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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 proper of duodenum | 1369 | 0.91 | 0.93 | 0.91 | 0.77 | 0.00 | 0.86 | 0.90 | 0.92 | 0.95 |\n| enterocyte of epithelium proper of ileum | 611 | 0.96 | 0.96 | 0.93 | 0.51 | 0.00 | 0.76 | 0.97 | 0.97 | 0.98 |\n| CD4-positive, alpha-beta T cell | 540 | 0.91 | 0.91 | 0.91 | 0.79 | 0.00 | 0.82 | 0.88 | 0.90 | 0.93 |\n| CD8-positive, alpha-beta T cell | 349 | 0.84 | 0.77 | 0.88 | 0.56 | 0.00 | 0.71 | 0.81 | 0.83 | 0.90 |\n| small intestine goblet cell | 203 | 0.92 | 0.94 | 0.95 | 0.89 | 0.00 | 0.80 | 0.92 | 0.95 | 0.94 |\n| paneth cell of epithelium of small intestine | 180 | 0.66 | 0.73 | 0.79 | 0.63 | 0.00 | 0.68 | 0.68 | 0.72 | 0.78 |\n| enterocyte of epithelium proper of small intestine | 153 | 0.61 | 0.64 | 0.67 | 0.57 | 0.00 | 0.56 | 0.69 | 0.80 | 0.84 |\n| activated CD8-positive, alpha-beta T cell | 114 | 0.74 | 0.46 | 0.88 | 0.55 | 0.00 | 0.55 | 0.73 | 0.73 | 0.84 |\n| plasma cell | 77 | 0.97 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.97 | 0.98 | 0.98 |\n| B cell | 68 | 0.99 | 0.99 | 0.98 | 0.99 | 0.00 | 0.98 | 0.97 | 0.98 | 0.99 |\n| intestinal crypt stem cell of small intestine | 54 | 0.39 | 0.47 | 0.48 | 0.25 | 0.00 | 0.31 | 0.38 | 0.48 | 0.52 |\n| activated CD4-positive, alpha-beta T cell | 64 | 0.49 | 0.30 | 0.60 | 0.08 | 0.00 | 0.42 | 0.48 | 0.52 | 0.57 |\n| fibroblast | 46 | 0.99 | 0.99 | 1.00 | 0.97 | 0.00 | 0.99 | 0.99 | 0.97 | 0.99 |\n| intestinal tuft cell | 49 | 1.00 | 1.00 | 1.00 | 0.98 | 0.00 | 0.95 | 1.00 | 1.00 | 1.00 |\n| enterocyte of epithelium proper of jejunum | 43 | 0.13 | 0.14 | 0.28 | 0.13 | 0.00 | 0.24 | 0.53 | 0.47 | 0.41 |\n| macrophage | 44 | 0.85 | 0.94 | 0.94 | 0.81 | 0.00 | 0.90 | 0.95 | 0.93 | 0.97 |\n| enteroendocrine cell of small intestine | 19 | 0.83 | 0.86 | 0.83 | 0.78 | 0.00 | 0.77 | 0.71 | 0.82 | 0.81 |\n| mast cell | 26 | 0.98 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| natural killer cell | 17 | 0.00 | 0.17 | 0.24 | 0.00 | 0.00 | 0.22 | 0.11 | 0.47 | 0.24 |\n| enteroglial cell | 20 | 0.93 | 0.92 | 0.92 | 0.83 | 0.00 | 0.90 | 0.98 | 0.98 | 0.98 |\n| endothelial cell of arteriole | 16 | 0.82 | 1.00 | 0.85 | 0.79 | 0.00 | 0.88 | 0.94 | 0.82 | 0.91 |\n| gamma-delta T cell | 12 | 0.73 | 0.55 | 0.67 | 0.14 | 0.00 | 0.67 | 0.55 | 0.67 | 0.72 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 6 | 0.00 | 0.67 | 0.29 | 0.25 | 0.00 | 0.34 | 0.48 | 0.71 | 0.44 |\n| monocyte | 9 | 0.82 | 0.95 | 0.88 | 0.43 | 0.00 | 0.78 | 0.90 | 0.95 | 1.00 |\n| neutrophil | 5 | 0.36 | 0.80 | 0.62 | 0.20 | 0.00 | 0.47 | 0.91 | 0.73 | 0.73 |\n| endothelial cell of lymphatic vessel | 8 | 1.00 | 1.00 | 0.93 | 0.94 | 0.00 | 0.94 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of venule | 6 | 0.00 | 0.92 | 0.67 | 0.40 | 0.00 | 0.77 | 0.83 | 0.60 | 0.60 |\n| myofibroblast cell | 6 | 0.71 | 0.91 | 1.00 | 0.44 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| transit amplifying cell of small intestine | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 3 | 0.00 | 1.00 | 1.00 | 0.80 | 0.00 | 0.67 | 0.00 | 1.00 | 1.00 |\n| pericyte | 3 | 0.00 | 1.00 | 1.00 | 0.40 | 0.00 | 0.86 | 1.00 | 0.86 | 1.00 |\n| regulatory T cell | 3 | 0.00 | 0.50 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 0.50 | 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 |",
-    "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 proper of duodenum | 12126 | 0.91 | 0.90 | 0.95 | 0.86 | 0.00 | 0.94 | 0.92 | 0.93 | 0.96 |\n| enterocyte of epithelium proper of ileum | 5866 | 0.97 | 0.95 | 0.95 | 0.72 | 0.00 | 0.95 | 0.98 | 0.98 | 0.98 |\n| CD4-positive, alpha-beta T cell | 4615 | 0.91 | 0.90 | 0.94 | 0.85 | 0.00 | 0.91 | 0.90 | 0.92 | 0.96 |\n| CD8-positive, alpha-beta T cell | 3123 | 0.83 | 0.75 | 0.93 | 0.72 | 0.00 | 0.85 | 0.84 | 0.87 | 0.93 |\n| small intestine goblet cell | 1841 | 0.92 | 0.94 | 0.96 | 0.89 | 0.00 | 0.82 | 0.93 | 0.94 | 0.94 |\n| paneth cell of epithelium of small intestine | 1673 | 0.69 | 0.71 | 0.82 | 0.79 | 0.00 | 0.74 | 0.74 | 0.78 | 0.83 |\n| enterocyte of epithelium proper of small intestine | 1262 | 0.59 | 0.44 | 0.80 | 0.76 | 0.00 | 0.77 | 0.80 | 0.84 | 0.87 |\n| activated CD8-positive, alpha-beta T cell | 1033 | 0.69 | 0.40 | 0.91 | 0.74 | 0.00 | 0.82 | 0.80 | 0.83 | 0.90 |\n| plasma cell | 745 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.98 | 0.99 | 0.99 |\n| B cell | 705 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| intestinal crypt stem cell of small intestine | 533 | 0.37 | 0.45 | 0.55 | 0.50 | 0.00 | 0.43 | 0.60 | 0.67 | 0.67 |\n| activated CD4-positive, alpha-beta T cell | 506 | 0.47 | 0.30 | 0.72 | 0.39 | 0.00 | 0.65 | 0.64 | 0.66 | 0.78 |\n| fibroblast | 447 | 0.97 | 0.98 | 0.98 | 0.96 | 0.00 | 0.97 | 0.99 | 0.98 | 0.98 |\n| intestinal tuft cell | 399 | 0.97 | 0.97 | 0.97 | 0.96 | 0.00 | 0.97 | 0.99 | 0.99 | 0.98 |\n| enterocyte of epithelium proper of jejunum | 362 | 0.21 | 0.01 | 0.79 | 0.46 | 0.00 | 0.85 | 0.60 | 0.56 | 0.80 |\n| macrophage | 322 | 0.83 | 0.91 | 0.93 | 0.88 | 0.00 | 0.97 | 0.99 | 0.98 | 0.98 |\n| enteroendocrine cell of small intestine | 245 | 0.91 | 0.92 | 0.93 | 0.87 | 0.00 | 0.84 | 0.92 | 0.93 | 0.94 |\n| mast cell | 224 | 0.95 | 0.97 | 0.98 | 0.97 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| natural killer cell | 144 | 0.00 | 0.20 | 0.45 | 0.37 | 0.00 | 0.48 | 0.74 | 0.89 | 0.85 |\n| enteroglial cell | 122 | 0.93 | 0.93 | 0.95 | 0.89 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| endothelial cell of arteriole | 116 | 0.80 | 0.94 | 0.93 | 0.84 | 0.00 | 0.99 | 0.97 | 0.99 | 0.95 |\n| gamma-delta T cell | 109 | 0.72 | 0.69 | 0.78 | 0.57 | 0.00 | 0.92 | 0.91 | 0.95 | 0.97 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 109 | 0.00 | 0.45 | 0.50 | 0.31 | 0.00 | 0.77 | 0.85 | 0.90 | 0.78 |\n| monocyte | 69 | 0.75 | 0.81 | 0.81 | 0.68 | 0.00 | 0.93 | 1.00 | 1.00 | 0.99 |\n| neutrophil | 72 | 0.54 | 0.75 | 0.82 | 0.61 | 0.00 | 0.85 | 0.99 | 0.99 | 0.94 |\n| endothelial cell of lymphatic vessel | 65 | 0.98 | 0.98 | 0.97 | 0.93 | 0.00 | 0.99 | 0.98 | 0.98 | 0.98 |\n| endothelial cell of venule | 46 | 0.00 | 0.89 | 0.86 | 0.53 | 0.00 | 0.92 | 0.95 | 0.97 | 0.92 |\n| myofibroblast cell | 45 | 0.73 | 0.95 | 0.95 | 0.84 | 0.00 | 0.90 | 0.99 | 0.96 | 0.95 |\n| transit amplifying cell of small intestine | 33 | 0.00 | 0.00 | 0.52 | 0.06 | 0.00 | 0.42 | 0.86 | 0.92 | 0.86 |\n| innate lymphoid cell | 31 | 0.00 | 0.63 | 0.66 | 0.59 | 0.00 | 0.86 | 0.98 | 0.98 | 0.94 |\n| pericyte | 21 | 0.00 | 0.98 | 0.95 | 0.63 | 0.00 | 0.98 | 1.00 | 0.98 | 0.98 |\n| regulatory T cell | 12 | 0.00 | 0.40 | 0.29 | 0.29 | 0.00 | 0.86 | 1.00 | 1.00 | 0.86 |\n| myeloid dendritic cell | 11 | 0.00 | 0.63 | 0.50 | 0.50 | 0.00 | 0.63 | 0.96 | 0.96 | 0.87 |"
+    "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 proper of duodenum | 1336 | 0.92 | 0.93 | 0.92 | 0.79 | 0.00 | 0.87 | 0.91 | 0.93 | 0.94 |\n| enterocyte of epithelium proper of ileum | 627 | 0.96 | 0.96 | 0.92 | 0.56 | 0.00 | 0.75 | 0.97 | 0.97 | 0.98 |\n| CD4-positive, alpha-beta T cell | 532 | 0.89 | 0.89 | 0.92 | 0.68 | 0.00 | 0.78 | 0.89 | 0.89 | 0.91 |\n| CD8-positive, alpha-beta T cell | 349 | 0.86 | 0.78 | 0.91 | 0.54 | 0.00 | 0.74 | 0.82 | 0.82 | 0.89 |\n| small intestine goblet cell | 214 | 0.94 | 0.94 | 0.95 | 0.90 | 0.00 | 0.89 | 0.93 | 0.92 | 0.94 |\n| paneth cell of epithelium of small intestine | 194 | 0.71 | 0.74 | 0.80 | 0.74 | 0.00 | 0.65 | 0.71 | 0.79 | 0.83 |\n| enterocyte of epithelium proper of small intestine | 149 | 0.59 | 0.59 | 0.66 | 0.56 | 0.00 | 0.52 | 0.75 | 0.77 | 0.81 |\n| activated CD8-positive, alpha-beta T cell | 103 | 0.79 | 0.43 | 0.87 | 0.42 | 0.00 | 0.57 | 0.67 | 0.73 | 0.80 |\n| plasma cell | 80 | 0.99 | 0.99 | 0.98 | 0.97 | 0.00 | 0.96 | 0.98 | 0.98 | 0.99 |\n| B cell | 70 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.96 | 0.99 |\n| intestinal crypt stem cell of small intestine | 56 | 0.40 | 0.53 | 0.54 | 0.33 | 0.00 | 0.29 | 0.40 | 0.47 | 0.55 |\n| activated CD4-positive, alpha-beta T cell | 64 | 0.43 | 0.25 | 0.57 | 0.16 | 0.00 | 0.37 | 0.46 | 0.52 | 0.55 |\n| fibroblast | 45 | 0.99 | 0.99 | 0.99 | 0.95 | 0.00 | 1.00 | 1.00 | 0.99 | 0.99 |\n| intestinal tuft cell | 54 | 1.00 | 1.00 | 0.99 | 0.96 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| enterocyte of epithelium proper of jejunum | 46 | 0.11 | 0.12 | 0.23 | 0.18 | 0.00 | 0.08 | 0.51 | 0.51 | 0.31 |\n| macrophage | 49 | 0.82 | 0.92 | 0.92 | 0.85 | 0.00 | 0.97 | 0.94 | 0.91 | 0.92 |\n| enteroendocrine cell of small intestine | 19 | 0.86 | 0.84 | 0.86 | 0.79 | 0.00 | 0.63 | 0.84 | 0.80 | 0.84 |\n| mast cell | 24 | 0.98 | 1.00 | 0.98 | 0.94 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| natural killer cell | 19 | 0.00 | 0.26 | 0.30 | 0.00 | 0.00 | 0.21 | 0.14 | 0.36 | 0.24 |\n| enteroglial cell | 20 | 0.95 | 0.95 | 0.97 | 0.81 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |\n| endothelial cell of arteriole | 15 | 0.77 | 0.94 | 0.77 | 0.63 | 0.00 | 0.82 | 1.00 | 0.90 | 0.91 |\n| gamma-delta T cell | 9 | 0.62 | 0.67 | 0.71 | 0.12 | 0.00 | 0.48 | 0.56 | 0.56 | 0.76 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 8 | 0.00 | 0.20 | 0.40 | 0.15 | 0.00 | 0.70 | 0.70 | 0.50 | 0.55 |\n| monocyte | 8 | 0.64 | 0.78 | 0.80 | 0.59 | 0.00 | 0.88 | 0.82 | 0.74 | 0.82 |\n| neutrophil | 6 | 0.57 | 0.91 | 0.75 | 0.20 | 0.00 | 0.75 | 0.92 | 0.67 | 0.83 |\n| endothelial cell of lymphatic vessel | 5 | 1.00 | 1.00 | 1.00 | 0.60 | 0.00 | 0.83 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of venule | 6 | 0.00 | 0.83 | 0.67 | 0.22 | 0.00 | 0.83 | 0.92 | 0.91 | 0.91 |\n| myofibroblast cell | 5 | 0.50 | 1.00 | 1.00 | 0.33 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| transit amplifying cell of small intestine | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 3 | 0.80 | 0.80 | 0.40 | 0.67 | 0.00 | 0.50 | 0.00 | 0.80 | 1.00 |\n| pericyte | 4 | 0.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| regulatory T cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.40 | 0.40 | 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 |",
+    "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 proper of duodenum | 12159 | 0.92 | 0.90 | 0.95 | 0.86 | 0.00 | 0.94 | 0.92 | 0.93 | 0.96 |\n| enterocyte of epithelium proper of ileum | 5850 | 0.97 | 0.95 | 0.95 | 0.75 | 0.00 | 0.95 | 0.98 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 4623 | 0.91 | 0.89 | 0.95 | 0.83 | 0.00 | 0.89 | 0.91 | 0.91 | 0.95 |\n| CD8-positive, alpha-beta T cell | 3123 | 0.85 | 0.75 | 0.93 | 0.69 | 0.00 | 0.84 | 0.83 | 0.87 | 0.93 |\n| small intestine goblet cell | 1830 | 0.93 | 0.94 | 0.96 | 0.90 | 0.00 | 0.88 | 0.94 | 0.94 | 0.95 |\n| paneth cell of epithelium of small intestine | 1659 | 0.70 | 0.72 | 0.81 | 0.79 | 0.00 | 0.72 | 0.77 | 0.81 | 0.86 |\n| enterocyte of epithelium proper of small intestine | 1266 | 0.58 | 0.43 | 0.80 | 0.80 | 0.00 | 0.80 | 0.79 | 0.85 | 0.89 |\n| activated CD8-positive, alpha-beta T cell | 1044 | 0.76 | 0.40 | 0.91 | 0.72 | 0.00 | 0.80 | 0.79 | 0.84 | 0.91 |\n| plasma cell | 742 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| B cell | 703 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| intestinal crypt stem cell of small intestine | 531 | 0.34 | 0.43 | 0.53 | 0.44 | 0.00 | 0.36 | 0.60 | 0.65 | 0.66 |\n| activated CD4-positive, alpha-beta T cell | 506 | 0.43 | 0.32 | 0.74 | 0.42 | 0.00 | 0.58 | 0.64 | 0.66 | 0.77 |\n| fibroblast | 448 | 0.97 | 0.97 | 0.98 | 0.93 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| intestinal tuft cell | 394 | 0.97 | 0.97 | 0.97 | 0.96 | 0.00 | 0.95 | 0.99 | 0.99 | 0.98 |\n| enterocyte of epithelium proper of jejunum | 359 | 0.21 | 0.01 | 0.82 | 0.36 | 0.00 | 0.95 | 0.60 | 0.55 | 0.88 |\n| macrophage | 317 | 0.82 | 0.92 | 0.93 | 0.91 | 0.00 | 0.98 | 0.99 | 0.99 | 0.98 |\n| enteroendocrine cell of small intestine | 245 | 0.92 | 0.91 | 0.94 | 0.87 | 0.00 | 0.69 | 0.92 | 0.93 | 0.95 |\n| mast cell | 226 | 0.95 | 0.96 | 0.98 | 0.96 | 0.00 | 0.94 | 0.99 | 0.99 | 0.98 |\n| natural killer cell | 142 | 0.00 | 0.15 | 0.47 | 0.33 | 0.00 | 0.46 | 0.75 | 0.80 | 0.85 |\n| enteroglial cell | 122 | 0.93 | 0.93 | 0.95 | 0.89 | 0.00 | 0.95 | 0.99 | 0.99 | 0.98 |\n| endothelial cell of arteriole | 117 | 0.80 | 0.95 | 0.91 | 0.79 | 0.00 | 0.95 | 0.99 | 1.00 | 0.97 |\n| gamma-delta T cell | 112 | 0.73 | 0.70 | 0.78 | 0.52 | 0.00 | 0.89 | 0.94 | 0.96 | 0.96 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 107 | 0.00 | 0.27 | 0.42 | 0.35 | 0.00 | 0.88 | 0.91 | 0.90 | 0.77 |\n| monocyte | 70 | 0.75 | 0.87 | 0.81 | 0.76 | 0.00 | 0.90 | 1.00 | 1.00 | 1.00 |\n| neutrophil | 71 | 0.71 | 0.73 | 0.81 | 0.74 | 0.00 | 0.91 | 1.00 | 0.99 | 0.95 |\n| endothelial cell of lymphatic vessel | 68 | 0.98 | 0.98 | 0.99 | 0.87 | 0.00 | 0.94 | 0.99 | 0.99 | 0.99 |\n| endothelial cell of venule | 46 | 0.00 | 0.87 | 0.83 | 0.45 | 0.00 | 0.99 | 0.95 | 0.95 | 0.92 |\n| myofibroblast cell | 46 | 0.64 | 0.94 | 0.95 | 0.75 | 0.00 | 0.70 | 0.97 | 0.95 | 0.95 |\n| transit amplifying cell of small intestine | 32 | 0.00 | 0.00 | 0.54 | 0.17 | 0.00 | 0.28 | 0.85 | 0.90 | 0.92 |\n| innate lymphoid cell | 31 | 0.64 | 0.67 | 0.68 | 0.59 | 0.00 | 0.66 | 1.00 | 1.00 | 0.95 |\n| pericyte | 20 | 0.00 | 0.98 | 0.98 | 0.60 | 0.00 | 0.93 | 1.00 | 1.00 | 1.00 |\n| regulatory T cell | 11 | 0.00 | 0.29 | 0.43 | 0.00 | 0.00 | 0.91 | 1.00 | 1.00 | 0.84 |\n| myeloid dendritic cell | 11 | 0.00 | 0.43 | 0.50 | 0.50 | 0.00 | 0.88 | 1.00 | 1.00 | 0.91 |"
 }

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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         "ENSG00000001461",
         "ENSG00000002587",
         "ENSG00000002822",
-        "ENSG00000002919",
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@@ -42,7 +41,7 @@
         "ENSG00000008300",
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+        "ENSG00000009830",
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         "ENSG00000018625",
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-        "ENSG00000019144",
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         "ENSG00000021645",
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+        "ENSG00000022556",
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         "ENSG00000026751",
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         "ENSG00000038427",
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         "ENSG00000042493",
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+        "ENSG00000043462",
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         "ENSG00000049860",
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         "ENSG00000055118",
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         "ENSG00000069122",
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+        "ENSG00000069943",
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         "ENSG00000074201",
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-        "ENSG00000074582",
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         "ENSG00000074800",
+        "ENSG00000074935",
         "ENSG00000075073",
         "ENSG00000075624",
         "ENSG00000076003",
@@ -282,7 +282,6 @@
         "ENSG00000078081",
         "ENSG00000078098",
         "ENSG00000078177",
-        "ENSG00000078237",
         "ENSG00000078401",
         "ENSG00000078589",
         "ENSG00000078596",
@@ -315,7 +314,6 @@
         "ENSG00000084092",
         "ENSG00000084110",
         "ENSG00000084112",
-        "ENSG00000084444",
         "ENSG00000084731",
         "ENSG00000084734",
         "ENSG00000084774",
@@ -324,7 +322,6 @@
         "ENSG00000085465",
         "ENSG00000085514",
         "ENSG00000085733",
-        "ENSG00000085978",
         "ENSG00000085999",
         "ENSG00000086061",
         "ENSG00000086102",
@@ -334,6 +331,7 @@
         "ENSG00000086548",
         "ENSG00000086598",
         "ENSG00000086730",
+        "ENSG00000086967",
         "ENSG00000087074",
         "ENSG00000087076",
         "ENSG00000087077",
@@ -401,10 +399,10 @@
         "ENSG00000093072",
         "ENSG00000094755",
         "ENSG00000094804",
-        "ENSG00000094880",
         "ENSG00000094914",
         "ENSG00000094916",
         "ENSG00000094963",
+        "ENSG00000095002",
         "ENSG00000095110",
         "ENSG00000095209",
         "ENSG00000095303",
@@ -416,7 +414,6 @@
         "ENSG00000096088",
         "ENSG00000096093",
         "ENSG00000096384",
-        "ENSG00000096654",
         "ENSG00000096968",
         "ENSG00000097046",
         "ENSG00000099250",
@@ -436,7 +433,6 @@
         "ENSG00000100056",
         "ENSG00000100060",
         "ENSG00000100068",
-        "ENSG00000100097",
         "ENSG00000100116",
         "ENSG00000100150",
         "ENSG00000100206",
@@ -501,7 +497,6 @@
         "ENSG00000101298",
         "ENSG00000101336",
         "ENSG00000101361",
-        "ENSG00000101384",
         "ENSG00000101391",
         "ENSG00000101439",
         "ENSG00000101442",
@@ -514,7 +509,6 @@
         "ENSG00000101842",
         "ENSG00000101850",
         "ENSG00000101868",
-        "ENSG00000101888",
         "ENSG00000101938",
         "ENSG00000101945",
         "ENSG00000101955",
@@ -536,7 +530,6 @@
         "ENSG00000102393",
         "ENSG00000102547",
         "ENSG00000102678",
-        "ENSG00000102683",
         "ENSG00000102755",
         "ENSG00000102786",
         "ENSG00000102802",
@@ -552,6 +545,7 @@
         "ENSG00000102967",
         "ENSG00000103037",
         "ENSG00000103042",
+        "ENSG00000103043",
         "ENSG00000103044",
         "ENSG00000103066",
         "ENSG00000103150",
@@ -567,17 +561,16 @@
         "ENSG00000103335",
         "ENSG00000103343",
         "ENSG00000103351",
-        "ENSG00000103356",
         "ENSG00000103365",
         "ENSG00000103404",
         "ENSG00000103423",
         "ENSG00000103496",
         "ENSG00000103507",
+        "ENSG00000103528",
         "ENSG00000103591",
         "ENSG00000103707",
         "ENSG00000103710",
         "ENSG00000103723",
-        "ENSG00000103811",
         "ENSG00000103855",
         "ENSG00000104112",
         "ENSG00000104140",
@@ -708,6 +701,7 @@
         "ENSG00000108691",
         "ENSG00000108733",
         "ENSG00000108771",
+        "ENSG00000108797",
         "ENSG00000108798",
         "ENSG00000108821",
         "ENSG00000108839",
@@ -743,6 +737,7 @@
         "ENSG00000110442",
         "ENSG00000110448",
         "ENSG00000110455",
+        "ENSG00000110492",
         "ENSG00000110651",
         "ENSG00000110723",
         "ENSG00000110799",
@@ -787,7 +782,6 @@
         "ENSG00000111669",
         "ENSG00000111674",
         "ENSG00000111679",
-        "ENSG00000111732",
         "ENSG00000111799",
         "ENSG00000111817",
         "ENSG00000111886",
@@ -829,7 +823,6 @@
         "ENSG00000113296",
         "ENSG00000113327",
         "ENSG00000113356",
-        "ENSG00000113396",
         "ENSG00000113494",
         "ENSG00000113594",
         "ENSG00000113657",
@@ -895,6 +888,7 @@
         "ENSG00000116120",
         "ENSG00000116128",
         "ENSG00000116132",
+        "ENSG00000116133",
         "ENSG00000116157",
         "ENSG00000116161",
         "ENSG00000116209",
@@ -910,6 +904,7 @@
         "ENSG00000116514",
         "ENSG00000116525",
         "ENSG00000116544",
+        "ENSG00000116691",
         "ENSG00000116698",
         "ENSG00000116701",
         "ENSG00000116741",
@@ -939,7 +934,6 @@
         "ENSG00000117154",
         "ENSG00000117228",
         "ENSG00000117281",
-        "ENSG00000117305",
         "ENSG00000117318",
         "ENSG00000117322",
         "ENSG00000117399",
@@ -963,6 +957,7 @@
         "ENSG00000118271",
         "ENSG00000118402",
         "ENSG00000118407",
+        "ENSG00000118473",
         "ENSG00000118496",
         "ENSG00000118503",
         "ENSG00000118514",
@@ -1005,7 +1000,6 @@
         "ENSG00000120008",
         "ENSG00000120051",
         "ENSG00000120075",
-        "ENSG00000120093",
         "ENSG00000120129",
         "ENSG00000120160",
         "ENSG00000120217",
@@ -1017,7 +1011,6 @@
         "ENSG00000120334",
         "ENSG00000120438",
         "ENSG00000120440",
-        "ENSG00000120645",
         "ENSG00000120662",
         "ENSG00000120694",
         "ENSG00000120696",
@@ -1036,7 +1029,6 @@
         "ENSG00000121297",
         "ENSG00000121316",
         "ENSG00000121417",
-        "ENSG00000121446",
         "ENSG00000121577",
         "ENSG00000121594",
         "ENSG00000121769",
@@ -1103,7 +1095,6 @@
         "ENSG00000124191",
         "ENSG00000124212",
         "ENSG00000124215",
-        "ENSG00000124216",
         "ENSG00000124217",
         "ENSG00000124249",
         "ENSG00000124253",
@@ -1135,10 +1126,13 @@
         "ENSG00000125398",
         "ENSG00000125430",
         "ENSG00000125457",
+        "ENSG00000125484",
         "ENSG00000125538",
         "ENSG00000125633",
         "ENSG00000125703",
+        "ENSG00000125733",
         "ENSG00000125735",
+        "ENSG00000125740",
         "ENSG00000125810",
         "ENSG00000125812",
         "ENSG00000125834",
@@ -1209,9 +1203,11 @@
         "ENSG00000128604",
         "ENSG00000128606",
         "ENSG00000128656",
+        "ENSG00000128694",
         "ENSG00000128815",
         "ENSG00000128833",
         "ENSG00000128849",
+        "ENSG00000128872",
         "ENSG00000128881",
         "ENSG00000128917",
         "ENSG00000128944",
@@ -1225,7 +1221,6 @@
         "ENSG00000129219",
         "ENSG00000129244",
         "ENSG00000129295",
-        "ENSG00000129354",
         "ENSG00000129355",
         "ENSG00000129467",
         "ENSG00000129521",
@@ -1324,17 +1319,18 @@
         "ENSG00000132613",
         "ENSG00000132639",
         "ENSG00000132664",
+        "ENSG00000132704",
         "ENSG00000132718",
         "ENSG00000132740",
         "ENSG00000132763",
         "ENSG00000132768",
         "ENSG00000132773",
+        "ENSG00000132792",
         "ENSG00000132823",
         "ENSG00000132824",
         "ENSG00000132825",
         "ENSG00000132854",
         "ENSG00000133059",
-        "ENSG00000133083",
         "ENSG00000133116",
         "ENSG00000133119",
         "ENSG00000133169",
@@ -1366,6 +1362,7 @@
         "ENSG00000134201",
         "ENSG00000134202",
         "ENSG00000134240",
+        "ENSG00000134247",
         "ENSG00000134250",
         "ENSG00000134253",
         "ENSG00000134285",
@@ -1451,9 +1448,11 @@
         "ENSG00000136449",
         "ENSG00000136478",
         "ENSG00000136492",
+        "ENSG00000136531",
         "ENSG00000136541",
         "ENSG00000136542",
         "ENSG00000136546",
+        "ENSG00000136628",
         "ENSG00000136630",
         "ENSG00000136634",
         "ENSG00000136826",
@@ -1463,7 +1462,6 @@
         "ENSG00000136859",
         "ENSG00000136869",
         "ENSG00000136872",
-        "ENSG00000136881",
         "ENSG00000136943",
         "ENSG00000136960",
         "ENSG00000136982",
@@ -1479,7 +1477,6 @@
         "ENSG00000137154",
         "ENSG00000137168",
         "ENSG00000137203",
-        "ENSG00000137225",
         "ENSG00000137265",
         "ENSG00000137310",
         "ENSG00000137338",
@@ -1491,6 +1488,7 @@
         "ENSG00000137501",
         "ENSG00000137502",
         "ENSG00000137507",
+        "ENSG00000137509",
         "ENSG00000137563",
         "ENSG00000137573",
         "ENSG00000137575",
@@ -1507,6 +1505,7 @@
         "ENSG00000137825",
         "ENSG00000137841",
         "ENSG00000137857",
+        "ENSG00000137875",
         "ENSG00000137877",
         "ENSG00000137959",
         "ENSG00000137962",
@@ -1530,7 +1529,6 @@
         "ENSG00000138316",
         "ENSG00000138336",
         "ENSG00000138356",
-        "ENSG00000138363",
         "ENSG00000138375",
         "ENSG00000138413",
         "ENSG00000138435",
@@ -1551,7 +1549,6 @@
         "ENSG00000138764",
         "ENSG00000138772",
         "ENSG00000138778",
-        "ENSG00000138785",
         "ENSG00000138794",
         "ENSG00000138798",
         "ENSG00000138835",
@@ -1581,7 +1578,6 @@
         "ENSG00000139651",
         "ENSG00000139668",
         "ENSG00000139679",
-        "ENSG00000139719",
         "ENSG00000139734",
         "ENSG00000139737",
         "ENSG00000139832",
@@ -1606,6 +1602,7 @@
         "ENSG00000140474",
         "ENSG00000140481",
         "ENSG00000140511",
+        "ENSG00000140534",
         "ENSG00000140538",
         "ENSG00000140543",
         "ENSG00000140678",
@@ -1646,7 +1643,6 @@
         "ENSG00000142224",
         "ENSG00000142279",
         "ENSG00000142347",
-        "ENSG00000142405",
         "ENSG00000142494",
         "ENSG00000142512",
         "ENSG00000142530",
@@ -1686,17 +1682,13 @@
         "ENSG00000143416",
         "ENSG00000143450",
         "ENSG00000143458",
-        "ENSG00000143469",
         "ENSG00000143479",
-        "ENSG00000143494",
         "ENSG00000143498",
-        "ENSG00000143590",
         "ENSG00000143603",
         "ENSG00000143621",
         "ENSG00000143622",
         "ENSG00000143653",
         "ENSG00000143727",
-        "ENSG00000143740",
         "ENSG00000143742",
         "ENSG00000143797",
         "ENSG00000143801",
@@ -1724,7 +1716,6 @@
         "ENSG00000144485",
         "ENSG00000144589",
         "ENSG00000144597",
-        "ENSG00000144642",
         "ENSG00000144647",
         "ENSG00000144649",
         "ENSG00000144712",
@@ -1732,7 +1723,6 @@
         "ENSG00000144810",
         "ENSG00000144815",
         "ENSG00000144821",
-        "ENSG00000144824",
         "ENSG00000144843",
         "ENSG00000144867",
         "ENSG00000144891",
@@ -1788,6 +1778,7 @@
         "ENSG00000146701",
         "ENSG00000146729",
         "ENSG00000146733",
+        "ENSG00000146858",
         "ENSG00000146859",
         "ENSG00000146909",
         "ENSG00000146950",
@@ -1798,6 +1789,7 @@
         "ENSG00000147118",
         "ENSG00000147130",
         "ENSG00000147224",
+        "ENSG00000147255",
         "ENSG00000147257",
         "ENSG00000147383",
         "ENSG00000147394",
@@ -1822,7 +1814,6 @@
         "ENSG00000148154",
         "ENSG00000148175",
         "ENSG00000148180",
-        "ENSG00000148218",
         "ENSG00000148225",
         "ENSG00000148229",
         "ENSG00000148288",
@@ -1847,7 +1838,6 @@
         "ENSG00000149182",
         "ENSG00000149243",
         "ENSG00000149292",
-        "ENSG00000149294",
         "ENSG00000149308",
         "ENSG00000149313",
         "ENSG00000149328",
@@ -1864,9 +1854,9 @@
         "ENSG00000149679",
         "ENSG00000149792",
         "ENSG00000149922",
-        "ENSG00000149927",
         "ENSG00000149968",
         "ENSG00000149970",
+        "ENSG00000150456",
         "ENSG00000150457",
         "ENSG00000150540",
         "ENSG00000150628",
@@ -1881,14 +1871,13 @@
         "ENSG00000150967",
         "ENSG00000150991",
         "ENSG00000151093",
+        "ENSG00000151116",
         "ENSG00000151117",
-        "ENSG00000151164",
         "ENSG00000151176",
         "ENSG00000151338",
         "ENSG00000151364",
         "ENSG00000151388",
         "ENSG00000151445",
-        "ENSG00000151552",
         "ENSG00000151632",
         "ENSG00000151725",
         "ENSG00000151746",
@@ -1932,6 +1921,7 @@
         "ENSG00000153132",
         "ENSG00000153201",
         "ENSG00000153234",
+        "ENSG00000153291",
         "ENSG00000153395",
         "ENSG00000153446",
         "ENSG00000153531",
@@ -2034,17 +2024,15 @@
         "ENSG00000157510",
         "ENSG00000157514",
         "ENSG00000157542",
-        "ENSG00000157551",
         "ENSG00000157554",
         "ENSG00000157578",
         "ENSG00000157593",
         "ENSG00000157625",
+        "ENSG00000157653",
         "ENSG00000157657",
-        "ENSG00000157680",
         "ENSG00000157693",
         "ENSG00000157765",
         "ENSG00000157890",
-        "ENSG00000157895",
         "ENSG00000158050",
         "ENSG00000158055",
         "ENSG00000158092",
@@ -2052,10 +2040,8 @@
         "ENSG00000158113",
         "ENSG00000158156",
         "ENSG00000158163",
-        "ENSG00000158186",
         "ENSG00000158220",
         "ENSG00000158246",
-        "ENSG00000158258",
         "ENSG00000158270",
         "ENSG00000158352",
         "ENSG00000158516",
@@ -2065,6 +2051,7 @@
         "ENSG00000158764",
         "ENSG00000158773",
         "ENSG00000158806",
+        "ENSG00000158816",
         "ENSG00000158859",
         "ENSG00000158869",
         "ENSG00000158882",
@@ -2105,6 +2092,7 @@
         "ENSG00000160219",
         "ENSG00000160233",
         "ENSG00000160255",
+        "ENSG00000160298",
         "ENSG00000160299",
         "ENSG00000160305",
         "ENSG00000160307",
@@ -2125,6 +2113,7 @@
         "ENSG00000160870",
         "ENSG00000160888",
         "ENSG00000160959",
+        "ENSG00000160961",
         "ENSG00000160993",
         "ENSG00000161031",
         "ENSG00000161057",
@@ -2140,7 +2129,6 @@
         "ENSG00000161647",
         "ENSG00000161692",
         "ENSG00000161800",
-        "ENSG00000161888",
         "ENSG00000161921",
         "ENSG00000161929",
         "ENSG00000162063",
@@ -2195,7 +2183,7 @@
         "ENSG00000163138",
         "ENSG00000163141",
         "ENSG00000163171",
-        "ENSG00000163239",
+        "ENSG00000163257",
         "ENSG00000163288",
         "ENSG00000163291",
         "ENSG00000163312",
@@ -2231,7 +2219,6 @@
         "ENSG00000163596",
         "ENSG00000163618",
         "ENSG00000163632",
-        "ENSG00000163637",
         "ENSG00000163655",
         "ENSG00000163666",
         "ENSG00000163683",
@@ -2243,6 +2230,7 @@
         "ENSG00000163743",
         "ENSG00000163751",
         "ENSG00000163794",
+        "ENSG00000163795",
         "ENSG00000163803",
         "ENSG00000163815",
         "ENSG00000163820",
@@ -2271,7 +2259,6 @@
         "ENSG00000164117",
         "ENSG00000164120",
         "ENSG00000164125",
-        "ENSG00000164171",
         "ENSG00000164176",
         "ENSG00000164197",
         "ENSG00000164220",
@@ -2283,7 +2270,6 @@
         "ENSG00000164300",
         "ENSG00000164303",
         "ENSG00000164309",
-        "ENSG00000164318",
         "ENSG00000164330",
         "ENSG00000164342",
         "ENSG00000164344",
@@ -2323,6 +2309,7 @@
         "ENSG00000165030",
         "ENSG00000165072",
         "ENSG00000165092",
+        "ENSG00000165115",
         "ENSG00000165124",
         "ENSG00000165140",
         "ENSG00000165152",
@@ -2347,6 +2334,7 @@
         "ENSG00000165699",
         "ENSG00000165702",
         "ENSG00000165795",
+        "ENSG00000165819",
         "ENSG00000165832",
         "ENSG00000165868",
         "ENSG00000165886",
@@ -2393,7 +2381,6 @@
         "ENSG00000166592",
         "ENSG00000166598",
         "ENSG00000166682",
-        "ENSG00000166704",
         "ENSG00000166710",
         "ENSG00000166741",
         "ENSG00000166743",
@@ -2402,7 +2389,6 @@
         "ENSG00000166788",
         "ENSG00000166793",
         "ENSG00000166803",
-        "ENSG00000166813",
         "ENSG00000166816",
         "ENSG00000166819",
         "ENSG00000166821",
@@ -2472,7 +2458,6 @@
         "ENSG00000168016",
         "ENSG00000168026",
         "ENSG00000168060",
-        "ENSG00000168077",
         "ENSG00000168078",
         "ENSG00000168079",
         "ENSG00000168096",
@@ -2519,12 +2504,14 @@
         "ENSG00000169122",
         "ENSG00000169129",
         "ENSG00000169131",
+        "ENSG00000169174",
         "ENSG00000169188",
         "ENSG00000169213",
         "ENSG00000169220",
         "ENSG00000169242",
         "ENSG00000169252",
         "ENSG00000169282",
+        "ENSG00000169291",
         "ENSG00000169299",
         "ENSG00000169347",
         "ENSG00000169410",
@@ -2533,6 +2520,7 @@
         "ENSG00000169429",
         "ENSG00000169432",
         "ENSG00000169439",
+        "ENSG00000169442",
         "ENSG00000169507",
         "ENSG00000169508",
         "ENSG00000169554",
@@ -2559,6 +2547,7 @@
         "ENSG00000169962",
         "ENSG00000170049",
         "ENSG00000170088",
+        "ENSG00000170091",
         "ENSG00000170100",
         "ENSG00000170191",
         "ENSG00000170231",
@@ -2567,16 +2556,13 @@
         "ENSG00000170266",
         "ENSG00000170271",
         "ENSG00000170312",
-        "ENSG00000170315",
         "ENSG00000170322",
         "ENSG00000170323",
         "ENSG00000170345",
-        "ENSG00000170364",
         "ENSG00000170379",
         "ENSG00000170381",
         "ENSG00000170382",
         "ENSG00000170421",
-        "ENSG00000170425",
         "ENSG00000170445",
         "ENSG00000170458",
         "ENSG00000170464",
@@ -2603,10 +2589,11 @@
         "ENSG00000171307",
         "ENSG00000171345",
         "ENSG00000171443",
+        "ENSG00000171444",
         "ENSG00000171448",
         "ENSG00000171451",
         "ENSG00000171453",
-        "ENSG00000171476",
+        "ENSG00000171488",
         "ENSG00000171617",
         "ENSG00000171631",
         "ENSG00000171747",
@@ -2667,6 +2654,7 @@
         "ENSG00000172955",
         "ENSG00000173040",
         "ENSG00000173068",
+        "ENSG00000173080",
         "ENSG00000173110",
         "ENSG00000173114",
         "ENSG00000173198",
@@ -2678,7 +2666,6 @@
         "ENSG00000173267",
         "ENSG00000173269",
         "ENSG00000173275",
-        "ENSG00000173334",
         "ENSG00000173338",
         "ENSG00000173369",
         "ENSG00000173372",
@@ -2690,14 +2677,16 @@
         "ENSG00000173614",
         "ENSG00000173627",
         "ENSG00000173638",
+        "ENSG00000173681",
         "ENSG00000173706",
         "ENSG00000173809",
         "ENSG00000173825",
-        "ENSG00000173930",
+        "ENSG00000173918",
         "ENSG00000173950",
         "ENSG00000174007",
         "ENSG00000174032",
         "ENSG00000174059",
+        "ENSG00000174080",
         "ENSG00000174099",
         "ENSG00000174125",
         "ENSG00000174130",
@@ -2745,6 +2734,7 @@
         "ENSG00000175318",
         "ENSG00000175352",
         "ENSG00000175356",
+        "ENSG00000175395",
         "ENSG00000175426",
         "ENSG00000175445",
         "ENSG00000175463",
@@ -2773,7 +2763,6 @@
         "ENSG00000176024",
         "ENSG00000176153",
         "ENSG00000176170",
-        "ENSG00000176244",
         "ENSG00000176401",
         "ENSG00000176435",
         "ENSG00000176563",
@@ -2828,6 +2817,7 @@
         "ENSG00000177932",
         "ENSG00000177943",
         "ENSG00000177946",
+        "ENSG00000177963",
         "ENSG00000177981",
         "ENSG00000177984",
         "ENSG00000178026",
@@ -2845,6 +2835,7 @@
         "ENSG00000178462",
         "ENSG00000178498",
         "ENSG00000178538",
+        "ENSG00000178562",
         "ENSG00000178567",
         "ENSG00000178665",
         "ENSG00000178685",
@@ -2876,7 +2867,6 @@
         "ENSG00000179523",
         "ENSG00000179528",
         "ENSG00000179542",
-        "ENSG00000179593",
         "ENSG00000179598",
         "ENSG00000179627",
         "ENSG00000179698",
@@ -2968,6 +2958,7 @@
         "ENSG00000182568",
         "ENSG00000182578",
         "ENSG00000182612",
+        "ENSG00000182636",
         "ENSG00000182700",
         "ENSG00000182718",
         "ENSG00000182809",
@@ -2984,16 +2975,15 @@
         "ENSG00000183134",
         "ENSG00000183137",
         "ENSG00000183150",
-        "ENSG00000183250",
         "ENSG00000183258",
         "ENSG00000183273",
-        "ENSG00000183287",
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