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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| enterocyte of epithelium of large intestine | 466 | 0.83 | 0.84 | 0.84 | 0.81 | 0.00 | 0.81 | 0.83 | 0.84 | 0.85 |\n| CD4-positive, alpha-beta T cell | 403 | 0.84 | 0.88 | 0.87 | 0.65 | 0.00 | 0.80 | 0.83 | 0.85 | 0.90 |\n| plasma cell | 306 | 0.98 | 0.98 | 0.97 | 0.98 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 285 | 0.80 | 0.84 | 0.84 | 0.55 | 0.00 | 0.76 | 0.82 | 0.82 | 0.87 |\n| fibroblast | 250 | 0.98 | 0.98 | 0.98 | 0.97 | 0.00 | 0.97 | 0.99 | 0.98 | 0.98 |\n| B cell | 229 | 1.00 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| gamma-delta T cell | 193 | 0.91 | 0.92 | 0.93 | 0.51 | 0.00 | 0.88 | 0.92 | 0.90 | 0.94 |\n| intestinal crypt stem cell of colon | 170 | 0.83 | 0.87 | 0.84 | 0.81 | 0.00 | 0.74 | 0.85 | 0.84 | 0.90 |\n| large intestine goblet cell | 170 | 0.91 | 0.93 | 0.93 | 0.79 | 0.00 | 0.68 | 0.92 | 0.89 | 0.93 |\n| enteroglial cell | 75 | 0.97 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| regulatory T cell | 65 | 0.63 | 0.67 | 0.70 | 0.42 | 0.00 | 0.67 | 0.64 | 0.66 | 0.76 |\n| mast cell | 51 | 0.96 | 0.98 | 0.98 | 0.99 | 0.00 | 0.96 | 0.98 | 0.98 | 0.98 |\n| myeloid leukocyte | 29 | 0.85 | 0.89 | 0.89 | 0.85 | 0.00 | 0.91 | 0.90 | 0.92 | 0.92 |\n| colon endothelial cell | 38 | 0.94 | 0.96 | 0.95 | 0.89 | 0.00 | 0.90 | 0.97 | 0.96 | 0.97 |\n| colon macrophage | 38 | 0.85 | 0.85 | 0.78 | 0.85 | 0.00 | 0.86 | 0.89 | 0.89 | 0.91 |\n| transit amplifying cell of colon | 22 | 0.71 | 0.57 | 0.63 | 0.46 | 0.00 | 0.55 | 0.64 | 0.63 | 0.72 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 25 | 0.79 | 0.69 | 0.67 | 0.21 | 0.00 | 0.76 | 0.75 | 0.74 | 0.81 |\n| paneth cell of colon | 23 | 0.55 | 0.53 | 0.65 | 0.72 | 0.00 | 0.47 | 0.68 | 0.60 | 0.73 |\n| tuft cell of colon | 18 | 0.95 | 0.97 | 1.00 | 0.91 | 0.00 | 0.92 | 0.97 | 1.00 | 1.00 |\n| myofibroblast cell | 12 | 0.86 | 0.88 | 0.96 | 0.88 | 0.00 | 0.89 | 1.00 | 0.85 | 0.96 |\n| monocyte | 3 | 0.80 | 0.80 | 0.44 | 0.40 | 0.00 | 0.80 | 0.80 | 0.67 | 0.80 |\n| mature NK T cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 0.50 | 0.67 | 0.00 |\n| type L enteroendocrine cell | 4 | 0.57 | 1.00 | 0.89 | 0.73 | 0.00 | 0.80 | 1.00 | 0.73 | 1.00 |\n| myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.36 | 0.00 | 0.50 | 0.00 |\n| enterochromaffin-like cell | 5 | 0.00 | 0.91 | 0.75 | 0.25 | 0.00 | 0.67 | 1.00 | 0.89 | 0.89 |\n| natural killer cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 0.67 | 0.67 | 0.00 |\n| neutrophil | 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| enterocyte of epithelium of large intestine | 4101 | 0.85 | 0.85 | 0.87 | 0.89 | 0.00 | 0.83 | 0.85 | 0.88 | 0.87 |\n| CD4-positive, alpha-beta T cell | 3837 | 0.85 | 0.88 | 0.91 | 0.76 | 0.00 | 0.84 | 0.89 | 0.89 | 0.92 |\n| plasma cell | 3002 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 2677 | 0.80 | 0.84 | 0.88 | 0.65 | 0.00 | 0.80 | 0.86 | 0.86 | 0.89 |\n| fibroblast | 2347 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| B cell | 1840 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| gamma-delta T cell | 1663 | 0.91 | 0.92 | 0.95 | 0.64 | 0.00 | 0.89 | 0.92 | 0.91 | 0.95 |\n| intestinal crypt stem cell of colon | 1562 | 0.85 | 0.85 | 0.91 | 0.87 | 0.00 | 0.78 | 0.89 | 0.89 | 0.93 |\n| large intestine goblet cell | 1387 | 0.93 | 0.94 | 0.94 | 0.79 | 0.00 | 0.71 | 0.94 | 0.94 | 0.95 |\n| enteroglial cell | 773 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| regulatory T cell | 568 | 0.73 | 0.71 | 0.82 | 0.50 | 0.00 | 0.77 | 0.79 | 0.79 | 0.89 |\n| mast cell | 342 | 0.97 | 0.97 | 0.98 | 0.95 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| myeloid leukocyte | 325 | 0.86 | 0.91 | 0.93 | 0.88 | 0.00 | 0.96 | 1.00 | 0.99 | 0.97 |\n| colon endothelial cell | 310 | 0.89 | 0.87 | 0.93 | 0.94 | 0.00 | 0.91 | 0.96 | 0.95 | 0.95 |\n| colon macrophage | 290 | 0.80 | 0.86 | 0.87 | 0.85 | 0.00 | 0.93 | 0.99 | 1.00 | 0.94 |\n| transit amplifying cell of colon | 215 | 0.77 | 0.71 | 0.80 | 0.60 | 0.00 | 0.60 | 0.78 | 0.77 | 0.87 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 203 | 0.70 | 0.68 | 0.76 | 0.47 | 0.00 | 0.71 | 0.83 | 0.79 | 0.81 |\n| paneth cell of colon | 194 | 0.60 | 0.36 | 0.82 | 0.76 | 0.00 | 0.58 | 0.83 | 0.62 | 0.88 |\n| tuft cell of colon | 160 | 0.92 | 0.96 | 0.95 | 0.94 | 0.00 | 0.90 | 0.97 | 0.97 | 0.98 |\n| myofibroblast cell | 70 | 0.81 | 0.81 | 0.88 | 0.87 | 0.00 | 0.88 | 1.00 | 0.99 | 0.95 |\n| monocyte | 63 | 0.76 | 0.81 | 0.77 | 0.72 | 0.00 | 0.90 | 0.99 | 0.98 | 0.94 |\n| mature NK T cell | 43 | 0.00 | 0.47 | 0.66 | 0.45 | 0.00 | 0.56 | 0.95 | 0.93 | 0.90 |\n| type L enteroendocrine cell | 40 | 0.76 | 0.88 | 0.92 | 0.74 | 0.00 | 0.88 | 0.98 | 0.98 | 1.00 |\n| myeloid dendritic cell | 38 | 0.00 | 0.18 | 0.37 | 0.23 | 0.00 | 0.77 | 0.99 | 1.00 | 0.69 |\n| enterochromaffin-like cell | 22 | 0.00 | 0.80 | 0.87 | 0.78 | 0.00 | 0.76 | 1.00 | 0.98 | 0.98 |\n| natural killer cell | 12 | 0.00 | 0.00 | 0.00 | 0.29 | 0.00 | 0.75 | 0.96 | 1.00 | 0.86 |\n| innate lymphoid cell | 11 | 0.00 | 0.00 | 0.43 | 0.00 | 0.00 | 0.45 | 0.96 | 1.00 | 0.59 |\n| neutrophil | 9 | 0.00 | 0.00 | 0.36 | 0.62 | 0.00 | 0.82 | 1.00 | 0.95 | 1.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| enterocyte of epithelium of large intestine | 471 | 0.82 | 0.84 | 0.84 | 0.82 | 0.00 | 0.79 | 0.82 | 0.86 | 0.84 |\n| CD4-positive, alpha-beta T cell | 413 | 0.85 | 0.88 | 0.86 | 0.72 | 0.00 | 0.73 | 0.86 | 0.86 | 0.89 |\n| plasma cell | 315 | 0.98 | 0.98 | 0.97 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| CD8-positive, alpha-beta T cell | 289 | 0.80 | 0.85 | 0.83 | 0.55 | 0.00 | 0.70 | 0.80 | 0.83 | 0.87 |\n| fibroblast | 250 | 0.96 | 0.98 | 0.98 | 0.97 | 0.00 | 0.96 | 0.98 | 0.98 | 0.98 |\n| B cell | 228 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| gamma-delta T cell | 190 | 0.88 | 0.91 | 0.94 | 0.64 | 0.00 | 0.81 | 0.90 | 0.90 | 0.93 |\n| intestinal crypt stem cell of colon | 151 | 0.81 | 0.84 | 0.86 | 0.81 | 0.00 | 0.80 | 0.83 | 0.84 | 0.89 |\n| large intestine goblet cell | 169 | 0.90 | 0.94 | 0.93 | 0.79 | 0.00 | 0.79 | 0.91 | 0.90 | 0.93 |\n| enteroglial cell | 77 | 0.99 | 0.99 | 0.97 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.98 |\n| regulatory T cell | 64 | 0.66 | 0.64 | 0.63 | 0.30 | 0.00 | 0.60 | 0.72 | 0.68 | 0.78 |\n| mast cell | 48 | 0.99 | 0.97 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| myeloid leukocyte | 31 | 0.89 | 0.91 | 0.92 | 0.85 | 0.00 | 0.98 | 0.92 | 0.95 | 1.00 |\n| colon endothelial cell | 37 | 0.93 | 0.90 | 0.91 | 0.92 | 0.00 | 0.90 | 0.97 | 0.95 | 0.97 |\n| colon macrophage | 33 | 0.83 | 0.85 | 0.84 | 0.83 | 0.00 | 0.91 | 0.88 | 0.88 | 0.94 |\n| transit amplifying cell of colon | 25 | 0.75 | 0.59 | 0.67 | 0.60 | 0.00 | 0.55 | 0.60 | 0.64 | 0.77 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 23 | 0.75 | 0.75 | 0.69 | 0.12 | 0.00 | 0.77 | 0.69 | 0.72 | 0.83 |\n| paneth cell of colon | 21 | 0.63 | 0.37 | 0.68 | 0.76 | 0.00 | 0.64 | 0.73 | 0.52 | 0.85 |\n| tuft cell of colon | 17 | 1.00 | 1.00 | 0.97 | 0.94 | 0.00 | 0.89 | 1.00 | 0.97 | 1.00 |\n| myofibroblast cell | 11 | 0.79 | 0.88 | 0.87 | 0.95 | 0.00 | 0.79 | 0.96 | 0.83 | 0.88 |\n| monocyte | 4 | 0.86 | 0.86 | 0.55 | 0.67 | 0.00 | 0.86 | 0.86 | 0.75 | 0.86 |\n| mature NK T cell | 6 | 0.00 | 0.29 | 0.29 | 0.00 | 0.00 | 0.32 | 0.50 | 0.60 | 0.44 |\n| type L enteroendocrine cell | 5 | 0.59 | 0.83 | 0.77 | 0.75 | 0.00 | 0.48 | 1.00 | 0.91 | 1.00 |\n| myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| enterochromaffin-like cell | 6 | 0.00 | 0.80 | 0.67 | 0.67 | 0.00 | 0.67 | 0.91 | 1.00 | 1.00 |\n| natural killer cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.67 | 0.67 | 0.00 |\n| innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.67 | 0.50 | 0.00 |\n| neutrophil | 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| enterocyte of epithelium of large intestine | 4096 | 0.84 | 0.85 | 0.87 | 0.88 | 0.00 | 0.82 | 0.85 | 0.89 | 0.87 |\n| CD4-positive, alpha-beta T cell | 3827 | 0.86 | 0.88 | 0.91 | 0.80 | 0.00 | 0.80 | 0.89 | 0.90 | 0.92 |\n| plasma cell | 2993 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 2673 | 0.80 | 0.84 | 0.88 | 0.70 | 0.00 | 0.75 | 0.86 | 0.87 | 0.89 |\n| fibroblast | 2347 | 0.97 | 0.98 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| B cell | 1841 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| gamma-delta T cell | 1666 | 0.91 | 0.92 | 0.95 | 0.79 | 0.00 | 0.85 | 0.93 | 0.93 | 0.95 |\n| intestinal crypt stem cell of colon | 1581 | 0.85 | 0.86 | 0.91 | 0.88 | 0.00 | 0.85 | 0.89 | 0.91 | 0.93 |\n| large intestine goblet cell | 1388 | 0.93 | 0.94 | 0.95 | 0.83 | 0.00 | 0.84 | 0.95 | 0.96 | 0.97 |\n| enteroglial cell | 771 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| regulatory T cell | 569 | 0.70 | 0.71 | 0.80 | 0.38 | 0.00 | 0.67 | 0.78 | 0.81 | 0.88 |\n| mast cell | 345 | 0.97 | 0.97 | 0.98 | 0.97 | 0.00 | 0.98 | 0.99 | 0.99 | 0.98 |\n| myeloid leukocyte | 323 | 0.88 | 0.90 | 0.92 | 0.90 | 0.00 | 0.94 | 0.99 | 1.00 | 0.97 |\n| colon endothelial cell | 311 | 0.90 | 0.88 | 0.93 | 0.93 | 0.00 | 0.90 | 0.98 | 0.98 | 0.96 |\n| colon macrophage | 295 | 0.82 | 0.85 | 0.86 | 0.85 | 0.00 | 0.93 | 0.99 | 1.00 | 0.94 |\n| transit amplifying cell of colon | 212 | 0.74 | 0.70 | 0.79 | 0.60 | 0.00 | 0.61 | 0.81 | 0.80 | 0.87 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 205 | 0.69 | 0.68 | 0.74 | 0.37 | 0.00 | 0.74 | 0.80 | 0.81 | 0.83 |\n| paneth cell of colon | 196 | 0.61 | 0.36 | 0.82 | 0.76 | 0.00 | 0.76 | 0.84 | 0.57 | 0.91 |\n| tuft cell of colon | 161 | 0.92 | 0.96 | 0.95 | 0.96 | 0.00 | 0.88 | 0.98 | 0.97 | 0.98 |\n| myofibroblast cell | 71 | 0.82 | 0.80 | 0.87 | 0.85 | 0.00 | 0.87 | 1.00 | 0.98 | 0.95 |\n| monocyte | 62 | 0.74 | 0.79 | 0.77 | 0.75 | 0.00 | 0.96 | 0.99 | 0.98 | 0.91 |\n| mature NK T cell | 41 | 0.00 | 0.37 | 0.65 | 0.38 | 0.00 | 0.46 | 0.98 | 0.96 | 0.86 |\n| type L enteroendocrine cell | 39 | 0.77 | 0.83 | 0.92 | 0.62 | 0.00 | 0.59 | 0.97 | 0.99 | 0.99 |\n| myeloid dendritic cell | 38 | 0.41 | 0.18 | 0.47 | 0.38 | 0.00 | 0.85 | 0.99 | 1.00 | 0.62 |\n| enterochromaffin-like cell | 21 | 0.00 | 0.68 | 0.86 | 0.76 | 0.00 | 0.54 | 1.00 | 0.95 | 0.93 |\n| natural killer cell | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.79 | 1.00 | 0.96 | 0.76 |\n| innate lymphoid cell | 11 | 0.00 | 0.00 | 0.17 | 0.00 | 0.00 | 0.54 | 0.96 | 0.96 | 0.53 |\n| neutrophil | 9 | 0.00 | 0.00 | 0.20 | 0.46 | 0.00 | 0.78 | 1.00 | 0.95 | 0.94 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000008513",
         "ENSG00000008838",
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         "ENSG00000012817",
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         "ENSG00000019549",
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         "ENSG00000037042",
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         "ENSG00000064692",
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         "ENSG00000091138",
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         "ENSG00000096384",
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         "ENSG00000101574",
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         "ENSG00000102010",
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         "ENSG00000104998",
         "ENSG00000105011",
         "ENSG00000105072",
-        "ENSG00000105131",
         "ENSG00000105173",
         "ENSG00000105186",
         "ENSG00000105229",
         "ENSG00000105255",
         "ENSG00000105270",
+        "ENSG00000105486",
         "ENSG00000105497",
         "ENSG00000105499",
         "ENSG00000105509",
+        "ENSG00000105514",
         "ENSG00000105516",
         "ENSG00000105520",
         "ENSG00000105538",
@@ -664,7 +663,6 @@
         "ENSG00000105877",
         "ENSG00000105894",
         "ENSG00000105928",
-        "ENSG00000105971",
         "ENSG00000105974",
         "ENSG00000106034",
         "ENSG00000106066",
@@ -696,6 +694,7 @@
         "ENSG00000107551",
         "ENSG00000107554",
         "ENSG00000107562",
+        "ENSG00000107614",
         "ENSG00000107651",
         "ENSG00000107719",
         "ENSG00000107742",
@@ -740,10 +739,12 @@
         "ENSG00000109576",
         "ENSG00000109680",
         "ENSG00000109743",
+        "ENSG00000109775",
         "ENSG00000109805",
         "ENSG00000109846",
         "ENSG00000109929",
         "ENSG00000109943",
+        "ENSG00000109944",
         "ENSG00000109971",
         "ENSG00000110002",
         "ENSG00000110060",
@@ -770,7 +771,6 @@
         "ENSG00000110944",
         "ENSG00000111057",
         "ENSG00000111110",
-        "ENSG00000111224",
         "ENSG00000111231",
         "ENSG00000111245",
         "ENSG00000111247",
@@ -796,6 +796,8 @@
         "ENSG00000111674",
         "ENSG00000111701",
         "ENSG00000111725",
+        "ENSG00000111785",
+        "ENSG00000111796",
         "ENSG00000111799",
         "ENSG00000111801",
         "ENSG00000111817",
@@ -834,6 +836,7 @@
         "ENSG00000113108",
         "ENSG00000113119",
         "ENSG00000113140",
+        "ENSG00000113141",
         "ENSG00000113263",
         "ENSG00000113296",
         "ENSG00000113356",
@@ -848,12 +851,12 @@
         "ENSG00000113966",
         "ENSG00000114026",
         "ENSG00000114098",
-        "ENSG00000114115",
         "ENSG00000114166",
         "ENSG00000114270",
         "ENSG00000114388",
         "ENSG00000114473",
         "ENSG00000114491",
+        "ENSG00000114503",
         "ENSG00000114544",
         "ENSG00000114738",
         "ENSG00000114739",
@@ -872,6 +875,7 @@
         "ENSG00000115170",
         "ENSG00000115226",
         "ENSG00000115255",
+        "ENSG00000115266",
         "ENSG00000115267",
         "ENSG00000115275",
         "ENSG00000115290",
@@ -884,6 +888,7 @@
         "ENSG00000115421",
         "ENSG00000115423",
         "ENSG00000115461",
+        "ENSG00000115468",
         "ENSG00000115474",
         "ENSG00000115520",
         "ENSG00000115525",
@@ -913,6 +918,7 @@
         "ENSG00000116157",
         "ENSG00000116176",
         "ENSG00000116194",
+        "ENSG00000116198",
         "ENSG00000116199",
         "ENSG00000116205",
         "ENSG00000116212",
@@ -923,7 +929,6 @@
         "ENSG00000116670",
         "ENSG00000116711",
         "ENSG00000116741",
-        "ENSG00000116747",
         "ENSG00000116748",
         "ENSG00000116752",
         "ENSG00000116761",
@@ -962,6 +967,7 @@
         "ENSG00000117597",
         "ENSG00000117602",
         "ENSG00000117632",
+        "ENSG00000117643",
         "ENSG00000117682",
         "ENSG00000117724",
         "ENSG00000117748",
@@ -983,6 +989,7 @@
         "ENSG00000118515",
         "ENSG00000118518",
         "ENSG00000118523",
+        "ENSG00000118557",
         "ENSG00000118596",
         "ENSG00000118655",
         "ENSG00000118785",
@@ -1012,9 +1019,11 @@
         "ENSG00000119986",
         "ENSG00000120049",
         "ENSG00000120057",
+        "ENSG00000120068",
         "ENSG00000120129",
         "ENSG00000120156",
         "ENSG00000120158",
+        "ENSG00000120217",
         "ENSG00000120256",
         "ENSG00000120280",
         "ENSG00000120334",
@@ -1036,7 +1045,6 @@
         "ENSG00000121152",
         "ENSG00000121207",
         "ENSG00000121281",
-        "ENSG00000121297",
         "ENSG00000121406",
         "ENSG00000121417",
         "ENSG00000121440",
@@ -1051,7 +1059,6 @@
         "ENSG00000121903",
         "ENSG00000121957",
         "ENSG00000121966",
-        "ENSG00000122008",
         "ENSG00000122025",
         "ENSG00000122121",
         "ENSG00000122122",
@@ -1074,7 +1081,6 @@
         "ENSG00000122877",
         "ENSG00000122966",
         "ENSG00000122970",
-        "ENSG00000123080",
         "ENSG00000123119",
         "ENSG00000123191",
         "ENSG00000123243",
@@ -1107,7 +1113,6 @@
         "ENSG00000124279",
         "ENSG00000124302",
         "ENSG00000124383",
-        "ENSG00000124444",
         "ENSG00000124459",
         "ENSG00000124466",
         "ENSG00000124574",
@@ -1115,13 +1120,11 @@
         "ENSG00000124749",
         "ENSG00000124762",
         "ENSG00000124766",
-        "ENSG00000124767",
         "ENSG00000124785",
         "ENSG00000124787",
         "ENSG00000124839",
         "ENSG00000124882",
         "ENSG00000125046",
-        "ENSG00000125089",
         "ENSG00000125122",
         "ENSG00000125149",
         "ENSG00000125166",
@@ -1187,7 +1190,6 @@
         "ENSG00000127564",
         "ENSG00000127586",
         "ENSG00000127824",
-        "ENSG00000127870",
         "ENSG00000127920",
         "ENSG00000127951",
         "ENSG00000127954",
@@ -1210,7 +1212,6 @@
         "ENSG00000128590",
         "ENSG00000128591",
         "ENSG00000128594",
-        "ENSG00000128596",
         "ENSG00000128602",
         "ENSG00000128604",
         "ENSG00000128652",
@@ -1248,10 +1249,8 @@
         "ENSG00000130147",
         "ENSG00000130150",
         "ENSG00000130176",
-        "ENSG00000130203",
         "ENSG00000130300",
         "ENSG00000130304",
-        "ENSG00000130305",
         "ENSG00000130307",
         "ENSG00000130347",
         "ENSG00000130382",
@@ -1296,6 +1295,7 @@
         "ENSG00000131471",
         "ENSG00000131620",
         "ENSG00000131634",
+        "ENSG00000131669",
         "ENSG00000131711",
         "ENSG00000131748",
         "ENSG00000131779",
@@ -1313,11 +1313,10 @@
         "ENSG00000132004",
         "ENSG00000132010",
         "ENSG00000132016",
+        "ENSG00000132128",
         "ENSG00000132182",
         "ENSG00000132185",
         "ENSG00000132205",
-        "ENSG00000132274",
-        "ENSG00000132275",
         "ENSG00000132329",
         "ENSG00000132330",
         "ENSG00000132357",
@@ -1337,6 +1336,7 @@
         "ENSG00000132704",
         "ENSG00000132718",
         "ENSG00000132744",
+        "ENSG00000132768",
         "ENSG00000132773",
         "ENSG00000132792",
         "ENSG00000132825",
@@ -1348,7 +1348,6 @@
         "ENSG00000132953",
         "ENSG00000132970",
         "ENSG00000133065",
-        "ENSG00000133067",
         "ENSG00000133083",
         "ENSG00000133110",
         "ENSG00000133256",
@@ -1374,6 +1373,7 @@
         "ENSG00000134107",
         "ENSG00000134121",
         "ENSG00000134183",
+        "ENSG00000134184",
         "ENSG00000134193",
         "ENSG00000134198",
         "ENSG00000134201",
@@ -1383,6 +1383,7 @@
         "ENSG00000134256",
         "ENSG00000134259",
         "ENSG00000134324",
+        "ENSG00000134326",
         "ENSG00000134330",
         "ENSG00000134333",
         "ENSG00000134343",
@@ -1412,7 +1413,6 @@
         "ENSG00000135299",
         "ENSG00000135318",
         "ENSG00000135336",
-        "ENSG00000135338",
         "ENSG00000135363",
         "ENSG00000135372",
         "ENSG00000135407",
@@ -1433,7 +1433,6 @@
         "ENSG00000135686",
         "ENSG00000135698",
         "ENSG00000135744",
-        "ENSG00000135763",
         "ENSG00000135773",
         "ENSG00000135801",
         "ENSG00000135821",
@@ -1446,8 +1445,6 @@
         "ENSG00000135956",
         "ENSG00000135960",
         "ENSG00000135966",
-        "ENSG00000136002",
-        "ENSG00000136010",
         "ENSG00000136014",
         "ENSG00000136114",
         "ENSG00000136122",
@@ -1492,6 +1489,7 @@
         "ENSG00000137054",
         "ENSG00000137078",
         "ENSG00000137101",
+        "ENSG00000137124",
         "ENSG00000137135",
         "ENSG00000137168",
         "ENSG00000137185",
@@ -1539,7 +1537,6 @@
         "ENSG00000137944",
         "ENSG00000137948",
         "ENSG00000137959",
-        "ENSG00000137962",
         "ENSG00000137965",
         "ENSG00000137968",
         "ENSG00000138061",
@@ -1575,6 +1572,8 @@
         "ENSG00000138964",
         "ENSG00000139055",
         "ENSG00000139133",
+        "ENSG00000139178",
+        "ENSG00000139187",
         "ENSG00000139190",
         "ENSG00000139194",
         "ENSG00000139211",
@@ -1631,10 +1630,10 @@
         "ENSG00000140993",
         "ENSG00000141012",
         "ENSG00000141013",
+        "ENSG00000141034",
         "ENSG00000141040",
         "ENSG00000141084",
         "ENSG00000141101",
-        "ENSG00000141295",
         "ENSG00000141338",
         "ENSG00000141391",
         "ENSG00000141404",
@@ -1667,6 +1666,7 @@
         "ENSG00000142959",
         "ENSG00000142961",
         "ENSG00000142973",
+        "ENSG00000143001",
         "ENSG00000143110",
         "ENSG00000143119",
         "ENSG00000143126",
@@ -1691,6 +1691,7 @@
         "ENSG00000143376",
         "ENSG00000143387",
         "ENSG00000143390",
+        "ENSG00000143393",
         "ENSG00000143409",
         "ENSG00000143416",
         "ENSG00000143450",
@@ -1713,6 +1714,7 @@
         "ENSG00000143889",
         "ENSG00000143933",
         "ENSG00000143942",
+        "ENSG00000143995",
         "ENSG00000144026",
         "ENSG00000144031",
         "ENSG00000144043",
@@ -1748,11 +1750,9 @@
         "ENSG00000145014",
         "ENSG00000145284",
         "ENSG00000145293",
-        "ENSG00000145331",
         "ENSG00000145335",
         "ENSG00000145362",
         "ENSG00000145365",
-        "ENSG00000145391",
         "ENSG00000145423",
         "ENSG00000145476",
         "ENSG00000145545",
@@ -1762,6 +1762,7 @@
         "ENSG00000145824",
         "ENSG00000145832",
         "ENSG00000145850",
+        "ENSG00000145916",
         "ENSG00000145945",
         "ENSG00000146021",
         "ENSG00000146038",
@@ -1771,6 +1772,7 @@
         "ENSG00000146122",
         "ENSG00000146147",
         "ENSG00000146197",
+        "ENSG00000146243",
         "ENSG00000146285",
         "ENSG00000146374",
         "ENSG00000146409",
@@ -1778,11 +1780,14 @@
         "ENSG00000146477",
         "ENSG00000146535",
         "ENSG00000146587",
+        "ENSG00000146592",
         "ENSG00000146670",
         "ENSG00000146674",
+        "ENSG00000146700",
         "ENSG00000146707",
         "ENSG00000146858",
         "ENSG00000146859",
+        "ENSG00000146938",
         "ENSG00000146950",
         "ENSG00000147027",
         "ENSG00000147036",
@@ -1811,6 +1816,7 @@
         "ENSG00000147912",
         "ENSG00000148019",
         "ENSG00000148053",
+        "ENSG00000148057",
         "ENSG00000148153",
         "ENSG00000148175",
         "ENSG00000148180",
@@ -1829,7 +1835,6 @@
         "ENSG00000149090",
         "ENSG00000149131",
         "ENSG00000149150",
-        "ENSG00000149294",
         "ENSG00000149451",
         "ENSG00000149483",
         "ENSG00000149485",
@@ -1846,13 +1851,12 @@
         "ENSG00000149809",
         "ENSG00000149927",
         "ENSG00000149929",
-        "ENSG00000149970",
         "ENSG00000150048",
         "ENSG00000150051",
         "ENSG00000150275",
         "ENSG00000150347",
         "ENSG00000150394",
-        "ENSG00000150401",
+        "ENSG00000150433",
         "ENSG00000150471",
         "ENSG00000150556",
         "ENSG00000150636",
@@ -1875,6 +1879,7 @@
         "ENSG00000151778",
         "ENSG00000151789",
         "ENSG00000151835",
+        "ENSG00000151838",
         "ENSG00000151892",
         "ENSG00000151929",
         "ENSG00000152049",
@@ -1949,6 +1954,7 @@
         "ENSG00000154553",
         "ENSG00000154556",
         "ENSG00000154642",
+        "ENSG00000154654",
         "ENSG00000154721",
         "ENSG00000154734",
         "ENSG00000154736",
@@ -1966,15 +1972,14 @@
         "ENSG00000155097",
         "ENSG00000155099",
         "ENSG00000155189",
+        "ENSG00000155254",
         "ENSG00000155304",
         "ENSG00000155307",
         "ENSG00000155393",
-        "ENSG00000155463",
         "ENSG00000155465",
         "ENSG00000155561",
         "ENSG00000155592",
         "ENSG00000155629",
-        "ENSG00000155636",
         "ENSG00000155657",
         "ENSG00000155659",
         "ENSG00000155666",
@@ -1984,6 +1989,7 @@
         "ENSG00000155816",
         "ENSG00000155850",
         "ENSG00000155858",
+        "ENSG00000155876",
         "ENSG00000155893",
         "ENSG00000155906",
         "ENSG00000155926",
@@ -1991,13 +1997,15 @@
         "ENSG00000155961",
         "ENSG00000155962",
         "ENSG00000155966",
+        "ENSG00000155975",
+        "ENSG00000155980",
         "ENSG00000156042",
         "ENSG00000156127",
         "ENSG00000156218",
         "ENSG00000156239",
         "ENSG00000156265",
         "ENSG00000156345",
-        "ENSG00000156395",
+        "ENSG00000156384",
         "ENSG00000156427",
         "ENSG00000156469",
         "ENSG00000156471",
@@ -2038,7 +2046,6 @@
         "ENSG00000157796",
         "ENSG00000157890",
         "ENSG00000158023",
-        "ENSG00000158055",
         "ENSG00000158062",
         "ENSG00000158079",
         "ENSG00000158156",
@@ -2048,6 +2055,7 @@
         "ENSG00000158258",
         "ENSG00000158296",
         "ENSG00000158352",
+        "ENSG00000158402",
         "ENSG00000158423",
         "ENSG00000158445",
         "ENSG00000158473",
@@ -2064,8 +2072,8 @@
         "ENSG00000159131",
         "ENSG00000159176",
         "ENSG00000159200",
-        "ENSG00000159212",
         "ENSG00000159259",
+        "ENSG00000159263",
         "ENSG00000159348",
         "ENSG00000159388",
         "ENSG00000159403",
@@ -2088,7 +2096,6 @@
         "ENSG00000160180",
         "ENSG00000160182",
         "ENSG00000160183",
-        "ENSG00000160185",
         "ENSG00000160219",
         "ENSG00000160229",
         "ENSG00000160233",
@@ -2099,6 +2106,7 @@
         "ENSG00000160352",
         "ENSG00000160360",
         "ENSG00000160392",
+        "ENSG00000160408",
         "ENSG00000160410",
         "ENSG00000160593",
         "ENSG00000160703",
@@ -2106,6 +2114,7 @@
         "ENSG00000160791",
         "ENSG00000160801",
         "ENSG00000160862",
+        "ENSG00000160868",
         "ENSG00000160917",
         "ENSG00000160957",
         "ENSG00000160961",
@@ -2128,10 +2137,10 @@
         "ENSG00000161888",
         "ENSG00000161896",
         "ENSG00000161956",
-        "ENSG00000162040",
         "ENSG00000162065",
         "ENSG00000162066",
         "ENSG00000162086",
+        "ENSG00000162139",
         "ENSG00000162341",
         "ENSG00000162373",
         "ENSG00000162396",
@@ -2170,7 +2179,6 @@
         "ENSG00000162869",
         "ENSG00000162896",
         "ENSG00000162927",
-        "ENSG00000162944",
         "ENSG00000162949",
         "ENSG00000162971",
         "ENSG00000162976",
@@ -2193,7 +2201,6 @@
         "ENSG00000163288",
         "ENSG00000163291",
         "ENSG00000163312",
-        "ENSG00000163347",
         "ENSG00000163354",
         "ENSG00000163359",
         "ENSG00000163364",
@@ -2209,6 +2216,7 @@
         "ENSG00000163472",
         "ENSG00000163481",
         "ENSG00000163482",
+        "ENSG00000163492",
         "ENSG00000163507",
         "ENSG00000163519",
         "ENSG00000163520",
@@ -2237,13 +2245,11 @@
         "ENSG00000163795",
         "ENSG00000163798",
         "ENSG00000163808",
-        "ENSG00000163811",
         "ENSG00000163818",
         "ENSG00000163820",
         "ENSG00000163823",
         "ENSG00000163864",
         "ENSG00000163879",
-        "ENSG00000163884",
         "ENSG00000163909",
         "ENSG00000163918",
         "ENSG00000163923",
@@ -2267,6 +2273,7 @@
         "ENSG00000164106",
         "ENSG00000164107",
         "ENSG00000164109",
+        "ENSG00000164114",
         "ENSG00000164116",
         "ENSG00000164117",
         "ENSG00000164120",
@@ -2281,6 +2288,7 @@
         "ENSG00000164304",
         "ENSG00000164306",
         "ENSG00000164309",
+        "ENSG00000164330",
         "ENSG00000164332",
         "ENSG00000164338",
         "ENSG00000164344",
@@ -2305,9 +2313,9 @@
         "ENSG00000164692",
         "ENSG00000164741",
         "ENSG00000164742",
+        "ENSG00000164751",
         "ENSG00000164761",
         "ENSG00000164764",
-        "ENSG00000164794",
         "ENSG00000164823",
         "ENSG00000164849",
         "ENSG00000164850",
@@ -2332,7 +2340,6 @@
         "ENSG00000165215",
         "ENSG00000165240",
         "ENSG00000165259",
-        "ENSG00000165269",
         "ENSG00000165271",
         "ENSG00000165338",
         "ENSG00000165379",
@@ -2388,7 +2395,6 @@
         "ENSG00000166313",
         "ENSG00000166341",
         "ENSG00000166343",
-        "ENSG00000166349",
         "ENSG00000166415",
         "ENSG00000166432",
         "ENSG00000166451",
@@ -2401,6 +2407,7 @@
         "ENSG00000166704",
         "ENSG00000166710",
         "ENSG00000166741",
+        "ENSG00000166750",
         "ENSG00000166770",
         "ENSG00000166783",
         "ENSG00000166800",
@@ -2412,7 +2419,9 @@
         "ENSG00000166848",
         "ENSG00000166851",
         "ENSG00000166855",
+        "ENSG00000166860",
         "ENSG00000166863",
+        "ENSG00000166908",
         "ENSG00000166923",
         "ENSG00000166927",
         "ENSG00000166959",
@@ -2444,6 +2453,7 @@
         "ENSG00000167562",
         "ENSG00000167601",
         "ENSG00000167613",
+        "ENSG00000167625",
         "ENSG00000167635",
         "ENSG00000167637",
         "ENSG00000167641",
@@ -2506,14 +2516,12 @@
         "ENSG00000168754",
         "ENSG00000168758",
         "ENSG00000168778",
-        "ENSG00000168792",
         "ENSG00000168803",
         "ENSG00000168806",
         "ENSG00000168824",
         "ENSG00000168826",
         "ENSG00000168872",
         "ENSG00000168874",
-        "ENSG00000168884",
         "ENSG00000168906",
         "ENSG00000168917",
         "ENSG00000168918",
@@ -2521,6 +2529,7 @@
         "ENSG00000168994",
         "ENSG00000169018",
         "ENSG00000169083",
+        "ENSG00000169087",
         "ENSG00000169105",
         "ENSG00000169122",
         "ENSG00000169129",
@@ -2564,6 +2573,7 @@
         "ENSG00000170222",
         "ENSG00000170234",
         "ENSG00000170236",
+        "ENSG00000170260",
         "ENSG00000170264",
         "ENSG00000170271",
         "ENSG00000170312",
@@ -2625,6 +2635,7 @@
         "ENSG00000171566",
         "ENSG00000171606",
         "ENSG00000171608",
+        "ENSG00000171621",
         "ENSG00000171631",
         "ENSG00000171649",
         "ENSG00000171659",
@@ -2648,8 +2659,6 @@
         "ENSG00000172123",
         "ENSG00000172171",
         "ENSG00000172215",
-        "ENSG00000172236",
-        "ENSG00000172296",
         "ENSG00000172331",
         "ENSG00000172349",
         "ENSG00000172379",
@@ -2675,7 +2684,6 @@
         "ENSG00000172824",
         "ENSG00000172840",
         "ENSG00000172889",
-        "ENSG00000172915",
         "ENSG00000172935",
         "ENSG00000172943",
         "ENSG00000172992",
@@ -2685,6 +2693,7 @@
         "ENSG00000173083",
         "ENSG00000173110",
         "ENSG00000173114",
+        "ENSG00000173137",
         "ENSG00000173175",
         "ENSG00000173198",
         "ENSG00000173210",
@@ -2699,7 +2708,6 @@
         "ENSG00000173531",
         "ENSG00000173545",
         "ENSG00000173546",
-        "ENSG00000173548",
         "ENSG00000173585",
         "ENSG00000173662",
         "ENSG00000173698",
@@ -2740,7 +2748,6 @@
         "ENSG00000174804",
         "ENSG00000174807",
         "ENSG00000174808",
-        "ENSG00000174844",
         "ENSG00000174915",
         "ENSG00000174946",
         "ENSG00000174992",
@@ -2806,12 +2813,15 @@
         "ENSG00000177030",
         "ENSG00000177096",
         "ENSG00000177125",
+        "ENSG00000177192",
         "ENSG00000177272",
         "ENSG00000177302",
         "ENSG00000177337",
+        "ENSG00000177363",
         "ENSG00000177370",
         "ENSG00000177374",
         "ENSG00000177383",
+        "ENSG00000177406",
         "ENSG00000177427",
         "ENSG00000177432",
         "ENSG00000177453",
@@ -2835,6 +2845,7 @@
         "ENSG00000177963",
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