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OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

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 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| acinar cell of salivary gland | 1199 | 0.96 | 0.93 | 0.98 | 0.96 | 0.00 | 0.92 | 0.95 | 0.96 | 0.97 |\n| B cell | 519 | 0.99 | 1.00 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 472 | 0.97 | 0.94 | 0.97 | 0.94 | 0.00 | 0.96 | 0.96 | 0.95 | 0.98 |\n| CD8-positive, alpha-beta T cell | 387 | 0.89 | 0.87 | 0.93 | 0.90 | 0.00 | 0.88 | 0.89 | 0.91 | 0.92 |\n| duct epithelial cell | 373 | 0.86 | 0.76 | 0.94 | 0.84 | 0.00 | 0.80 | 0.85 | 0.88 | 0.89 |\n| CD4-positive, alpha-beta T cell | 165 | 0.86 | 0.87 | 0.88 | 0.85 | 0.00 | 0.85 | 0.87 | 0.90 | 0.89 |\n| endothelial cell | 158 | 0.92 | 0.91 | 0.94 | 0.87 | 0.00 | 0.93 | 0.94 | 0.95 | 0.95 |\n| macrophage | 180 | 0.88 | 0.71 | 0.92 | 0.85 | 0.00 | 0.93 | 0.95 | 0.95 | 0.96 |\n| basal cell | 114 | 0.90 | 0.92 | 0.94 | 0.90 | 0.00 | 0.89 | 0.88 | 0.90 | 0.90 |\n| tissue-resident macrophage | 82 | 0.88 | 0.00 | 0.92 | 0.84 | 0.00 | 0.89 | 0.87 | 0.89 | 0.95 |\n| plasma cell | 47 | 0.87 | 0.97 | 0.99 | 0.98 | 0.00 | 0.96 | 0.96 | 0.97 | 0.97 |\n| endothelial cell of lymphatic vessel | 54 | 0.83 | 0.73 | 0.89 | 0.66 | 0.00 | 0.85 | 0.89 | 0.89 | 0.91 |\n| adventitial cell | 56 | 0.85 | 0.25 | 0.75 | 0.58 | 0.00 | 0.77 | 0.76 | 0.71 | 0.84 |\n| vascular associated smooth muscle cell | 47 | 0.98 | 0.98 | 0.98 | 0.96 | 0.00 | 0.90 | 0.98 | 0.99 | 0.98 |\n| neutrophil | 24 | 0.91 | 0.92 | 0.94 | 0.83 | 0.00 | 0.94 | 0.96 | 0.94 | 0.94 |\n| myoepithelial cell | 16 | 0.88 | 0.78 | 0.91 | 1.00 | 0.00 | 0.68 | 0.86 | 0.89 | 0.89 |\n| T cell | 19 | 0.56 | 0.10 | 0.46 | 0.46 | 0.00 | 0.44 | 0.54 | 0.53 | 0.57 |\n| ionocyte | 15 | 0.87 | 0.97 | 0.93 | 0.61 | 0.00 | 0.80 | 0.90 | 0.87 | 0.90 |\n| endothelial cell of artery | 10 | 0.75 | 0.84 | 0.78 | 0.57 | 0.00 | 0.83 | 0.80 | 0.90 | 0.80 |\n| monocyte | 11 | 0.46 | 0.52 | 0.60 | 0.35 | 0.00 | 0.57 | 0.59 | 0.55 | 0.61 |\n| natural killer cell | 10 | 0.49 | 0.57 | 0.74 | 0.00 | 0.00 | 0.43 | 0.71 | 0.57 | 0.69 |\n| mast cell | 5 | 0.00 | 0.77 | 0.60 | 0.67 | 0.00 | 0.77 | 0.67 | 0.80 | 0.67 |\n| classical monocyte | 8 | 0.00 | 0.00 | 0.50 | 0.15 | 0.00 | 0.00 | 0.18 | 0.00 | 0.00 |\n| intermediate monocyte | 7 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.13 | 0.20 | 0.36 | 0.25 |\n| mature NK T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.40 | 0.00 | 0.00 |\n| leukocyte | 2 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 1.00 | 0.67 | 0.00 | 0.67 |\n| pericyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| salivary gland cell | 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 |\n| hematopoietic precursor 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| acinar cell of salivary gland | 11038 | 0.96 | 0.92 | 0.98 | 0.98 | 0.00 | 0.93 | 0.95 | 0.96 | 0.97 |\n| B cell | 4429 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 3995 | 0.97 | 0.93 | 0.98 | 0.98 | 0.00 | 0.97 | 0.96 | 0.97 | 0.99 |\n| CD8-positive, alpha-beta T cell | 3678 | 0.89 | 0.86 | 0.94 | 0.92 | 0.00 | 0.89 | 0.91 | 0.92 | 0.94 |\n| duct epithelial cell | 3516 | 0.85 | 0.74 | 0.95 | 0.91 | 0.00 | 0.83 | 0.86 | 0.88 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1721 | 0.86 | 0.86 | 0.91 | 0.88 | 0.00 | 0.88 | 0.90 | 0.91 | 0.91 |\n| endothelial cell | 1471 | 0.92 | 0.88 | 0.96 | 0.95 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| macrophage | 1443 | 0.88 | 0.71 | 0.96 | 0.92 | 0.00 | 0.95 | 0.97 | 0.97 | 0.98 |\n| basal cell | 1068 | 0.91 | 0.92 | 0.96 | 0.94 | 0.00 | 0.92 | 0.94 | 0.94 | 0.95 |\n| tissue-resident macrophage | 572 | 0.83 | 0.00 | 0.94 | 0.91 | 0.00 | 0.90 | 0.88 | 0.88 | 0.95 |\n| plasma cell | 536 | 0.91 | 0.96 | 0.99 | 0.98 | 0.00 | 0.95 | 0.99 | 0.98 | 0.99 |\n| endothelial cell of lymphatic vessel | 492 | 0.84 | 0.64 | 0.95 | 0.87 | 0.00 | 0.94 | 0.94 | 0.95 | 0.97 |\n| adventitial cell | 404 | 0.84 | 0.18 | 0.88 | 0.81 | 0.00 | 0.79 | 0.80 | 0.81 | 0.93 |\n| vascular associated smooth muscle cell | 356 | 0.96 | 0.97 | 0.96 | 0.98 | 0.00 | 0.93 | 0.97 | 0.98 | 0.97 |\n| neutrophil | 219 | 0.93 | 0.93 | 0.97 | 0.90 | 0.00 | 0.91 | 0.98 | 0.97 | 0.97 |\n| myoepithelial cell | 200 | 0.92 | 0.88 | 0.95 | 0.93 | 0.00 | 0.80 | 0.92 | 0.90 | 0.94 |\n| T cell | 174 | 0.66 | 0.27 | 0.75 | 0.73 | 0.00 | 0.65 | 0.81 | 0.83 | 0.83 |\n| ionocyte | 127 | 0.86 | 0.87 | 0.94 | 0.72 | 0.00 | 0.75 | 0.94 | 0.91 | 0.94 |\n| endothelial cell of artery | 106 | 0.74 | 0.60 | 0.93 | 0.80 | 0.00 | 0.84 | 0.93 | 0.90 | 0.90 |\n| monocyte | 88 | 0.46 | 0.48 | 0.64 | 0.40 | 0.00 | 0.79 | 0.84 | 0.91 | 0.87 |\n| natural killer cell | 63 | 0.38 | 0.43 | 0.52 | 0.51 | 0.00 | 0.40 | 0.59 | 0.60 | 0.68 |\n| mast cell | 40 | 0.00 | 0.73 | 0.78 | 0.73 | 0.00 | 0.85 | 1.00 | 0.99 | 0.96 |\n| classical monocyte | 35 | 0.00 | 0.00 | 0.45 | 0.44 | 0.00 | 0.96 | 1.00 | 0.96 | 0.92 |\n| intermediate monocyte | 35 | 0.00 | 0.00 | 0.56 | 0.30 | 0.00 | 0.66 | 0.88 | 0.90 | 0.92 |\n| mature NK T cell | 20 | 0.00 | 0.00 | 0.10 | 0.00 | 0.00 | 0.42 | 0.83 | 0.78 | 0.75 |\n| leukocyte | 4 | 0.00 | 0.00 | 0.86 | 0.67 | 0.00 | 0.62 | 0.80 | 1.00 | 1.00 |\n| pericyte | 3 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.50 |\n| salivary gland cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.13 | 1.00 | 0.80 | 1.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.22 | 1.00 | 0.00 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |\n| hematopoietic precursor cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 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| acinar cell of salivary gland | 1210 | 0.96 | 0.94 | 0.97 | 0.96 | 0.00 | 0.91 | 0.97 | 0.97 | 0.98 |\n| B cell | 532 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| fibroblast | 455 | 0.97 | 0.94 | 0.97 | 0.94 | 0.00 | 0.96 | 0.96 | 0.96 | 0.97 |\n| CD8-positive, alpha-beta T cell | 385 | 0.92 | 0.89 | 0.94 | 0.91 | 0.00 | 0.90 | 0.90 | 0.91 | 0.94 |\n| duct epithelial cell | 385 | 0.87 | 0.78 | 0.94 | 0.84 | 0.00 | 0.77 | 0.88 | 0.89 | 0.91 |\n| CD4-positive, alpha-beta T cell | 175 | 0.89 | 0.87 | 0.87 | 0.87 | 0.00 | 0.86 | 0.88 | 0.90 | 0.91 |\n| endothelial cell | 160 | 0.95 | 0.90 | 0.95 | 0.90 | 0.00 | 0.94 | 0.94 | 0.93 | 0.96 |\n| macrophage | 169 | 0.91 | 0.72 | 0.92 | 0.82 | 0.00 | 0.90 | 0.94 | 0.95 | 0.95 |\n| basal cell | 101 | 0.89 | 0.91 | 0.93 | 0.88 | 0.00 | 0.86 | 0.87 | 0.90 | 0.91 |\n| tissue-resident macrophage | 76 | 0.88 | 0.00 | 0.89 | 0.67 | 0.00 | 0.82 | 0.89 | 0.90 | 0.95 |\n| plasma cell | 49 | 0.92 | 0.96 | 0.94 | 0.98 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |\n| endothelial cell of lymphatic vessel | 48 | 0.89 | 0.72 | 0.92 | 0.74 | 0.00 | 0.84 | 0.87 | 0.84 | 0.93 |\n| adventitial cell | 56 | 0.86 | 0.24 | 0.76 | 0.62 | 0.00 | 0.75 | 0.79 | 0.80 | 0.83 |\n| vascular associated smooth muscle cell | 48 | 0.99 | 0.99 | 0.97 | 0.95 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 23 | 0.94 | 0.90 | 1.00 | 0.94 | 0.00 | 0.94 | 0.98 | 0.98 | 0.96 |\n| myoepithelial cell | 22 | 0.91 | 0.84 | 0.91 | 0.91 | 0.00 | 0.81 | 0.88 | 0.86 | 0.92 |\n| T cell | 24 | 0.60 | 0.15 | 0.51 | 0.56 | 0.00 | 0.47 | 0.53 | 0.59 | 0.62 |\n| ionocyte | 14 | 0.75 | 0.75 | 0.88 | 0.60 | 0.00 | 0.63 | 0.86 | 0.81 | 0.85 |\n| endothelial cell of artery | 9 | 0.67 | 0.56 | 0.62 | 0.46 | 0.00 | 0.59 | 0.90 | 0.67 | 0.78 |\n| monocyte | 12 | 0.55 | 0.57 | 0.52 | 0.48 | 0.00 | 0.57 | 0.65 | 0.58 | 0.59 |\n| natural killer cell | 7 | 0.50 | 0.62 | 0.77 | 0.40 | 0.00 | 0.50 | 0.61 | 0.52 | 0.71 |\n| mast cell | 4 | 0.00 | 0.73 | 0.60 | 0.67 | 0.00 | 0.67 | 0.57 | 0.80 | 0.67 |\n| classical monocyte | 8 | 0.00 | 0.00 | 0.17 | 0.31 | 0.00 | 0.12 | 0.22 | 0.17 | 0.00 |\n| intermediate monocyte | 8 | 0.00 | 0.00 | 0.17 | 0.31 | 0.00 | 0.00 | 0.17 | 0.18 | 0.00 |\n| mature NK T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 |\n| leukocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pericyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| salivary gland cell | 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| acinar cell of salivary gland | 11027 | 0.96 | 0.93 | 0.98 | 0.97 | 0.00 | 0.94 | 0.96 | 0.96 | 0.98 |\n| B cell | 4416 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| fibroblast | 4012 | 0.97 | 0.94 | 0.98 | 0.97 | 0.00 | 0.97 | 0.97 | 0.97 | 0.99 |\n| CD8-positive, alpha-beta T cell | 3680 | 0.91 | 0.86 | 0.95 | 0.93 | 0.00 | 0.90 | 0.91 | 0.92 | 0.94 |\n| duct epithelial cell | 3504 | 0.86 | 0.75 | 0.95 | 0.90 | 0.00 | 0.82 | 0.87 | 0.88 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1711 | 0.89 | 0.85 | 0.92 | 0.89 | 0.00 | 0.89 | 0.90 | 0.91 | 0.92 |\n| endothelial cell | 1469 | 0.94 | 0.88 | 0.96 | 0.94 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| macrophage | 1454 | 0.89 | 0.71 | 0.95 | 0.95 | 0.00 | 0.96 | 0.97 | 0.98 | 0.98 |\n| basal cell | 1081 | 0.92 | 0.92 | 0.96 | 0.93 | 0.00 | 0.91 | 0.95 | 0.94 | 0.96 |\n| tissue-resident macrophage | 578 | 0.81 | 0.00 | 0.93 | 0.92 | 0.00 | 0.88 | 0.89 | 0.90 | 0.94 |\n| plasma cell | 534 | 0.94 | 0.96 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| endothelial cell of lymphatic vessel | 498 | 0.91 | 0.66 | 0.94 | 0.88 | 0.00 | 0.93 | 0.94 | 0.95 | 0.97 |\n| adventitial cell | 404 | 0.84 | 0.21 | 0.87 | 0.74 | 0.00 | 0.80 | 0.81 | 0.82 | 0.94 |\n| vascular associated smooth muscle cell | 355 | 0.96 | 0.96 | 0.96 | 0.98 | 0.00 | 0.97 | 0.96 | 0.97 | 0.97 |\n| neutrophil | 220 | 0.93 | 0.91 | 0.97 | 0.93 | 0.00 | 0.93 | 0.98 | 0.96 | 0.97 |\n| myoepithelial cell | 194 | 0.91 | 0.90 | 0.94 | 0.93 | 0.00 | 0.80 | 0.90 | 0.90 | 0.94 |\n| T cell | 169 | 0.65 | 0.23 | 0.76 | 0.71 | 0.00 | 0.64 | 0.82 | 0.85 | 0.87 |\n| ionocyte | 128 | 0.88 | 0.86 | 0.93 | 0.70 | 0.00 | 0.73 | 0.93 | 0.88 | 0.94 |\n| endothelial cell of artery | 107 | 0.76 | 0.60 | 0.92 | 0.58 | 0.00 | 0.82 | 0.93 | 0.92 | 0.92 |\n| monocyte | 87 | 0.50 | 0.51 | 0.66 | 0.58 | 0.00 | 0.81 | 0.88 | 0.93 | 0.88 |\n| natural killer cell | 66 | 0.44 | 0.42 | 0.61 | 0.48 | 0.00 | 0.47 | 0.55 | 0.63 | 0.69 |\n| mast cell | 41 | 0.00 | 0.73 | 0.73 | 0.64 | 0.00 | 0.86 | 1.00 | 0.99 | 0.99 |\n| classical monocyte | 35 | 0.00 | 0.00 | 0.44 | 0.37 | 0.00 | 0.80 | 0.99 | 0.99 | 0.87 |\n| intermediate monocyte | 34 | 0.00 | 0.00 | 0.55 | 0.48 | 0.00 | 0.77 | 0.92 | 0.94 | 0.94 |\n| mature NK T cell | 21 | 0.00 | 0.00 | 0.09 | 0.31 | 0.00 | 0.54 | 0.84 | 0.79 | 0.69 |\n| leukocyte | 6 | 0.00 | 0.00 | 0.92 | 0.57 | 0.00 | 0.55 | 1.00 | 1.00 | 1.00 |\n| pericyte | 3 | 0.00 | 0.00 | 0.33 | 0.57 | 0.00 | 0.00 | 1.00 | 1.00 | 0.50 |\n| salivary gland cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 1.00 | 0.80 | 0.67 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.50 | 1.00 | 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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 version https://git-lfs.github.com/spec/v1
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preprocessing.json

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         "ENSG00000005471",
         "ENSG00000005801",
         "ENSG00000005844",
-        "ENSG00000005961",
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         "ENSG00000008513",
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         "ENSG00000026751",
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         "ENSG00000038358",
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         "ENSG00000055163",
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+        "ENSG00000056277",
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-        "ENSG00000058673",
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-        "ENSG00000060971",
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         "ENSG00000063587",
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+        "ENSG00000064012",
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         "ENSG00000065457",
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-        "ENSG00000065618",
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         "ENSG00000068654",
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         "ENSG00000072952",
         "ENSG00000073111",
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+        "ENSG00000073536",
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@@ -258,6 +257,7 @@
         "ENSG00000077152",
         "ENSG00000077274",
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+        "ENSG00000077585",
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         "ENSG00000082074",
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+        "ENSG00000082497",
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         "ENSG00000085741",
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         "ENSG00000089091",
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         "ENSG00000091136",
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         "ENSG00000092853",
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+        "ENSG00000093072",
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         "ENSG00000095303",
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+        "ENSG00000095574",
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-        "ENSG00000096654",
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@@ -397,6 +402,7 @@
         "ENSG00000099866",
         "ENSG00000099899",
         "ENSG00000099937",
+        "ENSG00000099940",
         "ENSG00000099953",
         "ENSG00000099958",
         "ENSG00000099960",
@@ -404,10 +410,10 @@
         "ENSG00000099994",
         "ENSG00000099998",
         "ENSG00000100003",
+        "ENSG00000100034",
         "ENSG00000100036",
         "ENSG00000100056",
         "ENSG00000100060",
-        "ENSG00000100068",
         "ENSG00000100079",
         "ENSG00000100100",
         "ENSG00000100116",
@@ -422,13 +428,17 @@
         "ENSG00000100297",
         "ENSG00000100298",
         "ENSG00000100302",
+        "ENSG00000100311",
         "ENSG00000100336",
         "ENSG00000100346",
+        "ENSG00000100350",
         "ENSG00000100351",
         "ENSG00000100368",
+        "ENSG00000100373",
         "ENSG00000100385",
         "ENSG00000100395",
         "ENSG00000100416",
+        "ENSG00000100426",
         "ENSG00000100450",
         "ENSG00000100453",
         "ENSG00000100473",
@@ -448,7 +458,6 @@
         "ENSG00000100906",
         "ENSG00000100949",
         "ENSG00000101003",
-        "ENSG00000101079",
         "ENSG00000101082",
         "ENSG00000101144",
         "ENSG00000101150",
@@ -465,6 +474,7 @@
         "ENSG00000101439",
         "ENSG00000101440",
         "ENSG00000101442",
+        "ENSG00000101445",
         "ENSG00000101452",
         "ENSG00000101574",
         "ENSG00000101624",
@@ -511,7 +521,6 @@
         "ENSG00000102935",
         "ENSG00000102967",
         "ENSG00000102981",
-        "ENSG00000102996",
         "ENSG00000103005",
         "ENSG00000103034",
         "ENSG00000103037",
@@ -521,7 +530,6 @@
         "ENSG00000103175",
         "ENSG00000103187",
         "ENSG00000103196",
-        "ENSG00000103197",
         "ENSG00000103241",
         "ENSG00000103253",
         "ENSG00000103264",
@@ -541,13 +549,10 @@
         "ENSG00000104368",
         "ENSG00000104381",
         "ENSG00000104432",
-        "ENSG00000104442",
         "ENSG00000104518",
         "ENSG00000104524",
         "ENSG00000104626",
-        "ENSG00000104679",
         "ENSG00000104731",
-        "ENSG00000104738",
         "ENSG00000104888",
         "ENSG00000104907",
         "ENSG00000104918",
@@ -556,9 +561,11 @@
         "ENSG00000105011",
         "ENSG00000105131",
         "ENSG00000105136",
+        "ENSG00000105171",
         "ENSG00000105173",
         "ENSG00000105227",
         "ENSG00000105248",
+        "ENSG00000105278",
         "ENSG00000105290",
         "ENSG00000105352",
         "ENSG00000105374",
@@ -570,6 +577,7 @@
         "ENSG00000105499",
         "ENSG00000105538",
         "ENSG00000105583",
+        "ENSG00000105639",
         "ENSG00000105641",
         "ENSG00000105672",
         "ENSG00000105676",
@@ -593,7 +601,6 @@
         "ENSG00000106211",
         "ENSG00000106236",
         "ENSG00000106258",
-        "ENSG00000106327",
         "ENSG00000106404",
         "ENSG00000106483",
         "ENSG00000106524",
@@ -609,7 +616,6 @@
         "ENSG00000106991",
         "ENSG00000107014",
         "ENSG00000107021",
-        "ENSG00000107140",
         "ENSG00000107331",
         "ENSG00000107485",
         "ENSG00000107562",
@@ -625,13 +631,13 @@
         "ENSG00000108039",
         "ENSG00000108176",
         "ENSG00000108244",
+        "ENSG00000108342",
         "ENSG00000108375",
         "ENSG00000108379",
         "ENSG00000108381",
         "ENSG00000108384",
         "ENSG00000108474",
         "ENSG00000108518",
-        "ENSG00000108559",
         "ENSG00000108691",
         "ENSG00000108700",
         "ENSG00000108771",
@@ -648,14 +654,17 @@
         "ENSG00000109079",
         "ENSG00000109084",
         "ENSG00000109099",
+        "ENSG00000109107",
         "ENSG00000109163",
         "ENSG00000109189",
         "ENSG00000109193",
         "ENSG00000109272",
         "ENSG00000109471",
+        "ENSG00000109472",
         "ENSG00000109576",
         "ENSG00000109743",
         "ENSG00000109805",
+        "ENSG00000109929",
         "ENSG00000109943",
         "ENSG00000109944",
         "ENSG00000109971",
@@ -676,10 +685,10 @@
         "ENSG00000110665",
         "ENSG00000110799",
         "ENSG00000110848",
+        "ENSG00000110871",
         "ENSG00000110876",
         "ENSG00000110888",
         "ENSG00000110900",
-        "ENSG00000110925",
         "ENSG00000110934",
         "ENSG00000110944",
         "ENSG00000111052",
@@ -696,6 +705,7 @@
         "ENSG00000111405",
         "ENSG00000111432",
         "ENSG00000111445",
+        "ENSG00000111452",
         "ENSG00000111537",
         "ENSG00000111554",
         "ENSG00000111602",
@@ -704,6 +714,7 @@
         "ENSG00000111674",
         "ENSG00000111679",
         "ENSG00000111696",
+        "ENSG00000111727",
         "ENSG00000111728",
         "ENSG00000111729",
         "ENSG00000111796",
@@ -712,6 +723,7 @@
         "ENSG00000111834",
         "ENSG00000111845",
         "ENSG00000111863",
+        "ENSG00000112029",
         "ENSG00000112039",
         "ENSG00000112053",
         "ENSG00000112118",
@@ -729,10 +741,10 @@
         "ENSG00000112303",
         "ENSG00000112378",
         "ENSG00000112414",
+        "ENSG00000112419",
         "ENSG00000112541",
         "ENSG00000112562",
         "ENSG00000112592",
-        "ENSG00000112599",
         "ENSG00000112619",
         "ENSG00000112706",
         "ENSG00000112742",
@@ -748,9 +760,7 @@
         "ENSG00000113209",
         "ENSG00000113248",
         "ENSG00000113249",
-        "ENSG00000113263",
         "ENSG00000113296",
-        "ENSG00000113319",
         "ENSG00000113361",
         "ENSG00000113368",
         "ENSG00000113389",
@@ -765,18 +775,16 @@
         "ENSG00000113761",
         "ENSG00000113810",
         "ENSG00000113838",
-        "ENSG00000113924",
         "ENSG00000113946",
         "ENSG00000114026",
+        "ENSG00000114054",
         "ENSG00000114200",
         "ENSG00000114268",
         "ENSG00000114270",
         "ENSG00000114378",
-        "ENSG00000114450",
         "ENSG00000114473",
         "ENSG00000114491",
         "ENSG00000114654",
-        "ENSG00000114742",
         "ENSG00000114767",
         "ENSG00000114812",
         "ENSG00000114841",
@@ -800,6 +808,7 @@
         "ENSG00000115421",
         "ENSG00000115425",
         "ENSG00000115457",
+        "ENSG00000115459",
         "ENSG00000115461",
         "ENSG00000115474",
         "ENSG00000115514",
@@ -827,7 +836,6 @@
         "ENSG00000116213",
         "ENSG00000116701",
         "ENSG00000116741",
-        "ENSG00000116771",
         "ENSG00000116774",
         "ENSG00000116824",
         "ENSG00000116852",
@@ -844,7 +852,6 @@
         "ENSG00000117226",
         "ENSG00000117228",
         "ENSG00000117245",
-        "ENSG00000117280",
         "ENSG00000117281",
         "ENSG00000117318",
         "ENSG00000117322",
@@ -892,6 +899,7 @@
         "ENSG00000119630",
         "ENSG00000119636",
         "ENSG00000119661",
+        "ENSG00000119699",
         "ENSG00000119714",
         "ENSG00000119866",
         "ENSG00000119888",
@@ -900,6 +908,7 @@
         "ENSG00000119927",
         "ENSG00000119938",
         "ENSG00000119943",
+        "ENSG00000119965",
         "ENSG00000119969",
         "ENSG00000120093",
         "ENSG00000120129",
@@ -912,6 +921,7 @@
         "ENSG00000120327",
         "ENSG00000120332",
         "ENSG00000120334",
+        "ENSG00000120458",
         "ENSG00000120471",
         "ENSG00000120645",
         "ENSG00000120647",
@@ -967,12 +977,14 @@
         "ENSG00000122861",
         "ENSG00000122862",
         "ENSG00000122863",
+        "ENSG00000122870",
         "ENSG00000122877",
         "ENSG00000122882",
         "ENSG00000122952",
         "ENSG00000122966",
         "ENSG00000122971",
         "ENSG00000123064",
+        "ENSG00000123080",
         "ENSG00000123136",
         "ENSG00000123213",
         "ENSG00000123219",
@@ -982,7 +994,6 @@
         "ENSG00000123374",
         "ENSG00000123405",
         "ENSG00000123415",
-        "ENSG00000123427",
         "ENSG00000123453",
         "ENSG00000123473",
         "ENSG00000123500",
@@ -999,7 +1010,6 @@
         "ENSG00000124107",
         "ENSG00000124140",
         "ENSG00000124181",
-        "ENSG00000124205",
         "ENSG00000124217",
         "ENSG00000124256",
         "ENSG00000124279",
@@ -1018,6 +1028,7 @@
         "ENSG00000124678",
         "ENSG00000124701",
         "ENSG00000124713",
+        "ENSG00000124743",
         "ENSG00000124766",
         "ENSG00000124784",
         "ENSG00000124785",
@@ -1030,7 +1041,6 @@
         "ENSG00000125149",
         "ENSG00000125170",
         "ENSG00000125245",
-        "ENSG00000125249",
         "ENSG00000125319",
         "ENSG00000125354",
         "ENSG00000125355",
@@ -1051,7 +1061,6 @@
         "ENSG00000125775",
         "ENSG00000125810",
         "ENSG00000125812",
-        "ENSG00000125814",
         "ENSG00000125845",
         "ENSG00000125846",
         "ENSG00000125848",
@@ -1087,7 +1096,7 @@
         "ENSG00000127580",
         "ENSG00000127585",
         "ENSG00000127903",
-        "ENSG00000127951",
+        "ENSG00000127954",
         "ENSG00000127955",
         "ENSG00000127989",
         "ENSG00000128011",
@@ -1160,8 +1169,8 @@
         "ENSG00000130766",
         "ENSG00000130783",
         "ENSG00000130803",
-        "ENSG00000130812",
         "ENSG00000130826",
+        "ENSG00000130830",
         "ENSG00000130844",
         "ENSG00000130856",
         "ENSG00000130881",
@@ -1179,6 +1188,7 @@
         "ENSG00000131153",
         "ENSG00000131196",
         "ENSG00000131242",
+        "ENSG00000131351",
         "ENSG00000131355",
         "ENSG00000131381",
         "ENSG00000131409",
@@ -1208,6 +1218,7 @@
         "ENSG00000132275",
         "ENSG00000132329",
         "ENSG00000132330",
+        "ENSG00000132383",
         "ENSG00000132386",
         "ENSG00000132423",
         "ENSG00000132465",
@@ -1254,12 +1265,15 @@
         "ENSG00000133574",
         "ENSG00000133640",
         "ENSG00000133710",
+        "ENSG00000133739",
         "ENSG00000133800",
         "ENSG00000133895",
+        "ENSG00000134014",
         "ENSG00000134028",
         "ENSG00000134042",
         "ENSG00000134057",
         "ENSG00000134077",
+        "ENSG00000134198",
         "ENSG00000134207",
         "ENSG00000134222",
         "ENSG00000134258",
@@ -1275,11 +1289,14 @@
         "ENSG00000134539",
         "ENSG00000134545",
         "ENSG00000134548",
+        "ENSG00000134569",
         "ENSG00000134571",
         "ENSG00000134594",
+        "ENSG00000134602",
         "ENSG00000134690",
         "ENSG00000134716",
         "ENSG00000134827",
+        "ENSG00000134830",
         "ENSG00000134864",
         "ENSG00000134871",
         "ENSG00000134901",
@@ -1296,6 +1313,7 @@
         "ENSG00000135318",
         "ENSG00000135324",
         "ENSG00000135333",
+        "ENSG00000135362",
         "ENSG00000135424",
         "ENSG00000135426",
         "ENSG00000135436",
@@ -1324,7 +1342,6 @@
         "ENSG00000135919",
         "ENSG00000135925",
         "ENSG00000135953",
-        "ENSG00000136011",
         "ENSG00000136014",
         "ENSG00000136110",
         "ENSG00000136114",
@@ -1335,13 +1352,13 @@
         "ENSG00000136167",
         "ENSG00000136235",
         "ENSG00000136244",
-        "ENSG00000136270",
         "ENSG00000136274",
         "ENSG00000136279",
         "ENSG00000136319",
         "ENSG00000136367",
         "ENSG00000136378",
         "ENSG00000136404",
+        "ENSG00000136436",
         "ENSG00000136444",
         "ENSG00000136449",
         "ENSG00000136485",
@@ -1359,7 +1376,6 @@
         "ENSG00000136842",
         "ENSG00000136875",
         "ENSG00000136878",
-        "ENSG00000136932",
         "ENSG00000136960",
         "ENSG00000136982",
         "ENSG00000136997",
@@ -1372,9 +1388,7 @@
         "ENSG00000137124",
         "ENSG00000137135",
         "ENSG00000137185",
-        "ENSG00000137218",
         "ENSG00000137221",
-        "ENSG00000137265",
         "ENSG00000137310",
         "ENSG00000137337",
         "ENSG00000137343",
@@ -1383,7 +1397,6 @@
         "ENSG00000137404",
         "ENSG00000137441",
         "ENSG00000137474",
-        "ENSG00000137491",
         "ENSG00000137496",
         "ENSG00000137507",
         "ENSG00000137547",
@@ -1407,7 +1420,6 @@
         "ENSG00000137976",
         "ENSG00000138061",
         "ENSG00000138075",
-        "ENSG00000138079",
         "ENSG00000138092",
         "ENSG00000138111",
         "ENSG00000138134",
@@ -1423,7 +1435,6 @@
         "ENSG00000138669",
         "ENSG00000138685",
         "ENSG00000138722",
-        "ENSG00000138769",
         "ENSG00000138772",
         "ENSG00000138778",
         "ENSG00000138792",
@@ -1439,6 +1450,7 @@
         "ENSG00000139209",
         "ENSG00000139211",
         "ENSG00000139220",
+        "ENSG00000139289",
         "ENSG00000139292",
         "ENSG00000139329",
         "ENSG00000139344",
@@ -1456,8 +1468,8 @@
         "ENSG00000139890",
         "ENSG00000139899",
         "ENSG00000139971",
+        "ENSG00000139998",
         "ENSG00000140006",
-        "ENSG00000140022",
         "ENSG00000140030",
         "ENSG00000140090",
         "ENSG00000140092",
@@ -1475,7 +1487,6 @@
         "ENSG00000140543",
         "ENSG00000140553",
         "ENSG00000140682",
-        "ENSG00000140743",
         "ENSG00000140749",
         "ENSG00000140848",
         "ENSG00000140853",
@@ -1509,7 +1520,6 @@
         "ENSG00000141682",
         "ENSG00000141956",
         "ENSG00000141968",
-        "ENSG00000141994",
         "ENSG00000142065",
         "ENSG00000142082",
         "ENSG00000142156",
@@ -1522,9 +1532,11 @@
         "ENSG00000142530",
         "ENSG00000142556",
         "ENSG00000142606",
+        "ENSG00000142627",
         "ENSG00000142686",
         "ENSG00000142733",
         "ENSG00000142748",
+        "ENSG00000142765",
         "ENSG00000142871",
         "ENSG00000142910",
         "ENSG00000142920",
@@ -1536,6 +1548,7 @@
         "ENSG00000143119",
         "ENSG00000143127",
         "ENSG00000143147",
+        "ENSG00000143178",
         "ENSG00000143185",
         "ENSG00000143224",
         "ENSG00000143228",
@@ -1561,6 +1574,7 @@
         "ENSG00000143851",
         "ENSG00000143867",
         "ENSG00000143869",
+        "ENSG00000143942",
         "ENSG00000143994",
         "ENSG00000144048",
         "ENSG00000144120",
@@ -1571,7 +1585,6 @@
         "ENSG00000144395",
         "ENSG00000144401",
         "ENSG00000144407",
-        "ENSG00000144460",
         "ENSG00000144559",
         "ENSG00000144589",
         "ENSG00000144596",
@@ -1581,7 +1594,6 @@
         "ENSG00000144792",
         "ENSG00000144810",
         "ENSG00000144821",
-        "ENSG00000144824",
         "ENSG00000144837",
         "ENSG00000144843",
         "ENSG00000144847",
@@ -1593,7 +1605,6 @@
         "ENSG00000145217",
         "ENSG00000145244",
         "ENSG00000145283",
-        "ENSG00000145287",
         "ENSG00000145293",
         "ENSG00000145358",
         "ENSG00000145386",
@@ -1618,6 +1629,7 @@
         "ENSG00000145936",
         "ENSG00000146094",
         "ENSG00000146147",
+        "ENSG00000146151",
         "ENSG00000146192",
         "ENSG00000146263",
         "ENSG00000146281",
@@ -1647,15 +1659,15 @@
         "ENSG00000147697",
         "ENSG00000147874",
         "ENSG00000147883",
+        "ENSG00000147912",
         "ENSG00000148053",
+        "ENSG00000148057",
         "ENSG00000148153",
         "ENSG00000148154",
         "ENSG00000148175",
         "ENSG00000148180",
-        "ENSG00000148187",
         "ENSG00000148225",
         "ENSG00000148229",
-        "ENSG00000148300",
         "ENSG00000148343",
         "ENSG00000148346",
         "ENSG00000148357",
@@ -1664,6 +1676,7 @@
         "ENSG00000148677",
         "ENSG00000148773",
         "ENSG00000148814",
+        "ENSG00000148925",
         "ENSG00000148926",
         "ENSG00000148935",
         "ENSG00000148985",
@@ -1672,11 +1685,11 @@
         "ENSG00000149090",
         "ENSG00000149131",
         "ENSG00000149150",
+        "ENSG00000149294",
         "ENSG00000149308",
         "ENSG00000149311",
         "ENSG00000149328",
         "ENSG00000149380",
-        "ENSG00000149474",
         "ENSG00000149476",
         "ENSG00000149488",
         "ENSG00000149548",
@@ -1710,7 +1723,7 @@
         "ENSG00000151065",
         "ENSG00000151117",
         "ENSG00000151287",
-        "ENSG00000151332",
+        "ENSG00000151365",
         "ENSG00000151445",
         "ENSG00000151468",
         "ENSG00000151490",
@@ -1726,7 +1739,6 @@
         "ENSG00000151876",
         "ENSG00000151882",
         "ENSG00000151892",
-        "ENSG00000151914",
         "ENSG00000151967",
         "ENSG00000152049",
         "ENSG00000152092",
@@ -1734,7 +1746,6 @@
         "ENSG00000152207",
         "ENSG00000152213",
         "ENSG00000152359",
-        "ENSG00000152377",
         "ENSG00000152382",
         "ENSG00000152439",
         "ENSG00000152443",
@@ -1759,6 +1770,7 @@
         "ENSG00000153132",
         "ENSG00000153140",
         "ENSG00000153283",
+        "ENSG00000153310",
         "ENSG00000153347",
         "ENSG00000153395",
         "ENSG00000153446",
@@ -1781,7 +1793,6 @@
         "ENSG00000154277",
         "ENSG00000154370",
         "ENSG00000154451",
-        "ENSG00000154556",
         "ENSG00000154620",
         "ENSG00000154639",
         "ENSG00000154642",
@@ -1794,13 +1805,11 @@
         "ENSG00000154928",
         "ENSG00000154957",
         "ENSG00000155011",
-        "ENSG00000155090",
         "ENSG00000155093",
         "ENSG00000155252",
         "ENSG00000155265",
         "ENSG00000155275",
         "ENSG00000155330",
-        "ENSG00000155363",
         "ENSG00000155393",
         "ENSG00000155465",
         "ENSG00000155508",
@@ -1808,14 +1817,12 @@
         "ENSG00000155657",
         "ENSG00000155659",
         "ENSG00000155666",
-        "ENSG00000155749",
         "ENSG00000155846",
         "ENSG00000155858",
         "ENSG00000155906",
         "ENSG00000155926",
         "ENSG00000155961",
         "ENSG00000155975",
-        "ENSG00000155980",
         "ENSG00000156050",
         "ENSG00000156076",
         "ENSG00000156127",
@@ -1828,6 +1835,7 @@
         "ENSG00000156313",
         "ENSG00000156345",
         "ENSG00000156374",
+        "ENSG00000156414",
         "ENSG00000156475",
         "ENSG00000156500",
         "ENSG00000156504",
@@ -1835,6 +1843,7 @@
         "ENSG00000156689",
         "ENSG00000156738",
         "ENSG00000156787",
+        "ENSG00000156876",
         "ENSG00000156885",
         "ENSG00000156886",
         "ENSG00000156968",
@@ -1881,13 +1890,11 @@
         "ENSG00000158552",
         "ENSG00000158691",
         "ENSG00000158714",
-        "ENSG00000158717",
         "ENSG00000158806",
         "ENSG00000158825",
         "ENSG00000158856",
         "ENSG00000158859",
         "ENSG00000158882",
-        "ENSG00000158887",
         "ENSG00000158987",
         "ENSG00000159082",
         "ENSG00000159111",
@@ -1896,6 +1903,7 @@
         "ENSG00000159176",
         "ENSG00000159200",
         "ENSG00000159208",
+        "ENSG00000159214",
         "ENSG00000159261",
         "ENSG00000159339",
         "ENSG00000159374",
@@ -1908,6 +1916,7 @@
         "ENSG00000159674",
         "ENSG00000159713",
         "ENSG00000159753",
+        "ENSG00000159761",
         "ENSG00000159763",
         "ENSG00000159792",
         "ENSG00000159882",
@@ -1924,6 +1933,7 @@
         "ENSG00000160229",
         "ENSG00000160233",
         "ENSG00000160255",
+        "ENSG00000160284",
         "ENSG00000160321",
         "ENSG00000160323",
         "ENSG00000160336",
@@ -1945,6 +1955,7 @@
         "ENSG00000160862",
         "ENSG00000160867",
         "ENSG00000160883",
+        "ENSG00000160886",
         "ENSG00000160908",
         "ENSG00000160949",
         "ENSG00000160957",
@@ -1956,16 +1967,16 @@
         "ENSG00000161048",
         "ENSG00000161055",
         "ENSG00000161179",
-        "ENSG00000161243",
         "ENSG00000161277",
         "ENSG00000161298",
         "ENSG00000161381",
         "ENSG00000161395",
         "ENSG00000161405",
+        "ENSG00000161618",
         "ENSG00000161647",
         "ENSG00000161653",
+        "ENSG00000161692",
         "ENSG00000161911",
-        "ENSG00000161929",
         "ENSG00000161940",
         "ENSG00000161944",
         "ENSG00000162004",
@@ -1973,7 +1984,6 @@
         "ENSG00000162073",
         "ENSG00000162078",
         "ENSG00000162086",
-        "ENSG00000162139",
         "ENSG00000162174",
         "ENSG00000162194",
         "ENSG00000162367",
@@ -2032,7 +2042,6 @@
         "ENSG00000163032",
         "ENSG00000163040",
         "ENSG00000163050",
-        "ENSG00000163053",
         "ENSG00000163072",
         "ENSG00000163093",
         "ENSG00000163106",
@@ -2042,6 +2051,8 @@
         "ENSG00000163161",
         "ENSG00000163171",
         "ENSG00000163219",
+        "ENSG00000163239",
+        "ENSG00000163328",
         "ENSG00000163347",
         "ENSG00000163359",
         "ENSG00000163376",
@@ -2049,6 +2060,7 @@
         "ENSG00000163453",
         "ENSG00000163462",
         "ENSG00000163472",
+        "ENSG00000163481",
         "ENSG00000163482",
         "ENSG00000163492",
         "ENSG00000163507",
@@ -2057,7 +2069,6 @@
         "ENSG00000163520",
         "ENSG00000163521",
         "ENSG00000163531",
-        "ENSG00000163534",
         "ENSG00000163535",
         "ENSG00000163536",
         "ENSG00000163564",
@@ -2070,7 +2081,6 @@
         "ENSG00000163626",
         "ENSG00000163633",
         "ENSG00000163666",
-        "ENSG00000163686",
         "ENSG00000163687",
         "ENSG00000163701",
         "ENSG00000163710",
@@ -2082,6 +2092,7 @@
         "ENSG00000163762",
         "ENSG00000163794",
         "ENSG00000163803",
+        "ENSG00000163812",
         "ENSG00000163818",
         "ENSG00000163827",
         "ENSG00000163832",
@@ -2094,6 +2105,7 @@
         "ENSG00000163935",
         "ENSG00000163950",
         "ENSG00000163958",
+        "ENSG00000163964",
         "ENSG00000163993",
         "ENSG00000164002",
         "ENSG00000164010",
@@ -2114,10 +2126,12 @@
         "ENSG00000164120",
         "ENSG00000164129",
         "ENSG00000164161",
+        "ENSG00000164188",
         "ENSG00000164197",
         "ENSG00000164211",
         "ENSG00000164220",
         "ENSG00000164251",
+        "ENSG00000164266",
         "ENSG00000164270",
         "ENSG00000164284",
         "ENSG00000164296",
@@ -2150,7 +2164,6 @@
         "ENSG00000164736",
         "ENSG00000164742",
         "ENSG00000164743",
-        "ENSG00000164764",
         "ENSG00000164825",
         "ENSG00000164841",
         "ENSG00000164850",
@@ -2162,9 +2175,7 @@
         "ENSG00000164953",
         "ENSG00000164975",
         "ENSG00000164976",
-        "ENSG00000165046",
         "ENSG00000165071",
-        "ENSG00000165124",
         "ENSG00000165138",
         "ENSG00000165152",
         "ENSG00000165168",
@@ -2194,12 +2205,12 @@
         "ENSG00000165810",
         "ENSG00000165821",
         "ENSG00000165868",
-        "ENSG00000165917",
         "ENSG00000165923",
         "ENSG00000165943",
         "ENSG00000166073",
         "ENSG00000166133",
         "ENSG00000166148",
+        "ENSG00000166166",
         "ENSG00000166169",
         "ENSG00000166188",
         "ENSG00000166192",
@@ -2210,7 +2221,6 @@
         "ENSG00000166292",
         "ENSG00000166341",
         "ENSG00000166343",
-        "ENSG00000166391",
         "ENSG00000166428",
         "ENSG00000166446",
         "ENSG00000166450",
@@ -2253,16 +2263,16 @@
         "ENSG00000167103",
         "ENSG00000167105",
         "ENSG00000167191",
+        "ENSG00000167196",
         "ENSG00000167207",
         "ENSG00000167208",
         "ENSG00000167216",
-        "ENSG00000167286",
         "ENSG00000167333",
         "ENSG00000167371",
         "ENSG00000167377",
-        "ENSG00000167384",
         "ENSG00000167419",
         "ENSG00000167434",
+        "ENSG00000167447",
         "ENSG00000167476",
         "ENSG00000167513",
         "ENSG00000167525",
@@ -2283,11 +2293,13 @@
         "ENSG00000167664",
         "ENSG00000167676",
         "ENSG00000167695",
+        "ENSG00000167699",
         "ENSG00000167723",
         "ENSG00000167748",
         "ENSG00000167754",
         "ENSG00000167755",
         "ENSG00000167779",
+        "ENSG00000167785",
         "ENSG00000167840",
         "ENSG00000167842",
         "ENSG00000167850",
@@ -2325,7 +2337,6 @@
         "ENSG00000168453",
         "ENSG00000168490",
         "ENSG00000168491",
-        "ENSG00000168495",
         "ENSG00000168496",
         "ENSG00000168497",
         "ENSG00000168539",
@@ -2339,7 +2350,6 @@
         "ENSG00000168758",
         "ENSG00000168778",
         "ENSG00000168792",
-        "ENSG00000168806",
         "ENSG00000168811",
         "ENSG00000168824",
         "ENSG00000168826",
@@ -2373,8 +2383,8 @@
         "ENSG00000169418",
         "ENSG00000169429",
         "ENSG00000169432",
+        "ENSG00000169490",
         "ENSG00000169495",
-        "ENSG00000169507",
         "ENSG00000169508",
         "ENSG00000169562",
         "ENSG00000169598",
@@ -2412,7 +2422,6 @@
         "ENSG00000170476",
         "ENSG00000170522",
         "ENSG00000170571",
-        "ENSG00000170615",
         "ENSG00000170627",
         "ENSG00000170631",
         "ENSG00000170667",
@@ -2423,7 +2432,6 @@
         "ENSG00000170915",
         "ENSG00000170927",
         "ENSG00000170954",
-        "ENSG00000170959",
         "ENSG00000170961",
         "ENSG00000171016",
         "ENSG00000171051",
@@ -2453,6 +2461,7 @@
         "ENSG00000171522",
         "ENSG00000171533",
         "ENSG00000171574",
+        "ENSG00000171595",
         "ENSG00000171596",
         "ENSG00000171608",
         "ENSG00000171617",
@@ -2464,7 +2473,6 @@
         "ENSG00000171792",
         "ENSG00000171806",
         "ENSG00000171812",
-        "ENSG00000171817",
         "ENSG00000171827",
         "ENSG00000171848",
         "ENSG00000171860",
@@ -2476,6 +2484,7 @@
         "ENSG00000172005",
         "ENSG00000172014",
         "ENSG00000172020",
+        "ENSG00000172046",
         "ENSG00000172113",
         "ENSG00000172116",
         "ENSG00000172159",
@@ -2488,7 +2497,6 @@
         "ENSG00000172331",
         "ENSG00000172345",
         "ENSG00000172349",
-        "ENSG00000172361",
         "ENSG00000172375",
         "ENSG00000172379",
         "ENSG00000172382",
@@ -2517,6 +2525,7 @@
         "ENSG00000173114",
         "ENSG00000173137",
         "ENSG00000173175",
+        "ENSG00000173198",
         "ENSG00000173200",
         "ENSG00000173208",
         "ENSG00000173253",
@@ -2532,6 +2541,7 @@
         "ENSG00000173432",
         "ENSG00000173456",
         "ENSG00000173480",
+        "ENSG00000173531",
         "ENSG00000173535",
         "ENSG00000173545",
         "ENSG00000173546",
@@ -2540,10 +2550,10 @@
         "ENSG00000173638",
         "ENSG00000173641",
         "ENSG00000173662",
-        "ENSG00000173705",
         "ENSG00000173706",
         "ENSG00000173894",
         "ENSG00000173917",
+        "ENSG00000173928",
         "ENSG00000174007",
         "ENSG00000174059",
         "ENSG00000174123",
@@ -2572,16 +2582,13 @@
         "ENSG00000174799",
         "ENSG00000174807",
         "ENSG00000174827",
-        "ENSG00000174840",
         "ENSG00000174842",
-        "ENSG00000174885",
         "ENSG00000174946",
         "ENSG00000174951",
         "ENSG00000175063",
         "ENSG00000175087",
         "ENSG00000175170",
         "ENSG00000175183",
-        "ENSG00000175206",
         "ENSG00000175283",
         "ENSG00000175318",
         "ENSG00000175322",
@@ -2638,8 +2645,10 @@
         "ENSG00000176884",
         "ENSG00000176896",
         "ENSG00000176909",
+        "ENSG00000176953",
         "ENSG00000176971",
         "ENSG00000177034",
+        "ENSG00000177058",
         "ENSG00000177096",
         "ENSG00000177098",
         "ENSG00000177105",
@@ -2647,6 +2656,7 @@
         "ENSG00000177181",
         "ENSG00000177191",
         "ENSG00000177192",
+        "ENSG00000177272",
         "ENSG00000177302",
         "ENSG00000177406",
         "ENSG00000177409",
@@ -2655,14 +2665,12 @@
         "ENSG00000177455",
         "ENSG00000177464",
         "ENSG00000177485",
-        "ENSG00000177494",
         "ENSG00000177542",
         "ENSG00000177575",
         "ENSG00000177613",
         "ENSG00000177679",
         "ENSG00000177688",
         "ENSG00000177721",
-        "ENSG00000177728",
         "ENSG00000177873",
         "ENSG00000177946",
         "ENSG00000177963",
@@ -2731,6 +2739,7 @@
         "ENSG00000179922",
         "ENSG00000179941",
         "ENSG00000179981",
+        "ENSG00000180071",
         "ENSG00000180089",
         "ENSG00000180096",
         "ENSG00000180113",
@@ -2738,8 +2747,10 @@
         "ENSG00000180245",
         "ENSG00000180257",
         "ENSG00000180318",
+        "ENSG00000180329",
         "ENSG00000180340",
         "ENSG00000180346",
+        "ENSG00000180376",
         "ENSG00000180423",
         "ENSG00000180448",
         "ENSG00000180479",
@@ -2755,6 +2766,7 @@
         "ENSG00000180871",
         "ENSG00000180879",
         "ENSG00000180884",
+        "ENSG00000180938",
         "ENSG00000180953",
         "ENSG00000181004",
         "ENSG00000181007",
@@ -2776,7 +2788,6 @@
         "ENSG00000181638",
         "ENSG00000181652",
         "ENSG00000181656",
-        "ENSG00000181666",
         "ENSG00000181751",
         "ENSG00000181798",
         "ENSG00000181847",
@@ -2789,7 +2800,6 @@
         "ENSG00000182118",
         "ENSG00000182134",
         "ENSG00000182141",
-        "ENSG00000182150",
         "ENSG00000182173",
         "ENSG00000182199",
         "ENSG00000182218",
@@ -2804,7 +2814,6 @@
         "ENSG00000182492",
         "ENSG00000182508",
         "ENSG00000182544",
-        "ENSG00000182580",
         "ENSG00000182585",
         "ENSG00000182718",
         "ENSG00000182771",
@@ -2819,6 +2828,7 @@
         "ENSG00000182993",
         "ENSG00000183019",
         "ENSG00000183036",
+        "ENSG00000183044",
         "ENSG00000183092",
         "ENSG00000183150",
         "ENSG00000183250",
@@ -2831,6 +2841,7 @@
         "ENSG00000183484",
         "ENSG00000183496",
         "ENSG00000183542",
+        "ENSG00000183549",
         "ENSG00000183615",
         "ENSG00000183647",
         "ENSG00000183665",
@@ -2838,7 +2849,6 @@
         "ENSG00000183722",
         "ENSG00000183751",
         "ENSG00000183763",
-        "ENSG00000183765",
         "ENSG00000183773",
         "ENSG00000183778",
         "ENSG00000183784",
@@ -2862,10 +2872,10 @@
         "ENSG00000184271",
         "ENSG00000184281",
         "ENSG00000184292",
-        "ENSG00000184307",
         "ENSG00000184313",
         "ENSG00000184343",
         "ENSG00000184378",
+        "ENSG00000184428",
         "ENSG00000184434",
         "ENSG00000184436",
         "ENSG00000184489",
@@ -2873,7 +2883,6 @@
         "ENSG00000184517",
         "ENSG00000184613",
         "ENSG00000184619",
-        "ENSG00000184675",
         "ENSG00000184678",
         "ENSG00000184785",
         "ENSG00000184786",
@@ -2888,6 +2897,7 @@
         "ENSG00000185085",
         "ENSG00000185100",
         "ENSG00000185101",
+        "ENSG00000185127",
         "ENSG00000185220",
         "ENSG00000185245",
         "ENSG00000185252",
@@ -2912,7 +2922,6 @@
         "ENSG00000185652",
         "ENSG00000185670",
         "ENSG00000185681",
-        "ENSG00000185689",
         "ENSG00000185697",
         "ENSG00000185739",
         "ENSG00000185745",
@@ -2937,11 +2946,11 @@
         "ENSG00000186088",
         "ENSG00000186130",
         "ENSG00000186160",
+        "ENSG00000186193",
         "ENSG00000186204",
         "ENSG00000186212",
         "ENSG00000186260",
         "ENSG00000186272",
-        "ENSG00000186280",
         "ENSG00000186281",
         "ENSG00000186300",
         "ENSG00000186310",
@@ -2949,7 +2958,6 @@
         "ENSG00000186364",
         "ENSG00000186376",
         "ENSG00000186407",
-        "ENSG00000186416",
         "ENSG00000186446",
         "ENSG00000186462",
         "ENSG00000186470",
@@ -2970,13 +2978,11 @@
         "ENSG00000186847",
         "ENSG00000186854",
         "ENSG00000186889",
-        "ENSG00000186891",
         "ENSG00000186907",
         "ENSG00000186973",
         "ENSG00000186998",
         "ENSG00000187037",
         "ENSG00000187091",
-        "ENSG00000187105",
         "ENSG00000187116",
         "ENSG00000187151",
         "ENSG00000187187",
@@ -2994,7 +3000,6 @@
         "ENSG00000187650",
         "ENSG00000187678",
         "ENSG00000187688",
-        "ENSG00000187736",
         "ENSG00000187741",
         "ENSG00000187764",
         "ENSG00000187792",
@@ -3011,15 +3016,12 @@
         "ENSG00000188070",
         "ENSG00000188130",
         "ENSG00000188167",
-        "ENSG00000188175",
         "ENSG00000188211",
         "ENSG00000188227",
         "ENSG00000188257",
         "ENSG00000188266",
-        "ENSG00000188277",
         "ENSG00000188283",
         "ENSG00000188295",
-        "ENSG00000188305",
         "ENSG00000188315",
         "ENSG00000188322",
         "ENSG00000188368",
@@ -3040,6 +3042,7 @@
         "ENSG00000188687",
         "ENSG00000188693",
         "ENSG00000188707",
+        "ENSG00000188729",
         "ENSG00000188783",
         "ENSG00000188785",
         "ENSG00000188822",
@@ -3070,7 +3073,6 @@
         "ENSG00000189420",
         "ENSG00000196074",
         "ENSG00000196090",
-        "ENSG00000196104",
         "ENSG00000196126",
         "ENSG00000196151",
         "ENSG00000196152",
@@ -3082,12 +3084,13 @@
         "ENSG00000196214",
         "ENSG00000196267",
         "ENSG00000196268",
+        "ENSG00000196290",
+        "ENSG00000196296",
         "ENSG00000196329",
         "ENSG00000196338",
         "ENSG00000196345",
         "ENSG00000196357",
         "ENSG00000196378",
-        "ENSG00000196388",
         "ENSG00000196417",
         "ENSG00000196418",
         "ENSG00000196422",
@@ -3098,7 +3101,6 @@
         "ENSG00000196466",
         "ENSG00000196517",
         "ENSG00000196542",
-        "ENSG00000196550",
         "ENSG00000196557",
         "ENSG00000196569",
         "ENSG00000196581",
@@ -3115,7 +3117,6 @@
         "ENSG00000196793",
         "ENSG00000196810",
         "ENSG00000196843",
-        "ENSG00000196865",
         "ENSG00000196867",
         "ENSG00000196878",
         "ENSG00000196951",
@@ -3133,16 +3134,17 @@
         "ENSG00000197128",
         "ENSG00000197150",
         "ENSG00000197168",
+        "ENSG00000197177",
         "ENSG00000197245",
         "ENSG00000197249",
         "ENSG00000197265",
-        "ENSG00000197275",
         "ENSG00000197279",
         "ENSG00000197355",
         "ENSG00000197362",
         "ENSG00000197372",
         "ENSG00000197380",
         "ENSG00000197406",
+        "ENSG00000197415",
         "ENSG00000197429",
         "ENSG00000197446",
         "ENSG00000197465",
@@ -3159,9 +3161,11 @@
         "ENSG00000197614",
         "ENSG00000197619",
         "ENSG00000197620",
+        "ENSG00000197622",
         "ENSG00000197646",
         "ENSG00000197647",
         "ENSG00000197705",
+        "ENSG00000197724",
         "ENSG00000197748",
         "ENSG00000197766",
         "ENSG00000197769",
@@ -3214,6 +3218,7 @@
         "ENSG00000198712",
         "ENSG00000198719",
         "ENSG00000198727",
+        "ENSG00000198728",
         "ENSG00000198746",
         "ENSG00000198756",
         "ENSG00000198763",
@@ -3231,6 +3236,7 @@
         "ENSG00000198848",
         "ENSG00000198858",
         "ENSG00000198860",
+        "ENSG00000198874",
         "ENSG00000198885",
         "ENSG00000198886",
         "ENSG00000198890",
@@ -3249,8 +3255,8 @@
         "ENSG00000203446",
         "ENSG00000203497",
         "ENSG00000203685",
+        "ENSG00000203697",
         "ENSG00000203710",
-        "ENSG00000203722",
         "ENSG00000203747",
         "ENSG00000203797",
         "ENSG00000203805",
@@ -3258,14 +3264,12 @@
         "ENSG00000203867",
         "ENSG00000203872",
         "ENSG00000203965",
+        "ENSG00000203993",
         "ENSG00000204086",
         "ENSG00000204147",
-        "ENSG00000204149",
         "ENSG00000204161",
         "ENSG00000204176",
-        "ENSG00000204241",
         "ENSG00000204248",
-        "ENSG00000204257",
         "ENSG00000204271",
         "ENSG00000204287",
         "ENSG00000204291",
@@ -3302,7 +3306,6 @@
         "ENSG00000204947",
         "ENSG00000205038",
         "ENSG00000205045",
-        "ENSG00000205057",
         "ENSG00000205076",
         "ENSG00000205084",
         "ENSG00000205089",
@@ -3318,7 +3321,6 @@
         "ENSG00000205559",
         "ENSG00000205560",
         "ENSG00000205593",
-        "ENSG00000205611",
         "ENSG00000205643",
         "ENSG00000205710",
         "ENSG00000205744",
@@ -3363,17 +3365,18 @@
         "ENSG00000213937",
         "ENSG00000213949",
         "ENSG00000213967",
+        "ENSG00000213988",
         "ENSG00000214029",
         "ENSG00000214128",
         "ENSG00000214140",
         "ENSG00000214226",
         "ENSG00000214290",
-        "ENSG00000214353",
         "ENSG00000214367",
         "ENSG00000214548",
         "ENSG00000214575",
         "ENSG00000214595",
         "ENSG00000214652",
+        "ENSG00000214706",
         "ENSG00000214870",
         "ENSG00000214894",
         "ENSG00000215041",
@@ -3384,11 +3387,12 @@
         "ENSG00000215458",
         "ENSG00000215788",
         "ENSG00000215808",
+        "ENSG00000215883",
         "ENSG00000216863",
         "ENSG00000217442",
-        "ENSG00000218018",
         "ENSG00000219607",
         "ENSG00000220201",
+        "ENSG00000221818",
         "ENSG00000221829",
         "ENSG00000221866",
         "ENSG00000221883",
@@ -3399,7 +3403,7 @@
         "ENSG00000221947",
         "ENSG00000221949",
         "ENSG00000221968",
-        "ENSG00000221988",
+        "ENSG00000221990",
         "ENSG00000221994",
         "ENSG00000222011",
         "ENSG00000223546",
@@ -3434,8 +3438,8 @@
         "ENSG00000225342",
         "ENSG00000225439",
         "ENSG00000225535",
+        "ENSG00000225572",
         "ENSG00000225578",
-        "ENSG00000225602",
         "ENSG00000225611",
         "ENSG00000225697",
         "ENSG00000225791",
@@ -3450,7 +3454,7 @@
         "ENSG00000226200",
         "ENSG00000226445",
         "ENSG00000226496",
-        "ENSG00000226791",
+        "ENSG00000226833",
         "ENSG00000226887",
         "ENSG00000226889",
         "ENSG00000226979",
@@ -3479,13 +3483,11 @@
         "ENSG00000229111",
         "ENSG00000229124",
         "ENSG00000229127",
-        "ENSG00000229153",
         "ENSG00000229291",
         "ENSG00000229334",
         "ENSG00000229474",
         "ENSG00000229619",
         "ENSG00000229647",
-        "ENSG00000229931",
         "ENSG00000230013",
         "ENSG00000230091",
         "ENSG00000230148",
@@ -3494,7 +3496,6 @@
         "ENSG00000230555",
         "ENSG00000230797",
         "ENSG00000230844",
-        "ENSG00000230918",
         "ENSG00000231105",
         "ENSG00000231133",
         "ENSG00000231177",
@@ -3513,19 +3514,17 @@
         "ENSG00000231890",
         "ENSG00000231908",
         "ENSG00000231920",
+        "ENSG00000232065",
         "ENSG00000232098",
         "ENSG00000232233",
         "ENSG00000232310",
         "ENSG00000232453",
         "ENSG00000232533",
-        "ENSG00000232564",
         "ENSG00000232591",
-        "ENSG00000232653",
         "ENSG00000232656",
         "ENSG00000232684",
         "ENSG00000232810",
         "ENSG00000232859",
-        "ENSG00000232940",
         "ENSG00000232977",
         "ENSG00000233098",
         "ENSG00000233110",
@@ -3536,6 +3535,7 @@
         "ENSG00000233791",
         "ENSG00000233822",
         "ENSG00000234028",
+        "ENSG00000234072",
         "ENSG00000234284",
         "ENSG00000234350",
         "ENSG00000234511",
@@ -3555,6 +3555,7 @@
         "ENSG00000235106",
         "ENSG00000235162",
         "ENSG00000235172",
+        "ENSG00000235185",
         "ENSG00000235300",
         "ENSG00000235387",
         "ENSG00000235501",
@@ -3566,13 +3567,13 @@
         "ENSG00000235740",
         "ENSG00000235865",
         "ENSG00000235897",
-        "ENSG00000235904",
         "ENSG00000235919",
         "ENSG00000236021",
         "ENSG00000236104",
         "ENSG00000236120",
         "ENSG00000236144",
         "ENSG00000236200",
+        "ENSG00000236213",
         "ENSG00000236305",
         "ENSG00000236423",
         "ENSG00000236617",
@@ -3580,6 +3581,7 @@
         "ENSG00000236915",
         "ENSG00000236991",
         "ENSG00000237001",
+        "ENSG00000237036",
         "ENSG00000237054",
         "ENSG00000237080",
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@@ -3614,7 +3616,6 @@
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