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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| mesenchymal stem cell | 2346 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.91 | 0.97 | 0.97 | 0.99 |\n| skeletal muscle satellite stem cell | 619 | 0.97 | 0.98 | 0.97 | 0.98 | 0.00 | 0.97 | 0.98 | 0.97 | 0.98 |\n| endothelial cell | 353 | 0.94 | 0.95 | 0.92 | 0.94 | 0.00 | 0.93 | 0.94 | 0.95 | 0.96 |\n| capillary endothelial cell | 327 | 0.91 | 0.92 | 0.91 | 0.89 | 0.00 | 0.89 | 0.88 | 0.90 | 0.93 |\n| macrophage | 277 | 0.96 | 0.97 | 0.97 | 0.94 | 0.00 | 0.89 | 0.94 | 0.94 | 0.96 |\n| pericyte | 240 | 0.88 | 0.89 | 0.90 | 0.87 | 0.00 | 0.82 | 0.89 | 0.89 | 0.91 |\n| CD8-positive, alpha-beta T cell | 147 | 0.74 | 0.77 | 0.74 | 0.73 | 0.00 | 0.66 | 0.72 | 0.82 | 0.80 |\n| endothelial cell of vascular tree | 70 | 0.91 | 0.90 | 0.76 | 0.88 | 0.00 | 0.82 | 0.82 | 0.84 | 0.90 |\n| CD4-positive, alpha-beta T cell | 50 | 0.52 | 0.50 | 0.35 | 0.28 | 0.00 | 0.42 | 0.36 | 0.57 | 0.54 |\n| fast muscle cell | 50 | 0.85 | 0.86 | 0.87 | 0.88 | 0.00 | 0.82 | 0.89 | 0.91 | 0.89 |\n| tendon cell | 38 | 0.68 | 0.77 | 0.79 | 0.59 | 0.00 | 0.26 | 0.50 | 0.48 | 0.82 |\n| smooth muscle cell | 20 | 0.38 | 0.46 | 0.23 | 0.29 | 0.00 | 0.40 | 0.58 | 0.64 | 0.65 |\n| endothelial cell of artery | 20 | 0.90 | 0.95 | 0.95 | 0.76 | 0.00 | 0.57 | 0.84 | 0.93 | 0.95 |\n| slow muscle cell | 20 | 0.76 | 0.78 | 0.77 | 0.67 | 0.00 | 0.74 | 0.85 | 0.89 | 0.80 |\n| neutrophil | 21 | 0.72 | 0.84 | 0.81 | 0.76 | 0.00 | 0.72 | 0.78 | 0.78 | 0.79 |\n| endothelial cell of lymphatic vessel | 8 | 0.75 | 0.80 | 0.71 | 0.38 | 0.00 | 0.40 | 0.75 | 0.67 | 0.80 |\n| erythrocyte | 12 | 0.43 | 0.32 | 0.92 | 0.67 | 0.00 | 0.65 | 0.74 | 0.59 | 0.81 |\n| T cell | 15 | 0.00 | 0.12 | 0.12 | 0.00 | 0.00 | 0.05 | 0.22 | 0.46 | 0.11 |\n| mature NK T cell | 6 | 0.29 | 0.00 | 0.00 | 0.25 | 0.00 | 0.19 | 0.29 | 0.29 | 0.36 |\n| granulocyte | 6 | 0.63 | 0.00 | 0.59 | 0.67 | 0.00 | 0.44 | 0.56 | 0.59 | 0.71 |\n| natural killer cell | 4 | 0.22 | 0.00 | 0.00 | 0.33 | 0.00 | 0.57 | 0.50 | 0.89 | 0.50 |\n| mast cell | 4 | 0.44 | 0.53 | 0.57 | 0.50 | 0.00 | 0.53 | 0.57 | 0.62 | 0.53 |\n| epithelial cell | 8 | 0.57 | 0.55 | 0.71 | 0.53 | 0.00 | 0.15 | 0.50 | 0.47 | 0.62 |\n| B cell | 8 | 0.71 | 0.77 | 0.77 | 0.57 | 0.00 | 0.70 | 0.93 | 0.86 | 0.86 |\n| monocyte | 4 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.24 | 0.40 | 0.50 | 0.00 |\n| basophil | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.50 | 0.00 |\n| myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.50 | 0.00 |\n| plasma cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesothelial 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| mesenchymal stem cell | 21134 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.92 | 0.97 | 0.97 | 0.99 |\n| skeletal muscle satellite stem cell | 5531 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| endothelial cell | 3173 | 0.92 | 0.93 | 0.95 | 0.94 | 0.00 | 0.92 | 0.94 | 0.94 | 0.95 |\n| capillary endothelial cell | 2963 | 0.90 | 0.90 | 0.93 | 0.91 | 0.00 | 0.87 | 0.90 | 0.91 | 0.92 |\n| macrophage | 2452 | 0.96 | 0.96 | 0.97 | 0.96 | 0.00 | 0.92 | 0.96 | 0.97 | 0.97 |\n| pericyte | 2146 | 0.89 | 0.90 | 0.93 | 0.93 | 0.00 | 0.86 | 0.92 | 0.92 | 0.94 |\n| CD8-positive, alpha-beta T cell | 1270 | 0.70 | 0.76 | 0.85 | 0.79 | 0.00 | 0.77 | 0.86 | 0.90 | 0.89 |\n| endothelial cell of vascular tree | 653 | 0.89 | 0.89 | 0.88 | 0.88 | 0.00 | 0.88 | 0.89 | 0.90 | 0.92 |\n| CD4-positive, alpha-beta T cell | 464 | 0.49 | 0.52 | 0.62 | 0.52 | 0.00 | 0.58 | 0.80 | 0.84 | 0.78 |\n| fast muscle cell | 424 | 0.95 | 0.95 | 0.95 | 0.92 | 0.00 | 0.92 | 0.96 | 0.94 | 0.96 |\n| tendon cell | 382 | 0.72 | 0.79 | 0.85 | 0.72 | 0.00 | 0.33 | 0.53 | 0.51 | 0.80 |\n| smooth muscle cell | 198 | 0.44 | 0.44 | 0.48 | 0.66 | 0.00 | 0.51 | 0.80 | 0.81 | 0.85 |\n| endothelial cell of artery | 160 | 0.76 | 0.83 | 0.90 | 0.71 | 0.00 | 0.61 | 0.84 | 0.84 | 0.89 |\n| slow muscle cell | 154 | 0.92 | 0.91 | 0.92 | 0.84 | 0.00 | 0.94 | 0.98 | 0.97 | 0.96 |\n| neutrophil | 153 | 0.78 | 0.82 | 0.87 | 0.79 | 0.00 | 0.89 | 0.97 | 0.96 | 0.97 |\n| endothelial cell of lymphatic vessel | 147 | 0.88 | 0.91 | 0.91 | 0.71 | 0.00 | 0.85 | 0.91 | 0.90 | 0.93 |\n| erythrocyte | 112 | 0.45 | 0.28 | 0.93 | 0.88 | 0.00 | 0.66 | 0.80 | 0.65 | 0.83 |\n| T cell | 93 | 0.04 | 0.10 | 0.34 | 0.15 | 0.00 | 0.47 | 0.86 | 0.87 | 0.81 |\n| mature NK T cell | 92 | 0.41 | 0.06 | 0.44 | 0.37 | 0.00 | 0.43 | 0.77 | 0.83 | 0.82 |\n| granulocyte | 88 | 0.72 | 0.07 | 0.81 | 0.73 | 0.00 | 0.51 | 0.81 | 0.95 | 0.96 |\n| natural killer cell | 87 | 0.57 | 0.34 | 0.63 | 0.38 | 0.00 | 0.73 | 0.86 | 0.84 | 0.86 |\n| mast cell | 62 | 0.70 | 0.72 | 0.82 | 0.78 | 0.00 | 0.88 | 0.96 | 0.91 | 0.85 |\n| epithelial cell | 49 | 0.67 | 0.41 | 0.76 | 0.59 | 0.00 | 0.26 | 0.74 | 0.92 | 0.79 |\n| B cell | 41 | 0.81 | 0.91 | 0.91 | 0.84 | 0.00 | 0.77 | 1.00 | 0.99 | 0.96 |\n| monocyte | 28 | 0.00 | 0.00 | 0.18 | 0.07 | 0.00 | 0.41 | 0.74 | 0.80 | 0.25 |\n| basophil | 8 | 0.00 | 0.00 | 0.17 | 0.22 | 0.00 | 0.70 | 1.00 | 1.00 | 0.55 |\n| myeloid dendritic cell | 7 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.26 | 1.00 | 0.88 | 0.00 |\n| plasma cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |\n| non-classical monocyte | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.19 | 0.86 | 0.75 | 0.50 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 0.00 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.80 | 0.57 | 0.00 |\n| mesothelial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.11 | 0.29 | 0.67 | 1.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell | 2350 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.94 | 0.97 | 0.97 | 0.99 |\n| skeletal muscle satellite stem cell | 585 | 0.97 | 0.98 | 0.97 | 0.98 | 0.00 | 0.97 | 0.97 | 0.97 | 0.97 |\n| endothelial cell | 363 | 0.95 | 0.95 | 0.92 | 0.93 | 0.00 | 0.94 | 0.94 | 0.95 | 0.96 |\n| capillary endothelial cell | 338 | 0.90 | 0.92 | 0.91 | 0.89 | 0.00 | 0.90 | 0.87 | 0.89 | 0.92 |\n| macrophage | 280 | 0.96 | 0.96 | 0.96 | 0.95 | 0.00 | 0.92 | 0.94 | 0.95 | 0.96 |\n| pericyte | 247 | 0.88 | 0.89 | 0.91 | 0.89 | 0.00 | 0.87 | 0.88 | 0.90 | 0.91 |\n| CD8-positive, alpha-beta T cell | 149 | 0.66 | 0.75 | 0.77 | 0.74 | 0.00 | 0.71 | 0.67 | 0.80 | 0.79 |\n| endothelial cell of vascular tree | 70 | 0.90 | 0.88 | 0.73 | 0.86 | 0.00 | 0.84 | 0.80 | 0.80 | 0.89 |\n| CD4-positive, alpha-beta T cell | 47 | 0.45 | 0.48 | 0.36 | 0.36 | 0.00 | 0.45 | 0.34 | 0.56 | 0.51 |\n| fast muscle cell | 45 | 0.82 | 0.89 | 0.89 | 0.72 | 0.00 | 0.72 | 0.86 | 0.94 | 0.90 |\n| tendon cell | 40 | 0.76 | 0.85 | 0.83 | 0.54 | 0.00 | 0.32 | 0.52 | 0.55 | 0.80 |\n| smooth muscle cell | 19 | 0.28 | 0.35 | 0.23 | 0.47 | 0.00 | 0.43 | 0.62 | 0.62 | 0.57 |\n| endothelial cell of artery | 17 | 0.88 | 0.88 | 0.94 | 0.82 | 0.00 | 0.59 | 0.82 | 0.83 | 0.91 |\n| neutrophil | 22 | 0.74 | 0.84 | 0.80 | 0.53 | 0.00 | 0.71 | 0.81 | 0.84 | 0.80 |\n| slow muscle cell | 19 | 0.78 | 0.82 | 0.79 | 0.52 | 0.00 | 0.70 | 0.82 | 0.89 | 0.82 |\n| endothelial cell of lymphatic vessel | 10 | 0.76 | 0.84 | 0.80 | 0.70 | 0.00 | 0.90 | 0.80 | 0.84 | 0.84 |\n| erythrocyte | 14 | 0.44 | 0.40 | 0.93 | 0.67 | 0.00 | 0.83 | 0.59 | 0.67 | 0.79 |\n| T cell | 15 | 0.00 | 0.12 | 0.11 | 0.00 | 0.00 | 0.12 | 0.23 | 0.52 | 0.22 |\n| mature NK T cell | 8 | 0.22 | 0.00 | 0.17 | 0.00 | 0.00 | 0.35 | 0.27 | 0.31 | 0.29 |\n| granulocyte | 6 | 0.60 | 0.00 | 0.59 | 0.21 | 0.00 | 0.40 | 0.63 | 0.75 | 0.67 |\n| natural killer cell | 5 | 0.33 | 0.00 | 0.33 | 0.00 | 0.00 | 0.50 | 0.77 | 0.77 | 0.67 |\n| mast cell | 4 | 0.42 | 0.53 | 0.67 | 0.44 | 0.00 | 0.53 | 0.53 | 0.57 | 0.50 |\n| epithelial cell | 7 | 0.55 | 0.44 | 0.55 | 0.50 | 0.00 | 0.33 | 0.46 | 0.50 | 0.55 |\n| B cell | 7 | 0.50 | 0.67 | 0.73 | 0.60 | 0.00 | 0.62 | 0.92 | 0.83 | 0.83 |\n| monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.40 | 0.00 | 0.32 | 0.29 | 0.44 | 0.00 |\n| basophil | 3 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.67 | 0.00 | 0.80 | 0.00 |\n| myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.50 | 0.67 | 0.00 |\n| plasma cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal 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| mesenchymal stem cell | 21130 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.95 | 0.97 | 0.97 | 0.99 |\n| skeletal muscle satellite stem cell | 5565 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| endothelial cell | 3163 | 0.93 | 0.93 | 0.95 | 0.95 | 0.00 | 0.93 | 0.94 | 0.95 | 0.95 |\n| capillary endothelial cell | 2952 | 0.89 | 0.90 | 0.93 | 0.91 | 0.00 | 0.90 | 0.90 | 0.91 | 0.92 |\n| macrophage | 2449 | 0.96 | 0.96 | 0.97 | 0.96 | 0.00 | 0.93 | 0.97 | 0.97 | 0.97 |\n| pericyte | 2139 | 0.90 | 0.90 | 0.93 | 0.93 | 0.00 | 0.91 | 0.92 | 0.92 | 0.94 |\n| CD8-positive, alpha-beta T cell | 1268 | 0.67 | 0.76 | 0.85 | 0.81 | 0.00 | 0.79 | 0.86 | 0.90 | 0.89 |\n| endothelial cell of vascular tree | 653 | 0.89 | 0.89 | 0.88 | 0.90 | 0.00 | 0.90 | 0.89 | 0.87 | 0.91 |\n| CD4-positive, alpha-beta T cell | 467 | 0.52 | 0.52 | 0.63 | 0.51 | 0.00 | 0.65 | 0.78 | 0.84 | 0.77 |\n| fast muscle cell | 429 | 0.94 | 0.95 | 0.95 | 0.92 | 0.00 | 0.84 | 0.93 | 0.95 | 0.97 |\n| tendon cell | 380 | 0.74 | 0.77 | 0.85 | 0.63 | 0.00 | 0.39 | 0.57 | 0.55 | 0.82 |\n| smooth muscle cell | 199 | 0.44 | 0.46 | 0.49 | 0.69 | 0.00 | 0.73 | 0.81 | 0.80 | 0.87 |\n| endothelial cell of artery | 163 | 0.76 | 0.81 | 0.88 | 0.75 | 0.00 | 0.75 | 0.84 | 0.86 | 0.88 |\n| neutrophil | 152 | 0.78 | 0.82 | 0.87 | 0.77 | 0.00 | 0.83 | 0.93 | 0.94 | 0.95 |\n| slow muscle cell | 155 | 0.92 | 0.92 | 0.91 | 0.81 | 0.00 | 0.84 | 0.99 | 0.98 | 0.96 |\n| endothelial cell of lymphatic vessel | 145 | 0.89 | 0.89 | 0.92 | 0.79 | 0.00 | 0.90 | 0.91 | 0.93 | 0.93 |\n| erythrocyte | 110 | 0.45 | 0.28 | 0.93 | 0.89 | 0.00 | 0.81 | 0.69 | 0.67 | 0.84 |\n| T cell | 93 | 0.00 | 0.06 | 0.34 | 0.18 | 0.00 | 0.59 | 0.91 | 0.87 | 0.80 |\n| mature NK T cell | 90 | 0.42 | 0.04 | 0.41 | 0.33 | 0.00 | 0.56 | 0.81 | 0.90 | 0.80 |\n| granulocyte | 88 | 0.72 | 0.04 | 0.80 | 0.65 | 0.00 | 0.59 | 0.84 | 0.95 | 0.94 |\n| natural killer cell | 86 | 0.57 | 0.42 | 0.53 | 0.48 | 0.00 | 0.64 | 0.84 | 0.84 | 0.84 |\n| mast cell | 62 | 0.71 | 0.70 | 0.81 | 0.68 | 0.00 | 0.82 | 0.95 | 0.93 | 0.88 |\n| epithelial cell | 50 | 0.67 | 0.12 | 0.73 | 0.48 | 0.00 | 0.68 | 0.79 | 0.91 | 0.83 |\n| B cell | 42 | 0.56 | 0.84 | 0.93 | 0.71 | 0.00 | 0.97 | 0.99 | 0.99 | 0.98 |\n| monocyte | 28 | 0.00 | 0.13 | 0.12 | 0.13 | 0.00 | 0.32 | 0.81 | 0.84 | 0.30 |\n| basophil | 8 | 0.00 | 0.00 | 0.33 | 0.24 | 0.00 | 0.67 | 1.00 | 1.00 | 0.86 |\n| myeloid dendritic cell | 7 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.26 | 0.93 | 0.70 | 0.25 |\n| plasma cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.38 | 1.00 | 0.89 | 0.86 |\n| non-classical monocyte | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 0.50 |\n| intermediate monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 1.00 | 1.00 | 0.00 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.80 | 0.50 | 0.00 |"
 }

celltypist.pkl

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+size 665955

harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000001497",
         "ENSG00000002587",
         "ENSG00000002746",
+        "ENSG00000003096",
         "ENSG00000003509",
         "ENSG00000003989",
         "ENSG00000004139",
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         "ENSG00000005448",
         "ENSG00000005469",
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-        "ENSG00000005513",
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         "ENSG00000005981",
         "ENSG00000006128",
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         "ENSG00000010292",
         "ENSG00000010379",
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+        "ENSG00000010704",
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         "ENSG00000037280",
         "ENSG00000038210",
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-        "ENSG00000039987",
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         "ENSG00000053438",
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+        "ENSG00000054179",
         "ENSG00000054392",
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         "ENSG00000055147",
         "ENSG00000055163",
         "ENSG00000055732",
-        "ENSG00000055813",
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         "ENSG00000057294",
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         "ENSG00000070601",
         "ENSG00000070808",
         "ENSG00000070950",
-        "ENSG00000071189",
         "ENSG00000071539",
         "ENSG00000071575",
         "ENSG00000071967",
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         "ENSG00000080644",
         "ENSG00000080824",
         "ENSG00000080839",
+        "ENSG00000081014",
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         "ENSG00000081041",
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         "ENSG00000082684",
         "ENSG00000082898",
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+        "ENSG00000083812",
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         "ENSG00000085063",
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         "ENSG00000085276",
+        "ENSG00000085433",
         "ENSG00000085465",
         "ENSG00000085514",
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         "ENSG00000087495",
         "ENSG00000087586",
         "ENSG00000088305",
+        "ENSG00000088320",
         "ENSG00000088325",
         "ENSG00000088882",
         "ENSG00000089091",
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         "ENSG00000090612",
         "ENSG00000090889",
         "ENSG00000090924",
+        "ENSG00000090932",
         "ENSG00000090971",
-        "ENSG00000090989",
         "ENSG00000091129",
         "ENSG00000091136",
         "ENSG00000091137",
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         "ENSG00000095627",
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         "ENSG00000095777",
-        "ENSG00000095794",
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         "ENSG00000096384",
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         "ENSG00000101665",
         "ENSG00000101670",
         "ENSG00000101680",
+        "ENSG00000101751",
         "ENSG00000101825",
         "ENSG00000101846",
         "ENSG00000101850",
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         "ENSG00000102384",
         "ENSG00000102393",
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+        "ENSG00000102468",
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         "ENSG00000102921",
         "ENSG00000102934",
         "ENSG00000102967",
+        "ENSG00000102974",
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         "ENSG00000103037",
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         "ENSG00000105497",
         "ENSG00000105509",
         "ENSG00000105516",
+        "ENSG00000105523",
         "ENSG00000105538",
         "ENSG00000105613",
         "ENSG00000105642",
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         "ENSG00000105854",
         "ENSG00000105855",
         "ENSG00000105875",
-        "ENSG00000105928",
         "ENSG00000105967",
         "ENSG00000105974",
         "ENSG00000105982",
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-        "ENSG00000106025",
         "ENSG00000106078",
         "ENSG00000106113",
         "ENSG00000106211",
@@ -612,6 +616,7 @@
         "ENSG00000106278",
         "ENSG00000106327",
         "ENSG00000106328",
+        "ENSG00000106346",
         "ENSG00000106366",
         "ENSG00000106477",
         "ENSG00000106483",
@@ -627,22 +632,20 @@
         "ENSG00000106809",
         "ENSG00000106819",
         "ENSG00000107036",
-        "ENSG00000107105",
         "ENSG00000107147",
+        "ENSG00000107159",
         "ENSG00000107372",
         "ENSG00000107443",
         "ENSG00000107562",
         "ENSG00000107731",
         "ENSG00000107736",
         "ENSG00000107742",
-        "ENSG00000107789",
         "ENSG00000107796",
         "ENSG00000107815",
         "ENSG00000107821",
         "ENSG00000107954",
         "ENSG00000107960",
         "ENSG00000108018",
-        "ENSG00000108055",
         "ENSG00000108094",
         "ENSG00000108176",
         "ENSG00000108187",
@@ -822,6 +825,7 @@
         "ENSG00000115593",
         "ENSG00000115596",
         "ENSG00000115602",
+        "ENSG00000115607",
         "ENSG00000115616",
         "ENSG00000115641",
         "ENSG00000115687",
@@ -842,6 +846,7 @@
         "ENSG00000116157",
         "ENSG00000116183",
         "ENSG00000116191",
+        "ENSG00000116205",
         "ENSG00000116285",
         "ENSG00000116299",
         "ENSG00000116661",
@@ -866,7 +871,6 @@
         "ENSG00000117143",
         "ENSG00000117152",
         "ENSG00000117154",
-        "ENSG00000117155",
         "ENSG00000117266",
         "ENSG00000117281",
         "ENSG00000117308",
@@ -886,11 +890,11 @@
         "ENSG00000117640",
         "ENSG00000117707",
         "ENSG00000117724",
+        "ENSG00000117834",
         "ENSG00000117971",
         "ENSG00000118004",
         "ENSG00000118137",
         "ENSG00000118156",
-        "ENSG00000118193",
         "ENSG00000118276",
         "ENSG00000118307",
         "ENSG00000118369",
@@ -898,12 +902,12 @@
         "ENSG00000118432",
         "ENSG00000118473",
         "ENSG00000118492",
-        "ENSG00000118514",
         "ENSG00000118515",
         "ENSG00000118520",
         "ENSG00000118523",
         "ENSG00000118526",
         "ENSG00000118557",
+        "ENSG00000118655",
         "ENSG00000118729",
         "ENSG00000118785",
         "ENSG00000118849",
@@ -913,7 +917,6 @@
         "ENSG00000118997",
         "ENSG00000119147",
         "ENSG00000119203",
-        "ENSG00000119285",
         "ENSG00000119401",
         "ENSG00000119431",
         "ENSG00000119446",
@@ -924,6 +927,7 @@
         "ENSG00000119698",
         "ENSG00000119703",
         "ENSG00000119714",
+        "ENSG00000119737",
         "ENSG00000119777",
         "ENSG00000119912",
         "ENSG00000119915",
@@ -1017,8 +1021,6 @@
         "ENSG00000124215",
         "ENSG00000124216",
         "ENSG00000124217",
-        "ENSG00000124279",
-        "ENSG00000124302",
         "ENSG00000124343",
         "ENSG00000124429",
         "ENSG00000124459",
@@ -1074,6 +1076,7 @@
         "ENSG00000126814",
         "ENSG00000126821",
         "ENSG00000126822",
+        "ENSG00000126838",
         "ENSG00000126861",
         "ENSG00000126878",
         "ENSG00000126950",
@@ -1082,8 +1085,8 @@
         "ENSG00000127083",
         "ENSG00000127241",
         "ENSG00000127252",
-        "ENSG00000127311",
         "ENSG00000127324",
+        "ENSG00000127325",
         "ENSG00000127328",
         "ENSG00000127399",
         "ENSG00000127423",
@@ -1174,7 +1177,6 @@
         "ENSG00000131097",
         "ENSG00000131127",
         "ENSG00000131149",
-        "ENSG00000131153",
         "ENSG00000131203",
         "ENSG00000131242",
         "ENSG00000131355",
@@ -1215,6 +1217,7 @@
         "ENSG00000132554",
         "ENSG00000132600",
         "ENSG00000132623",
+        "ENSG00000132639",
         "ENSG00000132640",
         "ENSG00000132664",
         "ENSG00000132718",
@@ -1223,7 +1226,6 @@
         "ENSG00000132768",
         "ENSG00000132773",
         "ENSG00000132792",
-        "ENSG00000132837",
         "ENSG00000132849",
         "ENSG00000132854",
         "ENSG00000132932",
@@ -1236,6 +1238,7 @@
         "ENSG00000133069",
         "ENSG00000133083",
         "ENSG00000133103",
+        "ENSG00000133107",
         "ENSG00000133110",
         "ENSG00000133138",
         "ENSG00000133169",
@@ -1245,7 +1248,6 @@
         "ENSG00000133401",
         "ENSG00000133454",
         "ENSG00000133466",
-        "ENSG00000133574",
         "ENSG00000133597",
         "ENSG00000133619",
         "ENSG00000133640",
@@ -1301,14 +1303,12 @@
         "ENSG00000135148",
         "ENSG00000135218",
         "ENSG00000135298",
-        "ENSG00000135299",
         "ENSG00000135314",
         "ENSG00000135324",
         "ENSG00000135333",
         "ENSG00000135338",
         "ENSG00000135362",
         "ENSG00000135372",
-        "ENSG00000135378",
         "ENSG00000135414",
         "ENSG00000135424",
         "ENSG00000135426",
@@ -1349,6 +1349,7 @@
         "ENSG00000136492",
         "ENSG00000136514",
         "ENSG00000136518",
+        "ENSG00000136542",
         "ENSG00000136546",
         "ENSG00000136634",
         "ENSG00000136689",
@@ -1368,7 +1369,6 @@
         "ENSG00000136999",
         "ENSG00000137054",
         "ENSG00000137077",
-        "ENSG00000137094",
         "ENSG00000137101",
         "ENSG00000137135",
         "ENSG00000137177",
@@ -1382,6 +1382,7 @@
         "ENSG00000137434",
         "ENSG00000137441",
         "ENSG00000137460",
+        "ENSG00000137474",
         "ENSG00000137501",
         "ENSG00000137504",
         "ENSG00000137561",
@@ -1406,6 +1407,7 @@
         "ENSG00000137948",
         "ENSG00000138028",
         "ENSG00000138061",
+        "ENSG00000138068",
         "ENSG00000138078",
         "ENSG00000138092",
         "ENSG00000138095",
@@ -1416,9 +1418,9 @@
         "ENSG00000138138",
         "ENSG00000138160",
         "ENSG00000138231",
-        "ENSG00000138315",
         "ENSG00000138347",
         "ENSG00000138356",
+        "ENSG00000138386",
         "ENSG00000138400",
         "ENSG00000138411",
         "ENSG00000138435",
@@ -1462,6 +1464,7 @@
         "ENSG00000139354",
         "ENSG00000139405",
         "ENSG00000139436",
+        "ENSG00000139438",
         "ENSG00000139445",
         "ENSG00000139508",
         "ENSG00000139517",
@@ -1546,7 +1549,6 @@
         "ENSG00000142528",
         "ENSG00000142530",
         "ENSG00000142583",
-        "ENSG00000142632",
         "ENSG00000142661",
         "ENSG00000142686",
         "ENSG00000142731",
@@ -1584,6 +1586,7 @@
         "ENSG00000143502",
         "ENSG00000143546",
         "ENSG00000143554",
+        "ENSG00000143590",
         "ENSG00000143603",
         "ENSG00000143624",
         "ENSG00000143630",
@@ -1605,8 +1608,10 @@
         "ENSG00000144306",
         "ENSG00000144339",
         "ENSG00000144406",
+        "ENSG00000144410",
         "ENSG00000144468",
         "ENSG00000144524",
+        "ENSG00000144550",
         "ENSG00000144554",
         "ENSG00000144596",
         "ENSG00000144644",
@@ -1671,7 +1676,6 @@
         "ENSG00000146670",
         "ENSG00000146674",
         "ENSG00000146809",
-        "ENSG00000146918",
         "ENSG00000146938",
         "ENSG00000146950",
         "ENSG00000146966",
@@ -1681,6 +1685,7 @@
         "ENSG00000147082",
         "ENSG00000147118",
         "ENSG00000147124",
+        "ENSG00000147144",
         "ENSG00000147166",
         "ENSG00000147180",
         "ENSG00000147231",
@@ -1712,6 +1717,7 @@
         "ENSG00000148677",
         "ENSG00000148680",
         "ENSG00000148835",
+        "ENSG00000148842",
         "ENSG00000148926",
         "ENSG00000149050",
         "ENSG00000149054",
@@ -1742,6 +1748,7 @@
         "ENSG00000150527",
         "ENSG00000150594",
         "ENSG00000150625",
+        "ENSG00000150627",
         "ENSG00000150636",
         "ENSG00000150656",
         "ENSG00000150676",
@@ -1765,7 +1772,6 @@
         "ENSG00000151572",
         "ENSG00000151611",
         "ENSG00000151617",
-        "ENSG00000151640",
         "ENSG00000151715",
         "ENSG00000151725",
         "ENSG00000151729",
@@ -1796,6 +1802,7 @@
         "ENSG00000152439",
         "ENSG00000152443",
         "ENSG00000152454",
+        "ENSG00000152455",
         "ENSG00000152463",
         "ENSG00000152465",
         "ENSG00000152495",
@@ -1816,7 +1823,6 @@
         "ENSG00000152939",
         "ENSG00000153002",
         "ENSG00000153012",
-        "ENSG00000153064",
         "ENSG00000153086",
         "ENSG00000153093",
         "ENSG00000153157",
@@ -1903,10 +1909,10 @@
         "ENSG00000156853",
         "ENSG00000156959",
         "ENSG00000157036",
-        "ENSG00000157060",
         "ENSG00000157077",
         "ENSG00000157103",
         "ENSG00000157152",
+        "ENSG00000157168",
         "ENSG00000157193",
         "ENSG00000157224",
         "ENSG00000157353",
@@ -1942,10 +1948,12 @@
         "ENSG00000158301",
         "ENSG00000158402",
         "ENSG00000158423",
+        "ENSG00000158427",
         "ENSG00000158483",
         "ENSG00000158525",
         "ENSG00000158528",
         "ENSG00000158560",
+        "ENSG00000158683",
         "ENSG00000158691",
         "ENSG00000158714",
         "ENSG00000158859",
@@ -1985,6 +1993,7 @@
         "ENSG00000160193",
         "ENSG00000160207",
         "ENSG00000160229",
+        "ENSG00000160282",
         "ENSG00000160298",
         "ENSG00000160305",
         "ENSG00000160307",
@@ -2024,14 +2033,12 @@
         "ENSG00000162438",
         "ENSG00000162458",
         "ENSG00000162461",
-        "ENSG00000162482",
         "ENSG00000162490",
         "ENSG00000162494",
         "ENSG00000162526",
         "ENSG00000162551",
         "ENSG00000162571",
         "ENSG00000162572",
-        "ENSG00000162591",
         "ENSG00000162595",
         "ENSG00000162618",
         "ENSG00000162620",
@@ -2051,6 +2058,7 @@
         "ENSG00000162779",
         "ENSG00000162817",
         "ENSG00000162836",
+        "ENSG00000162881",
         "ENSG00000162882",
         "ENSG00000162981",
         "ENSG00000162994",
@@ -2108,6 +2116,7 @@
         "ENSG00000163673",
         "ENSG00000163687",
         "ENSG00000163689",
+        "ENSG00000163703",
         "ENSG00000163710",
         "ENSG00000163734",
         "ENSG00000163735",
@@ -2121,7 +2130,6 @@
         "ENSG00000163818",
         "ENSG00000163827",
         "ENSG00000163833",
-        "ENSG00000163872",
         "ENSG00000163909",
         "ENSG00000163935",
         "ENSG00000163959",
@@ -2152,7 +2160,6 @@
         "ENSG00000164332",
         "ENSG00000164338",
         "ENSG00000164342",
-        "ENSG00000164403",
         "ENSG00000164404",
         "ENSG00000164411",
         "ENSG00000164440",
@@ -2165,7 +2172,6 @@
         "ENSG00000164576",
         "ENSG00000164603",
         "ENSG00000164604",
-        "ENSG00000164621",
         "ENSG00000164626",
         "ENSG00000164654",
         "ENSG00000164663",
@@ -2181,9 +2187,9 @@
         "ENSG00000164778",
         "ENSG00000164823",
         "ENSG00000164850",
-        "ENSG00000164877",
         "ENSG00000164879",
         "ENSG00000164880",
+        "ENSG00000164896",
         "ENSG00000164920",
         "ENSG00000164935",
         "ENSG00000164938",
@@ -2206,10 +2212,10 @@
         "ENSG00000165300",
         "ENSG00000165359",
         "ENSG00000165376",
-        "ENSG00000165379",
         "ENSG00000165409",
         "ENSG00000165443",
         "ENSG00000165449",
+        "ENSG00000165457",
         "ENSG00000165480",
         "ENSG00000165490",
         "ENSG00000165507",
@@ -2304,9 +2310,7 @@
         "ENSG00000167378",
         "ENSG00000167384",
         "ENSG00000167434",
-        "ENSG00000167447",
         "ENSG00000167508",
-        "ENSG00000167525",
         "ENSG00000167543",
         "ENSG00000167549",
         "ENSG00000167552",
@@ -2339,10 +2343,8 @@
         "ENSG00000168032",
         "ENSG00000168062",
         "ENSG00000168070",
-        "ENSG00000168078",
         "ENSG00000168101",
         "ENSG00000168152",
-        "ENSG00000168209",
         "ENSG00000168243",
         "ENSG00000168246",
         "ENSG00000168298",
@@ -2360,7 +2362,6 @@
         "ENSG00000168497",
         "ENSG00000168542",
         "ENSG00000168589",
-        "ENSG00000168612",
         "ENSG00000168661",
         "ENSG00000168685",
         "ENSG00000168702",
@@ -2486,7 +2487,6 @@
         "ENSG00000171786",
         "ENSG00000171792",
         "ENSG00000171806",
-        "ENSG00000171811",
         "ENSG00000171813",
         "ENSG00000171819",
         "ENSG00000171848",
@@ -2582,7 +2582,6 @@
         "ENSG00000174429",
         "ENSG00000174456",
         "ENSG00000174500",
-        "ENSG00000174514",
         "ENSG00000174564",
         "ENSG00000174599",
         "ENSG00000174611",
@@ -2592,7 +2591,6 @@
         "ENSG00000174721",
         "ENSG00000174740",
         "ENSG00000174791",
-        "ENSG00000174796",
         "ENSG00000174808",
         "ENSG00000174837",
         "ENSG00000174938",
@@ -2600,7 +2598,6 @@
         "ENSG00000174946",
         "ENSG00000174989",
         "ENSG00000175084",
-        "ENSG00000175087",
         "ENSG00000175137",
         "ENSG00000175170",
         "ENSG00000175206",
@@ -2647,6 +2644,7 @@
         "ENSG00000176595",
         "ENSG00000176597",
         "ENSG00000176601",
+        "ENSG00000176635",
         "ENSG00000176641",
         "ENSG00000176678",
         "ENSG00000176692",
@@ -2660,6 +2658,7 @@
         "ENSG00000176953",
         "ENSG00000176971",
         "ENSG00000177098",
+        "ENSG00000177125",
         "ENSG00000177181",
         "ENSG00000177311",
         "ENSG00000177324",
@@ -2698,7 +2697,6 @@
         "ENSG00000178409",
         "ENSG00000178425",
         "ENSG00000178502",
-        "ENSG00000178623",
         "ENSG00000178662",
         "ENSG00000178665",
         "ENSG00000178726",
@@ -2712,14 +2710,12 @@
         "ENSG00000179088",
         "ENSG00000179097",
         "ENSG00000179115",
-        "ENSG00000179144",
         "ENSG00000179152",
         "ENSG00000179163",
         "ENSG00000179240",
         "ENSG00000179284",
         "ENSG00000179314",
         "ENSG00000179399",
-        "ENSG00000179455",
         "ENSG00000179526",
         "ENSG00000179542",
         "ENSG00000179562",
@@ -2743,6 +2739,7 @@
         "ENSG00000180035",
         "ENSG00000180113",
         "ENSG00000180155",
+        "ENSG00000180190",
         "ENSG00000180209",
         "ENSG00000180245",
         "ENSG00000180257",
@@ -2821,7 +2818,6 @@
         "ENSG00000182578",
         "ENSG00000182585",
         "ENSG00000182586",
-        "ENSG00000182612",
         "ENSG00000182700",
         "ENSG00000182718",
         "ENSG00000182853",
@@ -2860,7 +2856,6 @@
         "ENSG00000183690",
         "ENSG00000183691",
         "ENSG00000183763",
-        "ENSG00000183785",
         "ENSG00000183798",
         "ENSG00000183814",
         "ENSG00000183833",
@@ -2895,6 +2890,7 @@
         "ENSG00000184489",
         "ENSG00000184497",
         "ENSG00000184502",
+        "ENSG00000184530",
         "ENSG00000184613",
         "ENSG00000184635",
         "ENSG00000184661",
@@ -2982,6 +2978,7 @@
         "ENSG00000186960",
         "ENSG00000186976",
         "ENSG00000187094",
+        "ENSG00000187116",
         "ENSG00000187122",
         "ENSG00000187123",
         "ENSG00000187151",
@@ -2999,6 +2996,7 @@
         "ENSG00000187626",
         "ENSG00000187634",
         "ENSG00000187715",
+        "ENSG00000187720",
         "ENSG00000187736",
         "ENSG00000187753",
         "ENSG00000187773",
@@ -3035,7 +3033,6 @@
         "ENSG00000188549",
         "ENSG00000188596",
         "ENSG00000188613",
-        "ENSG00000188636",
         "ENSG00000188676",
         "ENSG00000188687",
         "ENSG00000188707",
@@ -3074,6 +3071,7 @@
         "ENSG00000189430",
         "ENSG00000196074",
         "ENSG00000196091",
+        "ENSG00000196110",
         "ENSG00000196116",
         "ENSG00000196118",
         "ENSG00000196123",
@@ -3098,7 +3096,6 @@
         "ENSG00000196371",
         "ENSG00000196376",
         "ENSG00000196391",
-        "ENSG00000196418",
         "ENSG00000196421",
         "ENSG00000196422",
         "ENSG00000196455",
@@ -3136,6 +3133,7 @@
         "ENSG00000197106",
         "ENSG00000197114",
         "ENSG00000197128",
+        "ENSG00000197134",
         "ENSG00000197140",
         "ENSG00000197147",
         "ENSG00000197181",
@@ -3182,6 +3180,7 @@
         "ENSG00000197863",
         "ENSG00000197880",
         "ENSG00000197885",
+        "ENSG00000197889",
         "ENSG00000197893",
         "ENSG00000197905",
         "ENSG00000197933",
@@ -3202,7 +3201,6 @@
         "ENSG00000198093",
         "ENSG00000198099",
         "ENSG00000198105",
-        "ENSG00000198121",
         "ENSG00000198125",
         "ENSG00000198131",
         "ENSG00000198142",
@@ -3254,7 +3252,6 @@
         "ENSG00000198842",
         "ENSG00000198848",
         "ENSG00000198862",
-        "ENSG00000198870",
         "ENSG00000198876",
         "ENSG00000198879",
         "ENSG00000198886",
@@ -3269,7 +3266,6 @@
         "ENSG00000198933",
         "ENSG00000198934",
         "ENSG00000198938",
-        "ENSG00000198939",
         "ENSG00000198947",
         "ENSG00000198948",
         "ENSG00000198959",
@@ -3298,6 +3294,7 @@
         "ENSG00000204147",
         "ENSG00000204179",
         "ENSG00000204241",
+        "ENSG00000204248",
         "ENSG00000204271",
         "ENSG00000204287",
         "ENSG00000204301",
@@ -3356,6 +3353,7 @@
         "ENSG00000213390",
         "ENSG00000213420",
         "ENSG00000213468",
+        "ENSG00000213512",
         "ENSG00000213588",
         "ENSG00000213626",
         "ENSG00000213672",
@@ -3408,7 +3406,6 @@
         "ENSG00000223802",
         "ENSG00000223914",
         "ENSG00000223923",
-        "ENSG00000224046",
         "ENSG00000224057",
         "ENSG00000224074",
         "ENSG00000224164",
@@ -3526,13 +3523,13 @@
         "ENSG00000230910",
         "ENSG00000230923",
         "ENSG00000230943",
-        "ENSG00000231064",
         "ENSG00000231074",
         "ENSG00000231105",
         "ENSG00000231106",
         "ENSG00000231133",
         "ENSG00000231177",
         "ENSG00000231298",
+        "ENSG00000231310",
         "ENSG00000231367",
         "ENSG00000231389",
         "ENSG00000231407",
@@ -3550,6 +3547,7 @@
         "ENSG00000232077",
         "ENSG00000232098",
         "ENSG00000232118",
+        "ENSG00000232160",
         "ENSG00000232229",
         "ENSG00000232310",
         "ENSG00000232352",
@@ -3608,6 +3606,7 @@
         "ENSG00000236200",
         "ENSG00000236305",
         "ENSG00000236432",
+        "ENSG00000236467",
         "ENSG00000236526",
         "ENSG00000236548",
         "ENSG00000236849",
@@ -3619,6 +3618,7 @@
         "ENSG00000237166",
         "ENSG00000237172",
         "ENSG00000237424",
+        "ENSG00000237440",
         "ENSG00000237491",
         "ENSG00000237637",
         "ENSG00000237649",
@@ -3661,7 +3661,6 @@
         "ENSG00000242242",
         "ENSG00000242265",
         "ENSG00000242474",
-        "ENSG00000242512",
         "ENSG00000242516",
         "ENSG00000242622",
         "ENSG00000242641",
@@ -3730,6 +3729,7 @@
         "ENSG00000250073",
         "ENSG00000250131",
         "ENSG00000250155",
+        "ENSG00000250159",
         "ENSG00000250320",
         "ENSG00000250331",
         "ENSG00000250334",
@@ -3742,6 +3742,7 @@
         "ENSG00000250891",
         "ENSG00000251165",
         "ENSG00000251209",
+        "ENSG00000251247",
         "ENSG00000251301",
         "ENSG00000251323",
         "ENSG00000251363",
@@ -3759,6 +3760,7 @@
         "ENSG00000253661",
         "ENSG00000253710",
         "ENSG00000253731",
+        "ENSG00000253733",
         "ENSG00000253807",
         "ENSG00000253873",
         "ENSG00000253910",
@@ -3805,6 +3807,7 @@
         "ENSG00000258057",
         "ENSG00000258096",
         "ENSG00000258227",
+        "ENSG00000258376",
         "ENSG00000258405",
         "ENSG00000258413",
         "ENSG00000258479",
@@ -3822,9 +3825,9 @@
         "ENSG00000259062",
         "ENSG00000259129",
         "ENSG00000259134",
-        "ENSG00000259248",
         "ENSG00000259291",
         "ENSG00000259330",
+        "ENSG00000259343",
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