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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 | 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 |"
+    "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 | 467 | 0.82 | 0.84 | 0.83 | 0.86 | 0.00 | 0.87 | 0.81 | 0.86 | 0.85 |\n| CD4-positive, alpha-beta T cell | 419 | 0.84 | 0.88 | 0.87 | 0.61 | 0.00 | 0.80 | 0.84 | 0.87 | 0.90 |\n| plasma cell | 315 | 0.98 | 0.98 | 0.97 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 295 | 0.80 | 0.85 | 0.83 | 0.45 | 0.00 | 0.77 | 0.82 | 0.85 | 0.88 |\n| fibroblast | 236 | 0.97 | 0.97 | 0.97 | 0.96 | 0.00 | 0.96 | 0.97 | 0.97 | 0.97 |\n| B cell | 225 | 0.99 | 0.98 | 0.98 | 0.98 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| gamma-delta T cell | 190 | 0.88 | 0.90 | 0.92 | 0.55 | 0.00 | 0.83 | 0.88 | 0.90 | 0.92 |\n| intestinal crypt stem cell of colon | 152 | 0.82 | 0.86 | 0.83 | 0.79 | 0.00 | 0.78 | 0.82 | 0.82 | 0.88 |\n| large intestine goblet cell | 180 | 0.92 | 0.95 | 0.94 | 0.63 | 0.00 | 0.70 | 0.92 | 0.88 | 0.92 |\n| enteroglial cell | 76 | 0.99 | 0.97 | 0.97 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| regulatory T cell | 59 | 0.63 | 0.66 | 0.67 | 0.38 | 0.00 | 0.51 | 0.71 | 0.74 | 0.77 |\n| mast cell | 46 | 0.99 | 0.98 | 0.98 | 0.96 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| myeloid leukocyte | 33 | 0.83 | 0.93 | 0.91 | 0.85 | 0.00 | 0.93 | 0.93 | 0.96 | 0.98 |\n| colon endothelial cell | 38 | 0.93 | 0.90 | 0.92 | 0.89 | 0.00 | 0.90 | 0.95 | 0.96 | 0.95 |\n| colon macrophage | 36 | 0.79 | 0.86 | 0.79 | 0.83 | 0.00 | 0.89 | 0.89 | 0.95 | 0.94 |\n| transit amplifying cell of colon | 26 | 0.72 | 0.60 | 0.65 | 0.49 | 0.00 | 0.51 | 0.62 | 0.71 | 0.73 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 22 | 0.82 | 0.84 | 0.71 | 0.24 | 0.00 | 0.79 | 0.74 | 0.80 | 0.84 |\n| paneth cell of colon | 20 | 0.56 | 0.36 | 0.58 | 0.70 | 0.00 | 0.62 | 0.71 | 0.51 | 0.75 |\n| tuft cell of colon | 18 | 0.97 | 1.00 | 1.00 | 0.88 | 0.00 | 0.82 | 0.97 | 0.92 | 0.97 |\n| myofibroblast cell | 8 | 0.73 | 0.84 | 0.89 | 0.86 | 0.00 | 0.94 | 1.00 | 0.84 | 0.84 |\n| monocyte | 4 | 0.86 | 0.86 | 0.40 | 0.67 | 0.00 | 0.86 | 0.86 | 0.86 | 0.86 |\n| mature NK T cell | 6 | 0.00 | 0.25 | 0.00 | 0.29 | 0.00 | 0.18 | 0.55 | 0.60 | 0.25 |\n| type L enteroendocrine cell | 3 | 0.44 | 0.67 | 0.57 | 0.80 | 0.00 | 0.44 | 0.80 | 0.40 | 0.80 |\n| myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 |\n| enterochromaffin-like cell | 3 | 0.00 | 1.00 | 0.00 | 0.50 | 0.00 | 0.67 | 0.80 | 0.86 | 0.80 |\n| natural killer cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 0.00 | 0.00 | 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 | 4100 | 0.84 | 0.85 | 0.87 | 0.91 | 0.00 | 0.89 | 0.85 | 0.89 | 0.88 |\n| CD4-positive, alpha-beta T cell | 3821 | 0.85 | 0.88 | 0.91 | 0.77 | 0.00 | 0.86 | 0.87 | 0.90 | 0.92 |\n| plasma cell | 2993 | 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 | 2667 | 0.79 | 0.84 | 0.88 | 0.63 | 0.00 | 0.81 | 0.85 | 0.88 | 0.89 |\n| fibroblast | 2361 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| B cell | 1844 | 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 | 0.68 | 0.00 | 0.89 | 0.92 | 0.93 | 0.96 |\n| intestinal crypt stem cell of colon | 1580 | 0.84 | 0.86 | 0.91 | 0.87 | 0.00 | 0.85 | 0.90 | 0.87 | 0.92 |\n| large intestine goblet cell | 1377 | 0.92 | 0.95 | 0.94 | 0.67 | 0.00 | 0.70 | 0.94 | 0.94 | 0.95 |\n| enteroglial cell | 772 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| regulatory T cell | 574 | 0.73 | 0.71 | 0.81 | 0.45 | 0.00 | 0.70 | 0.80 | 0.81 | 0.87 |\n| mast cell | 347 | 0.98 | 0.97 | 0.98 | 0.95 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| myeloid leukocyte | 321 | 0.85 | 0.90 | 0.92 | 0.87 | 0.00 | 0.94 | 0.99 | 1.00 | 0.96 |\n| colon endothelial cell | 310 | 0.90 | 0.88 | 0.93 | 0.91 | 0.00 | 0.93 | 0.99 | 0.96 | 0.94 |\n| colon macrophage | 292 | 0.79 | 0.85 | 0.86 | 0.81 | 0.00 | 0.95 | 0.99 | 1.00 | 0.94 |\n| transit amplifying cell of colon | 211 | 0.75 | 0.69 | 0.81 | 0.65 | 0.00 | 0.52 | 0.80 | 0.80 | 0.87 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 206 | 0.68 | 0.64 | 0.76 | 0.42 | 0.00 | 0.75 | 0.83 | 0.82 | 0.84 |\n| paneth cell of colon | 197 | 0.63 | 0.35 | 0.81 | 0.78 | 0.00 | 0.79 | 0.85 | 0.58 | 0.89 |\n| tuft cell of colon | 160 | 0.93 | 0.96 | 0.95 | 0.92 | 0.00 | 0.85 | 0.98 | 0.96 | 0.97 |\n| myofibroblast cell | 74 | 0.82 | 0.83 | 0.88 | 0.87 | 0.00 | 0.93 | 1.00 | 0.98 | 0.95 |\n| monocyte | 62 | 0.78 | 0.80 | 0.79 | 0.74 | 0.00 | 0.97 | 0.99 | 0.98 | 0.93 |\n| mature NK T cell | 41 | 0.00 | 0.49 | 0.69 | 0.48 | 0.00 | 0.69 | 0.95 | 0.96 | 0.91 |\n| type L enteroendocrine cell | 41 | 0.77 | 0.88 | 0.94 | 0.71 | 0.00 | 0.79 | 0.99 | 0.92 | 1.00 |\n| myeloid dendritic cell | 37 | 0.00 | 0.14 | 0.45 | 0.19 | 0.00 | 0.90 | 1.00 | 1.00 | 0.75 |\n| enterochromaffin-like cell | 24 | 0.00 | 0.79 | 0.88 | 0.82 | 0.00 | 0.63 | 1.00 | 0.94 | 0.96 |\n| natural killer cell | 13 | 0.00 | 0.00 | 0.13 | 0.14 | 0.00 | 0.36 | 1.00 | 0.96 | 0.92 |\n| innate lymphoid cell | 11 | 0.00 | 0.00 | 0.53 | 0.15 | 0.00 | 0.61 | 0.96 | 1.00 | 0.78 |\n| neutrophil | 9 | 0.00 | 0.00 | 0.36 | 0.71 | 0.00 | 0.90 | 1.00 | 0.95 | 1.00 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000001617",
         "ENSG00000002587",
         "ENSG00000002919",
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         "ENSG00000003989",
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-        "ENSG00000004700",
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         "ENSG00000006534",
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         "ENSG00000007038",
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         "ENSG00000010292",
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         "ENSG00000019549",
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         "ENSG00000024422",
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+        "ENSG00000025156",
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         "ENSG00000036448",
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         "ENSG00000055163",
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         "ENSG00000065150",
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         "ENSG00000066651",
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         "ENSG00000069535",
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         "ENSG00000071246",
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+        "ENSG00000071553",
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         "ENSG00000072958",
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         "ENSG00000083844",
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         "ENSG00000089012",
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         "ENSG00000092929",
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         "ENSG00000099866",
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         "ENSG00000100625",
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@@ -521,7 +523,6 @@
         "ENSG00000101336",
         "ENSG00000101347",
         "ENSG00000101400",
-        "ENSG00000101407",
         "ENSG00000101442",
         "ENSG00000101457",
         "ENSG00000101474",
@@ -542,10 +543,8 @@
         "ENSG00000102010",
         "ENSG00000102024",
         "ENSG00000102038",
-        "ENSG00000102078",
         "ENSG00000102096",
         "ENSG00000102144",
-        "ENSG00000102181",
         "ENSG00000102226",
         "ENSG00000102265",
         "ENSG00000102287",
@@ -595,6 +594,7 @@
         "ENSG00000103269",
         "ENSG00000103313",
         "ENSG00000103316",
+        "ENSG00000103319",
         "ENSG00000103343",
         "ENSG00000103351",
         "ENSG00000103353",
@@ -630,7 +630,6 @@
         "ENSG00000104814",
         "ENSG00000104881",
         "ENSG00000104883",
-        "ENSG00000104889",
         "ENSG00000104921",
         "ENSG00000104951",
         "ENSG00000104998",
@@ -641,7 +640,6 @@
         "ENSG00000105229",
         "ENSG00000105255",
         "ENSG00000105270",
-        "ENSG00000105486",
         "ENSG00000105497",
         "ENSG00000105499",
         "ENSG00000105509",
@@ -682,8 +680,6 @@
         "ENSG00000106804",
         "ENSG00000106809",
         "ENSG00000106819",
-        "ENSG00000106823",
-        "ENSG00000106868",
         "ENSG00000106952",
         "ENSG00000107021",
         "ENSG00000107164",
@@ -711,6 +707,7 @@
         "ENSG00000108387",
         "ENSG00000108423",
         "ENSG00000108439",
+        "ENSG00000108443",
         "ENSG00000108469",
         "ENSG00000108515",
         "ENSG00000108559",
@@ -739,7 +736,6 @@
         "ENSG00000109576",
         "ENSG00000109680",
         "ENSG00000109743",
-        "ENSG00000109775",
         "ENSG00000109805",
         "ENSG00000109846",
         "ENSG00000109929",
@@ -752,7 +748,6 @@
         "ENSG00000110077",
         "ENSG00000110079",
         "ENSG00000110080",
-        "ENSG00000110104",
         "ENSG00000110324",
         "ENSG00000110395",
         "ENSG00000110436",
@@ -802,7 +797,6 @@
         "ENSG00000111801",
         "ENSG00000111817",
         "ENSG00000111846",
-        "ENSG00000111879",
         "ENSG00000111886",
         "ENSG00000111912",
         "ENSG00000111961",
@@ -815,6 +809,7 @@
         "ENSG00000112183",
         "ENSG00000112186",
         "ENSG00000112208",
+        "ENSG00000112245",
         "ENSG00000112280",
         "ENSG00000112282",
         "ENSG00000112297",
@@ -845,6 +840,7 @@
         "ENSG00000113657",
         "ENSG00000113749",
         "ENSG00000113790",
+        "ENSG00000113810",
         "ENSG00000113812",
         "ENSG00000113838",
         "ENSG00000113916",
@@ -865,6 +861,7 @@
         "ENSG00000114948",
         "ENSG00000114988",
         "ENSG00000114999",
+        "ENSG00000115008",
         "ENSG00000115009",
         "ENSG00000115041",
         "ENSG00000115042",
@@ -890,16 +887,15 @@
         "ENSG00000115461",
         "ENSG00000115468",
         "ENSG00000115474",
+        "ENSG00000115514",
         "ENSG00000115520",
         "ENSG00000115525",
-        "ENSG00000115526",
         "ENSG00000115590",
         "ENSG00000115594",
         "ENSG00000115602",
         "ENSG00000115604",
         "ENSG00000115607",
         "ENSG00000115648",
-        "ENSG00000115652",
         "ENSG00000115661",
         "ENSG00000115687",
         "ENSG00000115718",
@@ -911,7 +907,6 @@
         "ENSG00000115875",
         "ENSG00000115884",
         "ENSG00000115902",
-        "ENSG00000115946",
         "ENSG00000115998",
         "ENSG00000116132",
         "ENSG00000116141",
@@ -957,6 +952,7 @@
         "ENSG00000117385",
         "ENSG00000117399",
         "ENSG00000117408",
+        "ENSG00000117411",
         "ENSG00000117472",
         "ENSG00000117477",
         "ENSG00000117519",
@@ -991,7 +987,6 @@
         "ENSG00000118523",
         "ENSG00000118557",
         "ENSG00000118596",
-        "ENSG00000118655",
         "ENSG00000118785",
         "ENSG00000118894",
         "ENSG00000118898",
@@ -1046,7 +1041,6 @@
         "ENSG00000121207",
         "ENSG00000121281",
         "ENSG00000121406",
-        "ENSG00000121417",
         "ENSG00000121440",
         "ENSG00000121577",
         "ENSG00000121594",
@@ -1104,10 +1098,8 @@
         "ENSG00000124102",
         "ENSG00000124104",
         "ENSG00000124120",
-        "ENSG00000124181",
         "ENSG00000124207",
         "ENSG00000124212",
-        "ENSG00000124215",
         "ENSG00000124217",
         "ENSG00000124253",
         "ENSG00000124279",
@@ -1136,7 +1128,6 @@
         "ENSG00000125384",
         "ENSG00000125434",
         "ENSG00000125457",
-        "ENSG00000125459",
         "ENSG00000125484",
         "ENSG00000125538",
         "ENSG00000125618",
@@ -1176,7 +1167,7 @@
         "ENSG00000126903",
         "ENSG00000126945",
         "ENSG00000126947",
-        "ENSG00000127074",
+        "ENSG00000126953",
         "ENSG00000127083",
         "ENSG00000127129",
         "ENSG00000127191",
@@ -1249,13 +1240,16 @@
         "ENSG00000130147",
         "ENSG00000130150",
         "ENSG00000130176",
+        "ENSG00000130270",
         "ENSG00000130300",
         "ENSG00000130304",
+        "ENSG00000130305",
         "ENSG00000130307",
         "ENSG00000130347",
         "ENSG00000130382",
         "ENSG00000130508",
         "ENSG00000130513",
+        "ENSG00000130544",
         "ENSG00000130558",
         "ENSG00000130559",
         "ENSG00000130590",
@@ -1272,7 +1266,6 @@
         "ENSG00000130821",
         "ENSG00000130830",
         "ENSG00000130844",
-        "ENSG00000130881",
         "ENSG00000130935",
         "ENSG00000130962",
         "ENSG00000131015",
@@ -1342,15 +1335,19 @@
         "ENSG00000132825",
         "ENSG00000132840",
         "ENSG00000132846",
+        "ENSG00000132854",
         "ENSG00000132879",
         "ENSG00000132915",
         "ENSG00000132938",
         "ENSG00000132953",
         "ENSG00000132970",
         "ENSG00000133065",
+        "ENSG00000133067",
         "ENSG00000133083",
         "ENSG00000133110",
+        "ENSG00000133247",
         "ENSG00000133256",
+        "ENSG00000133328",
         "ENSG00000133392",
         "ENSG00000133401",
         "ENSG00000133422",
@@ -1397,16 +1394,15 @@
         "ENSG00000134602",
         "ENSG00000134769",
         "ENSG00000134802",
+        "ENSG00000134830",
         "ENSG00000134864",
         "ENSG00000134874",
         "ENSG00000134955",
         "ENSG00000134962",
-        "ENSG00000134982",
         "ENSG00000135046",
         "ENSG00000135047",
         "ENSG00000135063",
         "ENSG00000135069",
-        "ENSG00000135114",
         "ENSG00000135148",
         "ENSG00000135218",
         "ENSG00000135297",
@@ -1427,11 +1423,11 @@
         "ENSG00000135482",
         "ENSG00000135547",
         "ENSG00000135604",
-        "ENSG00000135622",
         "ENSG00000135636",
         "ENSG00000135643",
         "ENSG00000135686",
         "ENSG00000135698",
+        "ENSG00000135723",
         "ENSG00000135744",
         "ENSG00000135773",
         "ENSG00000135801",
@@ -1441,6 +1437,7 @@
         "ENSG00000135898",
         "ENSG00000135914",
         "ENSG00000135919",
+        "ENSG00000135929",
         "ENSG00000135951",
         "ENSG00000135956",
         "ENSG00000135960",
@@ -1483,7 +1480,6 @@
         "ENSG00000136960",
         "ENSG00000136982",
         "ENSG00000136997",
-        "ENSG00000136999",
         "ENSG00000137033",
         "ENSG00000137040",
         "ENSG00000137054",
@@ -1495,7 +1491,6 @@
         "ENSG00000137185",
         "ENSG00000137198",
         "ENSG00000137203",
-        "ENSG00000137216",
         "ENSG00000137221",
         "ENSG00000137252",
         "ENSG00000137261",
@@ -1537,10 +1532,12 @@
         "ENSG00000137944",
         "ENSG00000137948",
         "ENSG00000137959",
+        "ENSG00000137962",
         "ENSG00000137965",
         "ENSG00000137968",
         "ENSG00000138061",
         "ENSG00000138074",
+        "ENSG00000138092",
         "ENSG00000138111",
         "ENSG00000138135",
         "ENSG00000138152",
@@ -1572,7 +1569,6 @@
         "ENSG00000138964",
         "ENSG00000139055",
         "ENSG00000139133",
-        "ENSG00000139178",
         "ENSG00000139187",
         "ENSG00000139190",
         "ENSG00000139194",
@@ -1601,6 +1597,7 @@
         "ENSG00000140092",
         "ENSG00000140104",
         "ENSG00000140105",
+        "ENSG00000140265",
         "ENSG00000140280",
         "ENSG00000140285",
         "ENSG00000140320",
@@ -1634,6 +1631,7 @@
         "ENSG00000141040",
         "ENSG00000141084",
         "ENSG00000141101",
+        "ENSG00000141295",
         "ENSG00000141338",
         "ENSG00000141391",
         "ENSG00000141404",
@@ -1641,12 +1639,12 @@
         "ENSG00000141449",
         "ENSG00000141452",
         "ENSG00000141469",
+        "ENSG00000141505",
         "ENSG00000141540",
         "ENSG00000141543",
         "ENSG00000141642",
         "ENSG00000141744",
         "ENSG00000141756",
-        "ENSG00000141837",
         "ENSG00000141873",
         "ENSG00000141956",
         "ENSG00000141968",
@@ -1675,10 +1673,10 @@
         "ENSG00000143149",
         "ENSG00000143196",
         "ENSG00000143217",
-        "ENSG00000143224",
         "ENSG00000143226",
         "ENSG00000143228",
         "ENSG00000143248",
+        "ENSG00000143258",
         "ENSG00000143297",
         "ENSG00000143315",
         "ENSG00000143320",
@@ -1698,6 +1696,7 @@
         "ENSG00000143452",
         "ENSG00000143479",
         "ENSG00000143498",
+        "ENSG00000143499",
         "ENSG00000143502",
         "ENSG00000143507",
         "ENSG00000143546",
@@ -1722,7 +1721,6 @@
         "ENSG00000144057",
         "ENSG00000144061",
         "ENSG00000144115",
-        "ENSG00000144118",
         "ENSG00000144120",
         "ENSG00000144134",
         "ENSG00000144136",
@@ -1734,7 +1732,6 @@
         "ENSG00000144233",
         "ENSG00000144362",
         "ENSG00000144369",
-        "ENSG00000144452",
         "ENSG00000144504",
         "ENSG00000144647",
         "ENSG00000144648",
@@ -1748,7 +1745,6 @@
         "ENSG00000144857",
         "ENSG00000144891",
         "ENSG00000145014",
-        "ENSG00000145284",
         "ENSG00000145293",
         "ENSG00000145335",
         "ENSG00000145362",
@@ -1795,6 +1791,7 @@
         "ENSG00000147100",
         "ENSG00000147113",
         "ENSG00000147118",
+        "ENSG00000147119",
         "ENSG00000147121",
         "ENSG00000147130",
         "ENSG00000147138",
@@ -1835,11 +1832,11 @@
         "ENSG00000149090",
         "ENSG00000149131",
         "ENSG00000149150",
+        "ENSG00000149308",
         "ENSG00000149451",
         "ENSG00000149483",
         "ENSG00000149485",
         "ENSG00000149489",
-        "ENSG00000149534",
         "ENSG00000149557",
         "ENSG00000149564",
         "ENSG00000149582",
@@ -1857,6 +1854,7 @@
         "ENSG00000150347",
         "ENSG00000150394",
         "ENSG00000150433",
+        "ENSG00000150456",
         "ENSG00000150471",
         "ENSG00000150556",
         "ENSG00000150636",
@@ -1875,7 +1873,6 @@
         "ENSG00000151470",
         "ENSG00000151651",
         "ENSG00000151726",
-        "ENSG00000151748",
         "ENSG00000151778",
         "ENSG00000151789",
         "ENSG00000151835",
@@ -1908,7 +1905,6 @@
         "ENSG00000152583",
         "ENSG00000152661",
         "ENSG00000152683",
-        "ENSG00000152684",
         "ENSG00000152749",
         "ENSG00000152766",
         "ENSG00000152778",
@@ -1918,10 +1914,12 @@
         "ENSG00000152926",
         "ENSG00000152942",
         "ENSG00000152944",
+        "ENSG00000152953",
         "ENSG00000153029",
         "ENSG00000153044",
         "ENSG00000153157",
         "ENSG00000153283",
+        "ENSG00000153291",
         "ENSG00000153339",
         "ENSG00000153531",
         "ENSG00000153558",
@@ -1973,6 +1971,7 @@
         "ENSG00000155099",
         "ENSG00000155189",
         "ENSG00000155254",
+        "ENSG00000155287",
         "ENSG00000155304",
         "ENSG00000155307",
         "ENSG00000155393",
@@ -2073,11 +2072,12 @@
         "ENSG00000159176",
         "ENSG00000159200",
         "ENSG00000159259",
-        "ENSG00000159263",
         "ENSG00000159348",
         "ENSG00000159388",
         "ENSG00000159403",
         "ENSG00000159423",
+        "ENSG00000159433",
+        "ENSG00000159450",
         "ENSG00000159496",
         "ENSG00000159588",
         "ENSG00000159618",
@@ -2098,7 +2098,6 @@
         "ENSG00000160183",
         "ENSG00000160219",
         "ENSG00000160229",
-        "ENSG00000160233",
         "ENSG00000160255",
         "ENSG00000160307",
         "ENSG00000160323",
@@ -2126,9 +2125,9 @@
         "ENSG00000161270",
         "ENSG00000161277",
         "ENSG00000161381",
+        "ENSG00000161509",
         "ENSG00000161513",
         "ENSG00000161551",
-        "ENSG00000161558",
         "ENSG00000161638",
         "ENSG00000161647",
         "ENSG00000161653",
@@ -2143,6 +2142,7 @@
         "ENSG00000162139",
         "ENSG00000162341",
         "ENSG00000162373",
+        "ENSG00000162377",
         "ENSG00000162396",
         "ENSG00000162407",
         "ENSG00000162413",
@@ -2161,6 +2161,7 @@
         "ENSG00000162614",
         "ENSG00000162618",
         "ENSG00000162630",
+        "ENSG00000162645",
         "ENSG00000162654",
         "ENSG00000162676",
         "ENSG00000162692",
@@ -2198,9 +2199,9 @@
         "ENSG00000163220",
         "ENSG00000163239",
         "ENSG00000163281",
-        "ENSG00000163288",
         "ENSG00000163291",
         "ENSG00000163312",
+        "ENSG00000163347",
         "ENSG00000163354",
         "ENSG00000163359",
         "ENSG00000163364",
@@ -2215,7 +2216,6 @@
         "ENSG00000163467",
         "ENSG00000163472",
         "ENSG00000163481",
-        "ENSG00000163482",
         "ENSG00000163492",
         "ENSG00000163507",
         "ENSG00000163519",
@@ -2262,6 +2262,7 @@
         "ENSG00000164038",
         "ENSG00000164048",
         "ENSG00000164051",
+        "ENSG00000164056",
         "ENSG00000164068",
         "ENSG00000164070",
         "ENSG00000164077",
@@ -2311,11 +2312,13 @@
         "ENSG00000164687",
         "ENSG00000164690",
         "ENSG00000164692",
+        "ENSG00000164707",
         "ENSG00000164741",
         "ENSG00000164742",
         "ENSG00000164751",
         "ENSG00000164761",
         "ENSG00000164764",
+        "ENSG00000164794",
         "ENSG00000164823",
         "ENSG00000164849",
         "ENSG00000164850",
@@ -2335,13 +2338,11 @@
         "ENSG00000165092",
         "ENSG00000165124",
         "ENSG00000165168",
-        "ENSG00000165169",
         "ENSG00000165195",
         "ENSG00000165215",
         "ENSG00000165240",
         "ENSG00000165259",
         "ENSG00000165271",
-        "ENSG00000165338",
         "ENSG00000165379",
         "ENSG00000165409",
         "ENSG00000165410",
@@ -2378,7 +2379,6 @@
         "ENSG00000166133",
         "ENSG00000166135",
         "ENSG00000166147",
-        "ENSG00000166167",
         "ENSG00000166173",
         "ENSG00000166183",
         "ENSG00000166188",
@@ -2407,7 +2407,6 @@
         "ENSG00000166704",
         "ENSG00000166710",
         "ENSG00000166741",
-        "ENSG00000166750",
         "ENSG00000166770",
         "ENSG00000166783",
         "ENSG00000166800",
@@ -2439,12 +2438,14 @@
         "ENSG00000167325",
         "ENSG00000167333",
         "ENSG00000167363",
+        "ENSG00000167378",
         "ENSG00000167384",
         "ENSG00000167394",
         "ENSG00000167434",
         "ENSG00000167447",
         "ENSG00000167513",
         "ENSG00000167515",
+        "ENSG00000167525",
         "ENSG00000167528",
         "ENSG00000167549",
         "ENSG00000167550",
@@ -2454,6 +2455,7 @@
         "ENSG00000167601",
         "ENSG00000167613",
         "ENSG00000167625",
+        "ENSG00000167634",
         "ENSG00000167635",
         "ENSG00000167637",
         "ENSG00000167641",
@@ -2491,7 +2493,6 @@
         "ENSG00000168229",
         "ENSG00000168243",
         "ENSG00000168268",
-        "ENSG00000168280",
         "ENSG00000168301",
         "ENSG00000168306",
         "ENSG00000168309",
@@ -2506,12 +2507,10 @@
         "ENSG00000168612",
         "ENSG00000168621",
         "ENSG00000168646",
-        "ENSG00000168658",
         "ENSG00000168661",
         "ENSG00000168672",
         "ENSG00000168679",
         "ENSG00000168685",
-        "ENSG00000168734",
         "ENSG00000168748",
         "ENSG00000168754",
         "ENSG00000168758",
@@ -2592,7 +2591,6 @@
         "ENSG00000170558",
         "ENSG00000170571",
         "ENSG00000170619",
-        "ENSG00000170624",
         "ENSG00000170627",
         "ENSG00000170631",
         "ENSG00000170633",
@@ -2613,7 +2611,6 @@
         "ENSG00000171056",
         "ENSG00000171103",
         "ENSG00000171115",
-        "ENSG00000171130",
         "ENSG00000171169",
         "ENSG00000171223",
         "ENSG00000171224",
@@ -2634,8 +2631,6 @@
         "ENSG00000171517",
         "ENSG00000171566",
         "ENSG00000171606",
-        "ENSG00000171608",
-        "ENSG00000171621",
         "ENSG00000171631",
         "ENSG00000171649",
         "ENSG00000171659",
@@ -2659,6 +2654,7 @@
         "ENSG00000172123",
         "ENSG00000172171",
         "ENSG00000172215",
+        "ENSG00000172296",
         "ENSG00000172331",
         "ENSG00000172349",
         "ENSG00000172379",
@@ -2667,6 +2663,7 @@
         "ENSG00000172409",
         "ENSG00000172426",
         "ENSG00000172432",
+        "ENSG00000172469",
         "ENSG00000172508",
         "ENSG00000172543",
         "ENSG00000172548",
@@ -2680,7 +2677,6 @@
         "ENSG00000172748",
         "ENSG00000172766",
         "ENSG00000172817",
-        "ENSG00000172819",
         "ENSG00000172824",
         "ENSG00000172840",
         "ENSG00000172889",
@@ -2693,7 +2689,6 @@
         "ENSG00000173083",
         "ENSG00000173110",
         "ENSG00000173114",
-        "ENSG00000173137",
         "ENSG00000173175",
         "ENSG00000173198",
         "ENSG00000173210",
@@ -2709,7 +2704,6 @@
         "ENSG00000173545",
         "ENSG00000173546",
         "ENSG00000173585",
-        "ENSG00000173662",
         "ENSG00000173698",
         "ENSG00000173706",
         "ENSG00000173805",
@@ -2741,7 +2735,6 @@
         "ENSG00000174628",
         "ENSG00000174640",
         "ENSG00000174684",
-        "ENSG00000174705",
         "ENSG00000174718",
         "ENSG00000174791",
         "ENSG00000174792",
@@ -2761,6 +2754,7 @@
         "ENSG00000175283",
         "ENSG00000175287",
         "ENSG00000175311",
+        "ENSG00000175352",
         "ENSG00000175395",
         "ENSG00000175445",
         "ENSG00000175449",
@@ -2784,6 +2778,7 @@
         "ENSG00000175899",
         "ENSG00000175906",
         "ENSG00000175928",
+        "ENSG00000175938",
         "ENSG00000175970",
         "ENSG00000176014",
         "ENSG00000176022",
@@ -2793,6 +2788,7 @@
         "ENSG00000176204",
         "ENSG00000176208",
         "ENSG00000176225",
+        "ENSG00000176244",
         "ENSG00000176396",
         "ENSG00000176399",
         "ENSG00000176401",
@@ -2813,7 +2809,6 @@
         "ENSG00000177030",
         "ENSG00000177096",
         "ENSG00000177125",
-        "ENSG00000177192",
         "ENSG00000177272",
         "ENSG00000177302",
         "ENSG00000177337",
@@ -2844,7 +2839,6 @@
         "ENSG00000177946",
         "ENSG00000177963",
         "ENSG00000177981",
-        "ENSG00000177990",
         "ENSG00000178026",
         "ENSG00000178053",
         "ENSG00000178163",
@@ -2941,7 +2935,6 @@
         "ENSG00000181619",
         "ENSG00000181626",
         "ENSG00000181634",
-        "ENSG00000181652",
         "ENSG00000181666",
         "ENSG00000181751",
         "ENSG00000181847",
@@ -3068,6 +3061,7 @@
         "ENSG00000184786",
         "ENSG00000184788",
         "ENSG00000184809",
+        "ENSG00000184857",
         "ENSG00000184860",
         "ENSG00000184867",
         "ENSG00000184898",
@@ -3150,7 +3144,6 @@
         "ENSG00000186812",
         "ENSG00000186818",
         "ENSG00000186994",
-        "ENSG00000187068",
         "ENSG00000187098",
         "ENSG00000187122",
         "ENSG00000187123",
@@ -3159,7 +3152,6 @@
         "ENSG00000187187",
         "ENSG00000187189",
         "ENSG00000187240",
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