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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 | 2349 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.93 | 0.97 | 0.97 | 0.99 |\n| skeletal muscle satellite stem cell | 595 | 0.96 | 0.97 | 0.97 | 0.97 | 0.00 | 0.97 | 0.97 | 0.97 | 0.97 |\n| endothelial cell | 358 | 0.95 | 0.95 | 0.93 | 0.95 | 0.00 | 0.95 | 0.95 | 0.95 | 0.96 |\n| capillary endothelial cell | 336 | 0.92 | 0.92 | 0.91 | 0.89 | 0.00 | 0.89 | 0.88 | 0.89 | 0.92 |\n| macrophage | 275 | 0.96 | 0.96 | 0.96 | 0.97 | 0.00 | 0.88 | 0.94 | 0.94 | 0.96 |\n| pericyte | 249 | 0.88 | 0.91 | 0.90 | 0.86 | 0.00 | 0.83 | 0.88 | 0.90 | 0.91 |\n| CD8-positive, alpha-beta T cell | 148 | 0.66 | 0.77 | 0.78 | 0.76 | 0.00 | 0.71 | 0.70 | 0.75 | 0.79 |\n| endothelial cell of vascular tree | 70 | 0.90 | 0.89 | 0.74 | 0.82 | 0.00 | 0.86 | 0.83 | 0.82 | 0.89 |\n| CD4-positive, alpha-beta T cell | 44 | 0.44 | 0.45 | 0.36 | 0.31 | 0.00 | 0.52 | 0.43 | 0.50 | 0.50 |\n| fast muscle cell | 53 | 0.86 | 0.90 | 0.90 | 0.80 | 0.00 | 0.87 | 0.86 | 0.93 | 0.90 |\n| tendon cell | 36 | 0.69 | 0.82 | 0.79 | 0.33 | 0.00 | 0.28 | 0.54 | 0.54 | 0.80 |\n| smooth muscle cell | 20 | 0.27 | 0.48 | 0.34 | 0.19 | 0.00 | 0.36 | 0.56 | 0.57 | 0.61 |\n| endothelial cell of artery | 18 | 0.86 | 0.94 | 0.88 | 0.89 | 0.00 | 0.74 | 0.82 | 0.83 | 0.97 |\n| neutrophil | 24 | 0.76 | 0.82 | 0.82 | 0.71 | 0.00 | 0.75 | 0.78 | 0.80 | 0.79 |\n| slow muscle cell | 17 | 0.76 | 0.80 | 0.78 | 0.55 | 0.00 | 0.64 | 0.78 | 0.82 | 0.78 |\n| endothelial cell of lymphatic vessel | 10 | 0.76 | 0.84 | 0.80 | 0.67 | 0.00 | 0.67 | 0.80 | 0.73 | 0.80 |\n| erythrocyte | 15 | 0.38 | 0.40 | 0.93 | 0.74 | 0.00 | 0.84 | 0.59 | 0.60 | 0.81 |\n| T cell | 15 | 0.00 | 0.12 | 0.24 | 0.00 | 0.00 | 0.23 | 0.36 | 0.41 | 0.12 |\n| mature NK T cell | 7 | 0.31 | 0.00 | 0.18 | 0.00 | 0.00 | 0.25 | 0.29 | 0.29 | 0.36 |\n| granulocyte | 6 | 0.60 | 0.00 | 0.56 | 0.36 | 0.00 | 0.20 | 0.60 | 0.62 | 0.67 |\n| natural killer cell | 5 | 0.50 | 0.40 | 0.33 | 0.57 | 0.00 | 0.62 | 0.50 | 0.73 | 0.50 |\n| mast cell | 4 | 0.42 | 0.62 | 0.62 | 0.57 | 0.00 | 0.57 | 0.53 | 0.62 | 0.53 |\n| epithelial cell | 7 | 0.55 | 0.36 | 0.44 | 0.73 | 0.00 | 0.33 | 0.55 | 0.55 | 0.55 |\n| B cell | 7 | 0.53 | 0.73 | 0.73 | 0.62 | 0.00 | 0.44 | 0.92 | 0.83 | 0.73 |\n| monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.40 | 0.00 | 0.19 | 0.18 | 0.36 | 0.00 |\n| basophil | 3 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 1.00 | 0.00 | 0.80 | 0.50 |\n| myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.40 | 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 |",
-    "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 | 21131 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.94 | 0.97 | 0.97 | 0.99 |\n| skeletal muscle satellite stem cell | 5555 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| endothelial cell | 3168 | 0.92 | 0.93 | 0.95 | 0.95 | 0.00 | 0.94 | 0.94 | 0.94 | 0.95 |\n| capillary endothelial cell | 2954 | 0.89 | 0.90 | 0.93 | 0.92 | 0.00 | 0.90 | 0.90 | 0.91 | 0.92 |\n| macrophage | 2454 | 0.96 | 0.96 | 0.97 | 0.96 | 0.00 | 0.89 | 0.96 | 0.96 | 0.97 |\n| pericyte | 2137 | 0.90 | 0.90 | 0.93 | 0.93 | 0.00 | 0.89 | 0.92 | 0.93 | 0.94 |\n| CD8-positive, alpha-beta T cell | 1269 | 0.66 | 0.76 | 0.85 | 0.81 | 0.00 | 0.79 | 0.84 | 0.89 | 0.89 |\n| endothelial cell of vascular tree | 653 | 0.89 | 0.89 | 0.89 | 0.90 | 0.00 | 0.91 | 0.88 | 0.89 | 0.92 |\n| CD4-positive, alpha-beta T cell | 470 | 0.51 | 0.50 | 0.63 | 0.53 | 0.00 | 0.63 | 0.78 | 0.81 | 0.78 |\n| fast muscle cell | 421 | 0.94 | 0.96 | 0.95 | 0.92 | 0.00 | 0.94 | 0.93 | 0.95 | 0.96 |\n| tendon cell | 384 | 0.73 | 0.76 | 0.84 | 0.50 | 0.00 | 0.34 | 0.59 | 0.61 | 0.81 |\n| smooth muscle cell | 198 | 0.46 | 0.46 | 0.54 | 0.68 | 0.00 | 0.62 | 0.80 | 0.81 | 0.88 |\n| endothelial cell of artery | 162 | 0.78 | 0.83 | 0.90 | 0.80 | 0.00 | 0.76 | 0.84 | 0.84 | 0.90 |\n| neutrophil | 150 | 0.77 | 0.81 | 0.87 | 0.82 | 0.00 | 0.87 | 0.93 | 0.96 | 0.96 |\n| slow muscle cell | 157 | 0.92 | 0.93 | 0.91 | 0.80 | 0.00 | 0.73 | 0.98 | 0.99 | 0.97 |\n| endothelial cell of lymphatic vessel | 145 | 0.89 | 0.88 | 0.92 | 0.84 | 0.00 | 0.78 | 0.93 | 0.91 | 0.93 |\n| erythrocyte | 109 | 0.45 | 0.27 | 0.93 | 0.88 | 0.00 | 0.77 | 0.74 | 0.69 | 0.91 |\n| T cell | 93 | 0.00 | 0.06 | 0.33 | 0.22 | 0.00 | 0.63 | 0.89 | 0.86 | 0.84 |\n| mature NK T cell | 91 | 0.49 | 0.06 | 0.49 | 0.28 | 0.00 | 0.43 | 0.82 | 0.87 | 0.84 |\n| granulocyte | 88 | 0.71 | 0.00 | 0.79 | 0.67 | 0.00 | 0.44 | 0.73 | 0.93 | 0.96 |\n| natural killer cell | 86 | 0.62 | 0.41 | 0.50 | 0.39 | 0.00 | 0.68 | 0.86 | 0.84 | 0.84 |\n| mast cell | 62 | 0.70 | 0.70 | 0.81 | 0.79 | 0.00 | 0.81 | 0.95 | 0.94 | 0.85 |\n| epithelial cell | 50 | 0.67 | 0.12 | 0.73 | 0.73 | 0.00 | 0.45 | 0.87 | 0.85 | 0.79 |\n| B cell | 42 | 0.63 | 0.81 | 0.93 | 0.78 | 0.00 | 0.78 | 0.99 | 0.99 | 0.96 |\n| monocyte | 28 | 0.00 | 0.07 | 0.12 | 0.32 | 0.00 | 0.16 | 0.72 | 0.74 | 0.44 |\n| basophil | 8 | 0.00 | 0.00 | 0.17 | 0.36 | 0.00 | 0.76 | 1.00 | 0.94 | 0.77 |\n| myeloid dendritic cell | 7 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.56 | 1.00 | 0.67 | 0.00 |\n| plasma cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 1.00 | 0.89 | 1.00 |\n| non-classical monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 0.86 | 0.86 | 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 | 0.80 | 0.00 |"
+    "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 | 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 |"
 }

celltypist.pkl

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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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         "ENSG00000010292",
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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",
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         "ENSG00000055147",
         "ENSG00000055163",
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+        "ENSG00000055813",
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         "ENSG00000070601",
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+        "ENSG00000071189",
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         "ENSG00000080644",
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-        "ENSG00000081014",
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         "ENSG00000082684",
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-        "ENSG00000083812",
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         "ENSG00000085063",
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-        "ENSG00000085433",
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         "ENSG00000087495",
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-        "ENSG00000088320",
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-        "ENSG00000088836",
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         "ENSG00000090612",
         "ENSG00000090889",
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-        "ENSG00000090932",
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+        "ENSG00000090989",
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         "ENSG00000095627",
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         "ENSG00000101665",
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-        "ENSG00000101751",
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         "ENSG00000102384",
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         "ENSG00000102921",
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-        "ENSG00000102974",
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         "ENSG00000104723",
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         "ENSG00000104884",
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         "ENSG00000105497",
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         "ENSG00000105516",
-        "ENSG00000105523",
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         "ENSG00000105613",
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         "ENSG00000105854",
         "ENSG00000105855",
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+        "ENSG00000105928",
         "ENSG00000105967",
         "ENSG00000105974",
         "ENSG00000105982",
         "ENSG00000105991",
         "ENSG00000105996",
         "ENSG00000106013",
+        "ENSG00000106025",
         "ENSG00000106078",
         "ENSG00000106113",
         "ENSG00000106211",
@@ -616,7 +612,6 @@
         "ENSG00000106278",
         "ENSG00000106327",
         "ENSG00000106328",
-        "ENSG00000106346",
         "ENSG00000106366",
         "ENSG00000106477",
         "ENSG00000106483",
@@ -632,20 +627,22 @@
         "ENSG00000106809",
         "ENSG00000106819",
         "ENSG00000107036",
+        "ENSG00000107105",
         "ENSG00000107147",
-        "ENSG00000107159",
         "ENSG00000107372",
         "ENSG00000107443",
         "ENSG00000107562",
         "ENSG00000107731",
         "ENSG00000107736",
         "ENSG00000107742",
+        "ENSG00000107789",
         "ENSG00000107796",
         "ENSG00000107815",
         "ENSG00000107821",
         "ENSG00000107954",
         "ENSG00000107960",
         "ENSG00000108018",
+        "ENSG00000108055",
         "ENSG00000108094",
         "ENSG00000108176",
         "ENSG00000108187",
@@ -825,7 +822,6 @@
         "ENSG00000115593",
         "ENSG00000115596",
         "ENSG00000115602",
-        "ENSG00000115607",
         "ENSG00000115616",
         "ENSG00000115641",
         "ENSG00000115687",
@@ -846,7 +842,6 @@
         "ENSG00000116157",
         "ENSG00000116183",
         "ENSG00000116191",
-        "ENSG00000116205",
         "ENSG00000116285",
         "ENSG00000116299",
         "ENSG00000116661",
@@ -871,6 +866,7 @@
         "ENSG00000117143",
         "ENSG00000117152",
         "ENSG00000117154",
+        "ENSG00000117155",
         "ENSG00000117266",
         "ENSG00000117281",
         "ENSG00000117308",
@@ -890,11 +886,11 @@
         "ENSG00000117640",
         "ENSG00000117707",
         "ENSG00000117724",
-        "ENSG00000117834",
         "ENSG00000117971",
         "ENSG00000118004",
         "ENSG00000118137",
         "ENSG00000118156",
+        "ENSG00000118193",
         "ENSG00000118276",
         "ENSG00000118307",
         "ENSG00000118369",
@@ -902,12 +898,12 @@
         "ENSG00000118432",
         "ENSG00000118473",
         "ENSG00000118492",
+        "ENSG00000118514",
         "ENSG00000118515",
         "ENSG00000118520",
         "ENSG00000118523",
         "ENSG00000118526",
         "ENSG00000118557",
-        "ENSG00000118655",
         "ENSG00000118729",
         "ENSG00000118785",
         "ENSG00000118849",
@@ -917,6 +913,7 @@
         "ENSG00000118997",
         "ENSG00000119147",
         "ENSG00000119203",
+        "ENSG00000119285",
         "ENSG00000119401",
         "ENSG00000119431",
         "ENSG00000119446",
@@ -927,7 +924,6 @@
         "ENSG00000119698",
         "ENSG00000119703",
         "ENSG00000119714",
-        "ENSG00000119737",
         "ENSG00000119777",
         "ENSG00000119912",
         "ENSG00000119915",
@@ -1021,6 +1017,8 @@
         "ENSG00000124215",
         "ENSG00000124216",
         "ENSG00000124217",
+        "ENSG00000124279",
+        "ENSG00000124302",
         "ENSG00000124343",
         "ENSG00000124429",
         "ENSG00000124459",
@@ -1076,7 +1074,6 @@
         "ENSG00000126814",
         "ENSG00000126821",
         "ENSG00000126822",
-        "ENSG00000126838",
         "ENSG00000126861",
         "ENSG00000126878",
         "ENSG00000126950",
@@ -1085,8 +1082,8 @@
         "ENSG00000127083",
         "ENSG00000127241",
         "ENSG00000127252",
+        "ENSG00000127311",
         "ENSG00000127324",
-        "ENSG00000127325",
         "ENSG00000127328",
         "ENSG00000127399",
         "ENSG00000127423",
@@ -1177,6 +1174,7 @@
         "ENSG00000131097",
         "ENSG00000131127",
         "ENSG00000131149",
+        "ENSG00000131153",
         "ENSG00000131203",
         "ENSG00000131242",
         "ENSG00000131355",
@@ -1217,7 +1215,6 @@
         "ENSG00000132554",
         "ENSG00000132600",
         "ENSG00000132623",
-        "ENSG00000132639",
         "ENSG00000132640",
         "ENSG00000132664",
         "ENSG00000132718",
@@ -1226,6 +1223,7 @@
         "ENSG00000132768",
         "ENSG00000132773",
         "ENSG00000132792",
+        "ENSG00000132837",
         "ENSG00000132849",
         "ENSG00000132854",
         "ENSG00000132932",
@@ -1238,7 +1236,6 @@
         "ENSG00000133069",
         "ENSG00000133083",
         "ENSG00000133103",
-        "ENSG00000133107",
         "ENSG00000133110",
         "ENSG00000133138",
         "ENSG00000133169",
@@ -1248,6 +1245,7 @@
         "ENSG00000133401",
         "ENSG00000133454",
         "ENSG00000133466",
+        "ENSG00000133574",
         "ENSG00000133597",
         "ENSG00000133619",
         "ENSG00000133640",
@@ -1303,12 +1301,14 @@
         "ENSG00000135148",
         "ENSG00000135218",
         "ENSG00000135298",
+        "ENSG00000135299",
         "ENSG00000135314",
         "ENSG00000135324",
         "ENSG00000135333",
         "ENSG00000135338",
         "ENSG00000135362",
         "ENSG00000135372",
+        "ENSG00000135378",
         "ENSG00000135414",
         "ENSG00000135424",
         "ENSG00000135426",
@@ -1349,7 +1349,6 @@
         "ENSG00000136492",
         "ENSG00000136514",
         "ENSG00000136518",
-        "ENSG00000136542",
         "ENSG00000136546",
         "ENSG00000136634",
         "ENSG00000136689",
@@ -1369,6 +1368,7 @@
         "ENSG00000136999",
         "ENSG00000137054",
         "ENSG00000137077",
+        "ENSG00000137094",
         "ENSG00000137101",
         "ENSG00000137135",
         "ENSG00000137177",
@@ -1382,7 +1382,6 @@
         "ENSG00000137434",
         "ENSG00000137441",
         "ENSG00000137460",
-        "ENSG00000137474",
         "ENSG00000137501",
         "ENSG00000137504",
         "ENSG00000137561",
@@ -1407,7 +1406,6 @@
         "ENSG00000137948",
         "ENSG00000138028",
         "ENSG00000138061",
-        "ENSG00000138068",
         "ENSG00000138078",
         "ENSG00000138092",
         "ENSG00000138095",
@@ -1418,9 +1416,9 @@
         "ENSG00000138138",
         "ENSG00000138160",
         "ENSG00000138231",
+        "ENSG00000138315",
         "ENSG00000138347",
         "ENSG00000138356",
-        "ENSG00000138386",
         "ENSG00000138400",
         "ENSG00000138411",
         "ENSG00000138435",
@@ -1464,7 +1462,6 @@
         "ENSG00000139354",
         "ENSG00000139405",
         "ENSG00000139436",
-        "ENSG00000139438",
         "ENSG00000139445",
         "ENSG00000139508",
         "ENSG00000139517",
@@ -1549,6 +1546,7 @@
         "ENSG00000142528",
         "ENSG00000142530",
         "ENSG00000142583",
+        "ENSG00000142632",
         "ENSG00000142661",
         "ENSG00000142686",
         "ENSG00000142731",
@@ -1586,7 +1584,6 @@
         "ENSG00000143502",
         "ENSG00000143546",
         "ENSG00000143554",
-        "ENSG00000143590",
         "ENSG00000143603",
         "ENSG00000143624",
         "ENSG00000143630",
@@ -1608,7 +1605,6 @@
         "ENSG00000144306",
         "ENSG00000144339",
         "ENSG00000144406",
-        "ENSG00000144410",
         "ENSG00000144468",
         "ENSG00000144524",
         "ENSG00000144554",
@@ -1675,6 +1671,7 @@
         "ENSG00000146670",
         "ENSG00000146674",
         "ENSG00000146809",
+        "ENSG00000146918",
         "ENSG00000146938",
         "ENSG00000146950",
         "ENSG00000146966",
@@ -1684,7 +1681,6 @@
         "ENSG00000147082",
         "ENSG00000147118",
         "ENSG00000147124",
-        "ENSG00000147144",
         "ENSG00000147166",
         "ENSG00000147180",
         "ENSG00000147231",
@@ -1716,7 +1712,6 @@
         "ENSG00000148677",
         "ENSG00000148680",
         "ENSG00000148835",
-        "ENSG00000148842",
         "ENSG00000148926",
         "ENSG00000149050",
         "ENSG00000149054",
@@ -1747,7 +1742,6 @@
         "ENSG00000150527",
         "ENSG00000150594",
         "ENSG00000150625",
-        "ENSG00000150627",
         "ENSG00000150636",
         "ENSG00000150656",
         "ENSG00000150676",
@@ -1771,6 +1765,7 @@
         "ENSG00000151572",
         "ENSG00000151611",
         "ENSG00000151617",
+        "ENSG00000151640",
         "ENSG00000151715",
         "ENSG00000151725",
         "ENSG00000151729",
@@ -1801,7 +1796,6 @@
         "ENSG00000152439",
         "ENSG00000152443",
         "ENSG00000152454",
-        "ENSG00000152455",
         "ENSG00000152463",
         "ENSG00000152465",
         "ENSG00000152495",
@@ -1822,6 +1816,7 @@
         "ENSG00000152939",
         "ENSG00000153002",
         "ENSG00000153012",
+        "ENSG00000153064",
         "ENSG00000153086",
         "ENSG00000153093",
         "ENSG00000153157",
@@ -1908,10 +1903,10 @@
         "ENSG00000156853",
         "ENSG00000156959",
         "ENSG00000157036",
+        "ENSG00000157060",
         "ENSG00000157077",
         "ENSG00000157103",
         "ENSG00000157152",
-        "ENSG00000157168",
         "ENSG00000157193",
         "ENSG00000157224",
         "ENSG00000157353",
@@ -1947,12 +1942,10 @@
         "ENSG00000158301",
         "ENSG00000158402",
         "ENSG00000158423",
-        "ENSG00000158427",
         "ENSG00000158483",
         "ENSG00000158525",
         "ENSG00000158528",
         "ENSG00000158560",
-        "ENSG00000158683",
         "ENSG00000158691",
         "ENSG00000158714",
         "ENSG00000158859",
@@ -1992,7 +1985,6 @@
         "ENSG00000160193",
         "ENSG00000160207",
         "ENSG00000160229",
-        "ENSG00000160282",
         "ENSG00000160298",
         "ENSG00000160305",
         "ENSG00000160307",
@@ -2039,6 +2031,7 @@
         "ENSG00000162551",
         "ENSG00000162571",
         "ENSG00000162572",
+        "ENSG00000162591",
         "ENSG00000162595",
         "ENSG00000162618",
         "ENSG00000162620",
@@ -2058,7 +2051,6 @@
         "ENSG00000162779",
         "ENSG00000162817",
         "ENSG00000162836",
-        "ENSG00000162881",
         "ENSG00000162882",
         "ENSG00000162981",
         "ENSG00000162994",
@@ -2116,7 +2108,6 @@
         "ENSG00000163673",
         "ENSG00000163687",
         "ENSG00000163689",
-        "ENSG00000163703",
         "ENSG00000163710",
         "ENSG00000163734",
         "ENSG00000163735",
@@ -2130,6 +2121,7 @@
         "ENSG00000163818",
         "ENSG00000163827",
         "ENSG00000163833",
+        "ENSG00000163872",
         "ENSG00000163909",
         "ENSG00000163935",
         "ENSG00000163959",
@@ -2160,6 +2152,7 @@
         "ENSG00000164332",
         "ENSG00000164338",
         "ENSG00000164342",
+        "ENSG00000164403",
         "ENSG00000164404",
         "ENSG00000164411",
         "ENSG00000164440",
@@ -2172,6 +2165,7 @@
         "ENSG00000164576",
         "ENSG00000164603",
         "ENSG00000164604",
+        "ENSG00000164621",
         "ENSG00000164626",
         "ENSG00000164654",
         "ENSG00000164663",
@@ -2187,9 +2181,9 @@
         "ENSG00000164778",
         "ENSG00000164823",
         "ENSG00000164850",
+        "ENSG00000164877",
         "ENSG00000164879",
         "ENSG00000164880",
-        "ENSG00000164896",
         "ENSG00000164920",
         "ENSG00000164935",
         "ENSG00000164938",
@@ -2212,10 +2206,10 @@
         "ENSG00000165300",
         "ENSG00000165359",
         "ENSG00000165376",
+        "ENSG00000165379",
         "ENSG00000165409",
         "ENSG00000165443",
         "ENSG00000165449",
-        "ENSG00000165457",
         "ENSG00000165480",
         "ENSG00000165490",
         "ENSG00000165507",
@@ -2310,7 +2304,9 @@
         "ENSG00000167378",
         "ENSG00000167384",
         "ENSG00000167434",
+        "ENSG00000167447",
         "ENSG00000167508",
+        "ENSG00000167525",
         "ENSG00000167543",
         "ENSG00000167549",
         "ENSG00000167552",
@@ -2343,8 +2339,10 @@
         "ENSG00000168032",
         "ENSG00000168062",
         "ENSG00000168070",
+        "ENSG00000168078",
         "ENSG00000168101",
         "ENSG00000168152",
+        "ENSG00000168209",
         "ENSG00000168243",
         "ENSG00000168246",
         "ENSG00000168298",
@@ -2362,6 +2360,7 @@
         "ENSG00000168497",
         "ENSG00000168542",
         "ENSG00000168589",
+        "ENSG00000168612",
         "ENSG00000168661",
         "ENSG00000168685",
         "ENSG00000168702",
@@ -2487,6 +2486,7 @@
         "ENSG00000171786",
         "ENSG00000171792",
         "ENSG00000171806",
+        "ENSG00000171811",
         "ENSG00000171813",
         "ENSG00000171819",
         "ENSG00000171848",
@@ -2566,7 +2566,6 @@
         "ENSG00000173825",
         "ENSG00000173838",
         "ENSG00000173894",
-        "ENSG00000173930",
         "ENSG00000173950",
         "ENSG00000173988",
         "ENSG00000173991",
@@ -2583,6 +2582,7 @@
         "ENSG00000174429",
         "ENSG00000174456",
         "ENSG00000174500",
+        "ENSG00000174514",
         "ENSG00000174564",
         "ENSG00000174599",
         "ENSG00000174611",
@@ -2592,6 +2592,7 @@
         "ENSG00000174721",
         "ENSG00000174740",
         "ENSG00000174791",
+        "ENSG00000174796",
         "ENSG00000174808",
         "ENSG00000174837",
         "ENSG00000174938",
@@ -2599,6 +2600,7 @@
         "ENSG00000174946",
         "ENSG00000174989",
         "ENSG00000175084",
+        "ENSG00000175087",
         "ENSG00000175137",
         "ENSG00000175170",
         "ENSG00000175206",
@@ -2645,7 +2647,6 @@
         "ENSG00000176595",
         "ENSG00000176597",
         "ENSG00000176601",
-        "ENSG00000176635",
         "ENSG00000176641",
         "ENSG00000176678",
         "ENSG00000176692",
@@ -2659,7 +2660,6 @@
         "ENSG00000176953",
         "ENSG00000176971",
         "ENSG00000177098",
-        "ENSG00000177125",
         "ENSG00000177181",
         "ENSG00000177311",
         "ENSG00000177324",
@@ -2698,6 +2698,7 @@
         "ENSG00000178409",
         "ENSG00000178425",
         "ENSG00000178502",
+        "ENSG00000178623",
         "ENSG00000178662",
         "ENSG00000178665",
         "ENSG00000178726",
@@ -2711,12 +2712,14 @@
         "ENSG00000179088",
         "ENSG00000179097",
         "ENSG00000179115",
+        "ENSG00000179144",
         "ENSG00000179152",
         "ENSG00000179163",
         "ENSG00000179240",
         "ENSG00000179284",
         "ENSG00000179314",
         "ENSG00000179399",
+        "ENSG00000179455",
         "ENSG00000179526",
         "ENSG00000179542",
         "ENSG00000179562",
@@ -2740,7 +2743,6 @@
         "ENSG00000180035",
         "ENSG00000180113",
         "ENSG00000180155",
-        "ENSG00000180190",
         "ENSG00000180209",
         "ENSG00000180245",
         "ENSG00000180257",
@@ -2819,6 +2821,7 @@
         "ENSG00000182578",
         "ENSG00000182585",
         "ENSG00000182586",
+        "ENSG00000182612",
         "ENSG00000182700",
         "ENSG00000182718",
         "ENSG00000182853",
@@ -2857,6 +2860,7 @@
         "ENSG00000183690",
         "ENSG00000183691",
         "ENSG00000183763",
+        "ENSG00000183785",
         "ENSG00000183798",
         "ENSG00000183814",
         "ENSG00000183833",
@@ -2891,7 +2895,6 @@
         "ENSG00000184489",
         "ENSG00000184497",
         "ENSG00000184502",
-        "ENSG00000184530",
         "ENSG00000184613",
         "ENSG00000184635",
         "ENSG00000184661",
@@ -2979,7 +2982,6 @@
         "ENSG00000186960",
         "ENSG00000186976",
         "ENSG00000187094",
-        "ENSG00000187116",
         "ENSG00000187122",
         "ENSG00000187123",
         "ENSG00000187151",
@@ -2997,7 +2999,6 @@
         "ENSG00000187626",
         "ENSG00000187634",
         "ENSG00000187715",
-        "ENSG00000187720",
         "ENSG00000187736",
         "ENSG00000187753",
         "ENSG00000187773",
@@ -3034,6 +3035,7 @@
         "ENSG00000188549",
         "ENSG00000188596",
         "ENSG00000188613",
+        "ENSG00000188636",
         "ENSG00000188676",
         "ENSG00000188687",
         "ENSG00000188707",
@@ -3072,7 +3074,6 @@
         "ENSG00000189430",
         "ENSG00000196074",
         "ENSG00000196091",
-        "ENSG00000196110",
         "ENSG00000196116",
         "ENSG00000196118",
         "ENSG00000196123",
@@ -3097,6 +3098,7 @@
         "ENSG00000196371",
         "ENSG00000196376",
         "ENSG00000196391",
+        "ENSG00000196418",
         "ENSG00000196421",
         "ENSG00000196422",
         "ENSG00000196455",
@@ -3134,7 +3136,6 @@
         "ENSG00000197106",
         "ENSG00000197114",
         "ENSG00000197128",
-        "ENSG00000197134",
         "ENSG00000197140",
         "ENSG00000197147",
         "ENSG00000197181",
@@ -3181,7 +3182,6 @@
         "ENSG00000197863",
         "ENSG00000197880",
         "ENSG00000197885",
-        "ENSG00000197889",
         "ENSG00000197893",
         "ENSG00000197905",
         "ENSG00000197933",
@@ -3202,6 +3202,7 @@
         "ENSG00000198093",
         "ENSG00000198099",
         "ENSG00000198105",
+        "ENSG00000198121",
         "ENSG00000198125",
         "ENSG00000198131",
         "ENSG00000198142",
@@ -3253,6 +3254,7 @@
         "ENSG00000198842",
         "ENSG00000198848",
         "ENSG00000198862",
+        "ENSG00000198870",
         "ENSG00000198876",
         "ENSG00000198879",
         "ENSG00000198886",
@@ -3267,6 +3269,7 @@
         "ENSG00000198933",
         "ENSG00000198934",
         "ENSG00000198938",
+        "ENSG00000198939",
         "ENSG00000198947",
         "ENSG00000198948",
         "ENSG00000198959",
@@ -3295,7 +3298,6 @@
         "ENSG00000204147",
         "ENSG00000204179",
         "ENSG00000204241",
-        "ENSG00000204248",
         "ENSG00000204271",
         "ENSG00000204287",
         "ENSG00000204301",
@@ -3354,7 +3356,6 @@
         "ENSG00000213390",
         "ENSG00000213420",
         "ENSG00000213468",
-        "ENSG00000213512",
         "ENSG00000213588",
         "ENSG00000213626",
         "ENSG00000213672",
@@ -3407,6 +3408,7 @@
         "ENSG00000223802",
         "ENSG00000223914",
         "ENSG00000223923",
+        "ENSG00000224046",
         "ENSG00000224057",
         "ENSG00000224074",
         "ENSG00000224164",
@@ -3434,6 +3436,7 @@
         "ENSG00000225383",
         "ENSG00000225465",
         "ENSG00000225572",
+        "ENSG00000225579",
         "ENSG00000225684",
         "ENSG00000225706",
         "ENSG00000225731",
@@ -3462,7 +3465,6 @@
         "ENSG00000226808",
         "ENSG00000226835",
         "ENSG00000226853",
-        "ENSG00000226856",
         "ENSG00000226887",
         "ENSG00000226953",
         "ENSG00000227014",
@@ -3498,6 +3500,7 @@
         "ENSG00000228784",
         "ENSG00000228801",
         "ENSG00000228817",
+        "ENSG00000228824",
         "ENSG00000228878",
         "ENSG00000228889",
         "ENSG00000229140",
@@ -3518,17 +3521,18 @@
         "ENSG00000230319",
         "ENSG00000230366",
         "ENSG00000230749",
+        "ENSG00000230797",
         "ENSG00000230844",
         "ENSG00000230910",
         "ENSG00000230923",
         "ENSG00000230943",
+        "ENSG00000231064",
         "ENSG00000231074",
         "ENSG00000231105",
         "ENSG00000231106",
         "ENSG00000231133",
         "ENSG00000231177",
         "ENSG00000231298",
-        "ENSG00000231310",
         "ENSG00000231367",
         "ENSG00000231389",
         "ENSG00000231407",
@@ -3546,7 +3550,6 @@
         "ENSG00000232077",
         "ENSG00000232098",
         "ENSG00000232118",
-        "ENSG00000232160",
         "ENSG00000232229",
         "ENSG00000232310",
         "ENSG00000232352",
@@ -3605,7 +3608,6 @@
         "ENSG00000236200",
         "ENSG00000236305",
         "ENSG00000236432",
-        "ENSG00000236467",
         "ENSG00000236526",
         "ENSG00000236548",
         "ENSG00000236849",
@@ -3617,7 +3619,6 @@
         "ENSG00000237166",
         "ENSG00000237172",
         "ENSG00000237424",
-        "ENSG00000237440",
         "ENSG00000237491",
         "ENSG00000237637",
         "ENSG00000237649",
@@ -3660,6 +3661,7 @@
         "ENSG00000242242",
         "ENSG00000242265",
         "ENSG00000242474",
+        "ENSG00000242512",
         "ENSG00000242516",
         "ENSG00000242622",
         "ENSG00000242641",
@@ -3728,7 +3730,6 @@
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@@ -4022,6 +4022,7 @@
         "mature NK T cell",
         "mesenchymal cell",
         "mesenchymal stem cell",
+        "mesothelial cell",
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