
         "ENSG00000174276",
         "ENSG00000174292",
@@ -2665,7 +2665,6 @@
         "ENSG00000175567",
         "ENSG00000175575",
         "ENSG00000175592",
-        "ENSG00000175643",
         "ENSG00000175691",
         "ENSG00000175711",
         "ENSG00000175792",
@@ -2676,7 +2675,6 @@
         "ENSG00000176024",
         "ENSG00000176049",
         "ENSG00000176055",
-        "ENSG00000176087",
         "ENSG00000176125",
         "ENSG00000176153",
         "ENSG00000176208",
@@ -2701,7 +2699,6 @@
         "ENSG00000176927",
         "ENSG00000176945",
         "ENSG00000176953",
-        "ENSG00000176974",
         "ENSG00000177084",
         "ENSG00000177098",
         "ENSG00000177125",
@@ -2718,7 +2715,6 @@
         "ENSG00000177535",
         "ENSG00000177542",
         "ENSG00000177599",
-        "ENSG00000177614",
         "ENSG00000177685",
         "ENSG00000177688",
         "ENSG00000177692",
@@ -2756,7 +2752,6 @@
         "ENSG00000178796",
         "ENSG00000178803",
         "ENSG00000178814",
-        "ENSG00000178860",
         "ENSG00000178878",
         "ENSG00000178947",
         "ENSG00000178966",
@@ -2768,6 +2763,7 @@
         "ENSG00000179144",
         "ENSG00000179240",
         "ENSG00000179314",
+        "ENSG00000179335",
         "ENSG00000179388",
         "ENSG00000179409",
         "ENSG00000179476",
@@ -2857,11 +2853,14 @@
         "ENSG00000182199",
         "ENSG00000182224",
         "ENSG00000182253",
+        "ENSG00000182264",
         "ENSG00000182308",
         "ENSG00000182318",
         "ENSG00000182326",
+        "ENSG00000182329",
         "ENSG00000182405",
         "ENSG00000182492",
+        "ENSG00000182511",
         "ENSG00000182544",
         "ENSG00000182557",
         "ENSG00000182568",
@@ -2874,6 +2873,7 @@
         "ENSG00000182782",
         "ENSG00000182809",
         "ENSG00000182810",
+        "ENSG00000182853",
         "ENSG00000182866",
         "ENSG00000182873",
         "ENSG00000182902",
@@ -2905,9 +2905,7 @@
         "ENSG00000183615",
         "ENSG00000183647",
         "ENSG00000183665",
-        "ENSG00000183671",
         "ENSG00000183682",
-        "ENSG00000183691",
         "ENSG00000183751",
         "ENSG00000183763",
         "ENSG00000183773",
@@ -2951,6 +2949,7 @@
         "ENSG00000184867",
         "ENSG00000184937",
         "ENSG00000184949",
+        "ENSG00000184967",
         "ENSG00000185049",
         "ENSG00000185090",
         "ENSG00000185101",
@@ -2976,6 +2975,7 @@
         "ENSG00000185668",
         "ENSG00000185669",
         "ENSG00000185670",
+        "ENSG00000185730",
         "ENSG00000185753",
         "ENSG00000185761",
         "ENSG00000185811",
@@ -3006,14 +3006,12 @@
         "ENSG00000186310",
         "ENSG00000186340",
         "ENSG00000186364",
-        "ENSG00000186439",
         "ENSG00000186446",
         "ENSG00000186453",
         "ENSG00000186462",
         "ENSG00000186479",
         "ENSG00000186480",
         "ENSG00000186496",
-        "ENSG00000186615",
         "ENSG00000186642",
         "ENSG00000186666",
         "ENSG00000186684",
@@ -3031,7 +3029,7 @@
         "ENSG00000187091",
         "ENSG00000187097",
         "ENSG00000187122",
-        "ENSG00000187151",
+        "ENSG00000187189",
         "ENSG00000187193",
         "ENSG00000187288",
         "ENSG00000187372",
@@ -3055,7 +3053,6 @@
         "ENSG00000187961",
         "ENSG00000188037",
         "ENSG00000188056",
-        "ENSG00000188070",
         "ENSG00000188095",
         "ENSG00000188130",
         "ENSG00000188167",
@@ -3094,7 +3091,6 @@
         "ENSG00000188931",
         "ENSG00000188958",
         "ENSG00000188976",
-        "ENSG00000188997",
         "ENSG00000189013",
         "ENSG00000189056",
         "ENSG00000189058",
@@ -3113,7 +3109,6 @@
         "ENSG00000189420",
         "ENSG00000189431",
         "ENSG00000196074",
-        "ENSG00000196081",
         "ENSG00000196136",
         "ENSG00000196150",
         "ENSG00000196151",
@@ -3144,7 +3139,6 @@
         "ENSG00000196632",
         "ENSG00000196646",
         "ENSG00000196653",
-        "ENSG00000196670",
         "ENSG00000196689",
         "ENSG00000196700",
         "ENSG00000196704",
@@ -3196,7 +3190,6 @@
         "ENSG00000197646",
         "ENSG00000197647",
         "ENSG00000197653",
-        "ENSG00000197696",
         "ENSG00000197748",
         "ENSG00000197753",
         "ENSG00000197766",
@@ -3251,7 +3244,6 @@
         "ENSG00000198553",
         "ENSG00000198554",
         "ENSG00000198574",
-        "ENSG00000198612",
         "ENSG00000198642",
         "ENSG00000198689",
         "ENSG00000198691",
@@ -3278,6 +3270,7 @@
         "ENSG00000198924",
         "ENSG00000198925",
         "ENSG00000198932",
+        "ENSG00000198933",
         "ENSG00000198938",
         "ENSG00000198939",
         "ENSG00000198959",
@@ -3300,7 +3293,6 @@
         "ENSG00000204179",
         "ENSG00000204241",
         "ENSG00000204252",
-        "ENSG00000204262",
         "ENSG00000204267",
         "ENSG00000204271",
         "ENSG00000204287",
@@ -3317,6 +3309,7 @@
         "ENSG00000204428",
         "ENSG00000204475",
         "ENSG00000204498",
+        "ENSG00000204516",
         "ENSG00000204519",
         "ENSG00000204524",
         "ENSG00000204536",
@@ -3327,6 +3320,7 @@
         "ENSG00000204758",
         "ENSG00000204815",
         "ENSG00000204856",
+        "ENSG00000204859",
         "ENSG00000204882",
         "ENSG00000204904",
         "ENSG00000204923",
@@ -3335,6 +3329,7 @@
         "ENSG00000204950",
         "ENSG00000204977",
         "ENSG00000204978",
+        "ENSG00000205038",
         "ENSG00000205045",
         "ENSG00000205056",
         "ENSG00000205084",
@@ -3360,6 +3355,7 @@
         "ENSG00000206053",
         "ENSG00000206140",
         "ENSG00000206172",
+        "ENSG00000206384",
         "ENSG00000206417",
         "ENSG00000206535",
         "ENSG00000206579",
@@ -3371,6 +3367,7 @@
         "ENSG00000213088",
         "ENSG00000213186",
         "ENSG00000213281",
+        "ENSG00000213373",
         "ENSG00000213390",
         "ENSG00000213462",
         "ENSG00000213516",
@@ -3379,6 +3376,7 @@
         "ENSG00000213638",
         "ENSG00000213639",
         "ENSG00000213694",
+        "ENSG00000213714",
         "ENSG00000213760",
         "ENSG00000213762",
         "ENSG00000213782",
@@ -3479,6 +3477,7 @@
         "ENSG00000227036",
         "ENSG00000227191",
         "ENSG00000227210",
+        "ENSG00000227252",
         "ENSG00000227290",
         "ENSG00000227345",
         "ENSG00000227354",
@@ -3509,7 +3508,6 @@
         "ENSG00000229666",
         "ENSG00000229676",
         "ENSG00000229719",
-        "ENSG00000229891",
         "ENSG00000230091",
         "ENSG00000230138",
         "ENSG00000230319",
@@ -3552,9 +3550,9 @@
         "ENSG00000232591",
         "ENSG00000232613",
         "ENSG00000232645",
-        "ENSG00000232677",
         "ENSG00000232774",
         "ENSG00000232810",
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