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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| fibroblast | 680 | 0.97 | 0.74 | 0.97 | 0.90 | 0.00 | 0.88 | 0.93 | 0.94 | 0.97 |\n| endothelial cell | 421 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| vascular associated smooth muscle cell | 375 | 0.67 | 0.29 | 0.81 | 0.73 | 0.00 | 0.58 | 0.64 | 0.66 | 0.75 |\n| epithelial cell of uterus | 158 | 0.98 | 0.97 | 0.98 | 0.96 | 0.00 | 0.98 | 0.98 | 0.97 | 0.98 |\n| CD8-positive, alpha-beta T cell | 125 | 0.85 | 0.84 | 0.88 | 0.78 | 0.00 | 0.81 | 0.81 | 0.82 | 0.89 |\n| pericyte | 101 | 0.44 | 0.24 | 0.31 | 0.31 | 0.00 | 0.40 | 0.40 | 0.39 | 0.43 |\n| macrophage | 94 | 0.98 | 0.94 | 0.96 | 0.96 | 0.00 | 0.94 | 0.97 | 0.96 | 0.98 |\n| myometrial cell | 87 | 0.83 | 0.00 | 0.84 | 0.57 | 0.00 | 0.75 | 0.70 | 0.74 | 0.84 |\n| CD4-positive, alpha-beta T cell | 51 | 0.80 | 0.75 | 0.84 | 0.47 | 0.00 | 0.87 | 0.82 | 0.85 | 0.84 |\n| ciliated epithelial cell | 31 | 0.97 | 0.87 | 0.97 | 0.83 | 0.00 | 0.97 | 0.98 | 1.00 | 0.97 |\n| mature NK T cell | 25 | 0.69 | 0.62 | 0.75 | 0.72 | 0.00 | 0.67 | 0.74 | 0.51 | 0.79 |\n| neutrophil | 11 | 0.85 | 0.91 | 0.82 | 0.86 | 0.00 | 0.69 | 0.96 | 0.95 | 0.88 |\n| myofibroblast cell | 18 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.16 | 0.17 | 0.21 | 0.00 |\n| natural killer cell | 5 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.33 | 0.13 | 0.13 | 0.00 |\n| mast cell | 6 | 0.92 | 0.83 | 0.91 | 0.86 | 0.00 | 0.92 | 0.92 | 0.92 | 0.92 |\n| B cell | 5 | 0.67 | 0.80 | 0.80 | 0.89 | 0.00 | 1.00 | 1.00 | 0.91 | 1.00 |\n| T cell | 4 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasma cell | 2 | 0.00 | 0.00 | 0.80 | 0.67 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| skeletal muscle satellite stem cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell of lymphatic vessel | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 1 | 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| adventitial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 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 |\n| epithelial fate stem cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| regulatory T 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| fibroblast | 5913 | 0.96 | 0.70 | 0.98 | 0.94 | 0.00 | 0.89 | 0.95 | 0.96 | 0.98 |\n| endothelial cell | 4276 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |\n| vascular associated smooth muscle cell | 3220 | 0.64 | 0.07 | 0.86 | 0.83 | 0.00 | 0.63 | 0.70 | 0.73 | 0.80 |\n| epithelial cell of uterus | 1259 | 0.97 | 0.94 | 0.99 | 0.97 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 1216 | 0.85 | 0.84 | 0.90 | 0.85 | 0.00 | 0.89 | 0.93 | 0.95 | 0.94 |\n| pericyte | 932 | 0.45 | 0.20 | 0.51 | 0.51 | 0.00 | 0.47 | 0.56 | 0.56 | 0.62 |\n| macrophage | 835 | 0.96 | 0.94 | 0.97 | 0.96 | 0.00 | 0.96 | 0.98 | 0.98 | 0.97 |\n| myometrial cell | 830 | 0.83 | 0.00 | 0.88 | 0.69 | 0.00 | 0.79 | 0.79 | 0.87 | 0.89 |\n| CD4-positive, alpha-beta T cell | 387 | 0.73 | 0.69 | 0.83 | 0.68 | 0.00 | 0.84 | 0.91 | 0.93 | 0.90 |\n| ciliated epithelial cell | 289 | 0.95 | 0.86 | 0.99 | 0.91 | 0.00 | 0.95 | 0.99 | 0.99 | 0.99 |\n| mature NK T cell | 182 | 0.66 | 0.44 | 0.77 | 0.74 | 0.00 | 0.81 | 0.84 | 0.90 | 0.88 |\n| neutrophil | 92 | 0.88 | 0.90 | 0.95 | 0.89 | 0.00 | 0.76 | 0.99 | 0.97 | 0.97 |\n| myofibroblast cell | 83 | 0.00 | 0.00 | 0.17 | 0.16 | 0.00 | 0.21 | 0.39 | 0.52 | 0.37 |\n| natural killer cell | 87 | 0.00 | 0.02 | 0.39 | 0.46 | 0.00 | 0.66 | 0.89 | 0.87 | 0.72 |\n| mast cell | 59 | 0.94 | 0.96 | 0.97 | 0.90 | 0.00 | 0.97 | 0.98 | 0.94 | 0.98 |\n| B cell | 45 | 0.78 | 0.84 | 0.97 | 0.84 | 0.00 | 0.93 | 0.99 | 1.00 | 0.99 |\n| T cell | 43 | 0.00 | 0.00 | 0.24 | 0.04 | 0.00 | 0.62 | 0.91 | 0.98 | 0.85 |\n| monocyte | 20 | 0.00 | 0.00 | 0.52 | 0.16 | 0.00 | 0.79 | 0.98 | 0.98 | 0.60 |\n| plasma cell | 17 | 0.00 | 0.00 | 0.97 | 0.64 | 0.00 | 0.72 | 1.00 | 1.00 | 1.00 |\n| skeletal muscle satellite stem cell | 17 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.20 | 0.89 | 0.97 | 1.00 |\n| endothelial cell of lymphatic vessel | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 0.92 | 0.29 |\n| innate lymphoid cell | 4 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.89 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.00 |\n| adventitial cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.19 | 0.38 | 0.73 | 0.00 |\n| myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.44 | 1.00 | 1.00 | 0.00 |\n| epithelial fate stem cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| regulatory T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 1.00 | 1.00 | 0.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 688 | 0.96 | 0.76 | 0.97 | 0.94 | 0.00 | 0.92 | 0.93 | 0.94 | 0.97 |\n| endothelial cell | 424 | 0.99 | 0.99 | 0.98 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| vascular associated smooth muscle cell | 377 | 0.71 | 0.29 | 0.81 | 0.76 | 0.00 | 0.57 | 0.61 | 0.71 | 0.76 |\n| epithelial cell of uterus | 148 | 0.98 | 0.97 | 0.97 | 0.90 | 0.00 | 0.99 | 0.98 | 0.96 | 0.98 |\n| CD8-positive, alpha-beta T cell | 129 | 0.84 | 0.85 | 0.87 | 0.73 | 0.00 | 0.83 | 0.81 | 0.85 | 0.88 |\n| pericyte | 91 | 0.41 | 0.34 | 0.30 | 0.21 | 0.00 | 0.43 | 0.42 | 0.42 | 0.45 |\n| macrophage | 101 | 0.96 | 0.94 | 0.96 | 0.94 | 0.00 | 0.95 | 0.95 | 0.96 | 0.96 |\n| myometrial cell | 90 | 0.86 | 0.02 | 0.86 | 0.67 | 0.00 | 0.80 | 0.71 | 0.78 | 0.86 |\n| CD4-positive, alpha-beta T cell | 48 | 0.76 | 0.73 | 0.74 | 0.35 | 0.00 | 0.78 | 0.79 | 0.81 | 0.77 |\n| ciliated epithelial cell | 34 | 0.95 | 0.94 | 0.92 | 0.56 | 0.00 | 0.94 | 0.97 | 1.00 | 0.97 |\n| mature NK T cell | 18 | 0.62 | 0.55 | 0.65 | 0.33 | 0.00 | 0.74 | 0.61 | 0.50 | 0.74 |\n| neutrophil | 13 | 0.87 | 0.90 | 0.83 | 0.82 | 0.00 | 0.87 | 0.96 | 0.96 | 0.90 |\n| myofibroblast cell | 16 | 0.00 | 0.00 | 0.11 | 0.00 | 0.00 | 0.18 | 0.10 | 0.15 | 0.00 |\n| natural killer cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.31 | 0.25 | 0.33 |\n| mast cell | 6 | 0.92 | 0.92 | 0.92 | 0.83 | 0.00 | 1.00 | 1.00 | 0.92 | 0.92 |\n| B cell | 3 | 0.75 | 1.00 | 0.86 | 0.75 | 0.00 | 0.86 | 1.00 | 1.00 | 1.00 |\n| T cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 3 | 0.00 | 0.00 | 0.50 | 0.50 | 0.00 | 0.33 | 0.00 | 0.50 | 0.00 |\n| plasma cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| skeletal muscle satellite stem cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell of lymphatic vessel | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 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| adventitial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 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 |\n| epithelial fate stem cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| regulatory T 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| fibroblast | 5905 | 0.97 | 0.73 | 0.98 | 0.96 | 0.00 | 0.92 | 0.95 | 0.95 | 0.98 |\n| endothelial cell | 4273 | 0.99 | 0.98 | 1.00 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |\n| vascular associated smooth muscle cell | 3218 | 0.67 | 0.10 | 0.86 | 0.82 | 0.00 | 0.64 | 0.67 | 0.73 | 0.79 |\n| epithelial cell of uterus | 1269 | 0.98 | 0.94 | 0.99 | 0.95 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 1212 | 0.84 | 0.83 | 0.90 | 0.81 | 0.00 | 0.91 | 0.92 | 0.94 | 0.93 |\n| pericyte | 942 | 0.46 | 0.34 | 0.51 | 0.47 | 0.00 | 0.50 | 0.55 | 0.57 | 0.60 |\n| macrophage | 828 | 0.96 | 0.94 | 0.97 | 0.95 | 0.00 | 0.96 | 0.98 | 0.98 | 0.97 |\n| myometrial cell | 827 | 0.84 | 0.00 | 0.88 | 0.74 | 0.00 | 0.84 | 0.79 | 0.86 | 0.89 |\n| CD4-positive, alpha-beta T cell | 390 | 0.74 | 0.72 | 0.84 | 0.52 | 0.00 | 0.87 | 0.91 | 0.92 | 0.89 |\n| ciliated epithelial cell | 286 | 0.99 | 0.91 | 0.99 | 0.80 | 0.00 | 0.98 | 1.00 | 0.98 | 0.99 |\n| mature NK T cell | 189 | 0.67 | 0.46 | 0.76 | 0.54 | 0.00 | 0.86 | 0.85 | 0.87 | 0.88 |\n| neutrophil | 90 | 0.88 | 0.82 | 0.95 | 0.83 | 0.00 | 0.79 | 0.99 | 0.97 | 0.98 |\n| myofibroblast cell | 85 | 0.00 | 0.00 | 0.25 | 0.09 | 0.00 | 0.23 | 0.44 | 0.47 | 0.37 |\n| natural killer cell | 87 | 0.00 | 0.00 | 0.47 | 0.25 | 0.00 | 0.76 | 0.81 | 0.85 | 0.76 |\n| mast cell | 59 | 0.94 | 0.97 | 0.98 | 0.93 | 0.00 | 0.93 | 0.98 | 0.95 | 0.98 |\n| B cell | 47 | 0.77 | 0.84 | 0.97 | 0.86 | 0.00 | 0.95 | 1.00 | 0.99 | 0.99 |\n| T cell | 42 | 0.00 | 0.00 | 0.24 | 0.00 | 0.00 | 0.60 | 0.98 | 0.98 | 0.86 |\n| monocyte | 18 | 0.00 | 0.00 | 0.44 | 0.18 | 0.00 | 0.61 | 0.92 | 0.92 | 0.56 |\n| plasma cell | 18 | 0.00 | 0.00 | 1.00 | 0.48 | 0.00 | 0.82 | 1.00 | 1.00 | 1.00 |\n| skeletal muscle satellite stem cell | 17 | 0.00 | 0.00 | 0.11 | 0.00 | 0.00 | 0.88 | 0.87 | 1.00 | 1.00 |\n| endothelial cell of lymphatic vessel | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.32 | 0.86 | 1.00 | 0.29 |\n| innate lymphoid cell | 4 | 0.00 | 0.00 | 0.86 | 0.00 | 0.00 | 0.86 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.77 | 1.00 | 0.91 | 0.00 |\n| adventitial cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.20 | 1.00 | 0.89 | 0.00 |\n| myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 1.00 | 1.00 | 0.00 |\n| epithelial fate stem cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| regulatory T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000006712",
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         "ENSG00000008516",
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         "ENSG00000106348",
         "ENSG00000106392",
         "ENSG00000106404",
         "ENSG00000106462",
         "ENSG00000106477",
         "ENSG00000106483",
-        "ENSG00000106524",
         "ENSG00000106546",
         "ENSG00000106560",
         "ENSG00000106565",
         "ENSG00000106588",
         "ENSG00000106603",
+        "ENSG00000106636",
         "ENSG00000106692",
         "ENSG00000106701",
         "ENSG00000106785",
@@ -759,14 +759,15 @@
         "ENSG00000107651",
         "ENSG00000107742",
         "ENSG00000107771",
-        "ENSG00000107789",
         "ENSG00000107796",
         "ENSG00000107798",
         "ENSG00000107821",
         "ENSG00000107829",
         "ENSG00000107854",
+        "ENSG00000107960",
         "ENSG00000107968",
         "ENSG00000108094",
+        "ENSG00000108255",
         "ENSG00000108352",
         "ENSG00000108370",
         "ENSG00000108384",
@@ -781,7 +782,6 @@
         "ENSG00000108557",
         "ENSG00000108639",
         "ENSG00000108654",
-        "ENSG00000108688",
         "ENSG00000108733",
         "ENSG00000108771",
         "ENSG00000108784",
@@ -794,6 +794,7 @@
         "ENSG00000108932",
         "ENSG00000108946",
         "ENSG00000108947",
+        "ENSG00000108950",
         "ENSG00000108960",
         "ENSG00000108984",
         "ENSG00000109063",
@@ -817,6 +818,7 @@
         "ENSG00000109943",
         "ENSG00000109971",
         "ENSG00000110031",
+        "ENSG00000110042",
         "ENSG00000110046",
         "ENSG00000110057",
         "ENSG00000110060",
@@ -839,8 +841,10 @@
         "ENSG00000110876",
         "ENSG00000110906",
         "ENSG00000110934",
+        "ENSG00000110944",
         "ENSG00000111012",
         "ENSG00000111052",
+        "ENSG00000111087",
         "ENSG00000111144",
         "ENSG00000111181",
         "ENSG00000111199",
@@ -885,9 +889,7 @@
         "ENSG00000112144",
         "ENSG00000112149",
         "ENSG00000112159",
-        "ENSG00000112167",
         "ENSG00000112200",
-        "ENSG00000112245",
         "ENSG00000112294",
         "ENSG00000112297",
         "ENSG00000112299",
@@ -901,7 +903,6 @@
         "ENSG00000112742",
         "ENSG00000112773",
         "ENSG00000112782",
-        "ENSG00000112787",
         "ENSG00000112796",
         "ENSG00000112799",
         "ENSG00000112852",
@@ -912,7 +913,6 @@
         "ENSG00000113140",
         "ENSG00000113161",
         "ENSG00000113209",
-        "ENSG00000113212",
         "ENSG00000113231",
         "ENSG00000113240",
         "ENSG00000113248",
@@ -923,6 +923,7 @@
         "ENSG00000113552",
         "ENSG00000113555",
         "ENSG00000113580",
+        "ENSG00000113583",
         "ENSG00000113597",
         "ENSG00000113638",
         "ENSG00000113739",
@@ -934,6 +935,7 @@
         "ENSG00000114054",
         "ENSG00000114378",
         "ENSG00000114388",
+        "ENSG00000114395",
         "ENSG00000114439",
         "ENSG00000114491",
         "ENSG00000114520",
@@ -957,6 +959,7 @@
         "ENSG00000115091",
         "ENSG00000115107",
         "ENSG00000115112",
+        "ENSG00000115137",
         "ENSG00000115165",
         "ENSG00000115207",
         "ENSG00000115221",
@@ -1007,6 +1010,7 @@
         "ENSG00000116489",
         "ENSG00000116497",
         "ENSG00000116604",
+        "ENSG00000116661",
         "ENSG00000116663",
         "ENSG00000116668",
         "ENSG00000116679",
@@ -1014,6 +1018,7 @@
         "ENSG00000116691",
         "ENSG00000116701",
         "ENSG00000116704",
+        "ENSG00000116731",
         "ENSG00000116741",
         "ENSG00000116747",
         "ENSG00000116750",
@@ -1031,10 +1036,8 @@
         "ENSG00000117151",
         "ENSG00000117152",
         "ENSG00000117153",
-        "ENSG00000117174",
         "ENSG00000117222",
         "ENSG00000117242",
-        "ENSG00000117280",
         "ENSG00000117281",
         "ENSG00000117360",
         "ENSG00000117362",
@@ -1060,6 +1063,7 @@
         "ENSG00000118260",
         "ENSG00000118276",
         "ENSG00000118308",
+        "ENSG00000118482",
         "ENSG00000118503",
         "ENSG00000118514",
         "ENSG00000118515",
@@ -1147,7 +1151,6 @@
         "ENSG00000121797",
         "ENSG00000121895",
         "ENSG00000121931",
-        "ENSG00000121957",
         "ENSG00000121966",
         "ENSG00000122012",
         "ENSG00000122034",
@@ -1175,7 +1178,6 @@
         "ENSG00000123130",
         "ENSG00000123146",
         "ENSG00000123154",
-        "ENSG00000123178",
         "ENSG00000123191",
         "ENSG00000123240",
         "ENSG00000123297",
@@ -1192,6 +1194,7 @@
         "ENSG00000123689",
         "ENSG00000123728",
         "ENSG00000123737",
+        "ENSG00000123838",
         "ENSG00000123983",
         "ENSG00000124019",
         "ENSG00000124091",
@@ -1209,7 +1212,6 @@
         "ENSG00000124374",
         "ENSG00000124466",
         "ENSG00000124479",
-        "ENSG00000124491",
         "ENSG00000124508",
         "ENSG00000124532",
         "ENSG00000124596",
@@ -1244,7 +1246,6 @@
         "ENSG00000125630",
         "ENSG00000125633",
         "ENSG00000125637",
-        "ENSG00000125648",
         "ENSG00000125650",
         "ENSG00000125651",
         "ENSG00000125657",
@@ -1254,7 +1255,6 @@
         "ENSG00000125735",
         "ENSG00000125741",
         "ENSG00000125772",
-        "ENSG00000125775",
         "ENSG00000125827",
         "ENSG00000125885",
         "ENSG00000125910",
@@ -1265,7 +1265,6 @@
         "ENSG00000126243",
         "ENSG00000126249",
         "ENSG00000126353",
-        "ENSG00000126391",
         "ENSG00000126500",
         "ENSG00000126561",
         "ENSG00000126804",
@@ -1307,6 +1306,7 @@
         "ENSG00000128596",
         "ENSG00000128604",
         "ENSG00000128928",
+        "ENSG00000128965",
         "ENSG00000129003",
         "ENSG00000129028",
         "ENSG00000129071",
@@ -1345,7 +1345,7 @@
         "ENSG00000130347",
         "ENSG00000130348",
         "ENSG00000130363",
-        "ENSG00000130479",
+        "ENSG00000130475",
         "ENSG00000130513",
         "ENSG00000130544",
         "ENSG00000130592",
@@ -1358,6 +1358,7 @@
         "ENSG00000130772",
         "ENSG00000130775",
         "ENSG00000130803",
+        "ENSG00000130816",
         "ENSG00000130826",
         "ENSG00000130830",
         "ENSG00000130844",
@@ -1400,7 +1401,6 @@
         "ENSG00000132274",
         "ENSG00000132275",
         "ENSG00000132305",
-        "ENSG00000132313",
         "ENSG00000132334",
         "ENSG00000132356",
         "ENSG00000132357",
@@ -1466,6 +1466,7 @@
         "ENSG00000134262",
         "ENSG00000134285",
         "ENSG00000134291",
+        "ENSG00000134313",
         "ENSG00000134333",
         "ENSG00000134371",
         "ENSG00000134452",
@@ -1480,6 +1481,7 @@
         "ENSG00000134690",
         "ENSG00000134716",
         "ENSG00000134748",
+        "ENSG00000134755",
         "ENSG00000134815",
         "ENSG00000134864",
         "ENSG00000134882",
@@ -1510,7 +1512,6 @@
         "ENSG00000135378",
         "ENSG00000135424",
         "ENSG00000135426",
-        "ENSG00000135439",
         "ENSG00000135451",
         "ENSG00000135454",
         "ENSG00000135469",
@@ -1526,11 +1527,9 @@
         "ENSG00000135604",
         "ENSG00000135617",
         "ENSG00000135622",
-        "ENSG00000135632",
         "ENSG00000135637",
         "ENSG00000135678",
         "ENSG00000135709",
-        "ENSG00000135736",
         "ENSG00000135740",
         "ENSG00000135744",
         "ENSG00000135749",
@@ -1571,6 +1570,7 @@
         "ENSG00000136449",
         "ENSG00000136451",
         "ENSG00000136478",
+        "ENSG00000136485",
         "ENSG00000136504",
         "ENSG00000136514",
         "ENSG00000136531",
@@ -1580,6 +1580,7 @@
         "ENSG00000136634",
         "ENSG00000136689",
         "ENSG00000136717",
+        "ENSG00000136738",
         "ENSG00000136811",
         "ENSG00000136816",
         "ENSG00000136824",
@@ -1632,6 +1633,7 @@
         "ENSG00000137824",
         "ENSG00000137825",
         "ENSG00000137841",
+        "ENSG00000137857",
         "ENSG00000137877",
         "ENSG00000137878",
         "ENSG00000137959",
@@ -1643,7 +1645,6 @@
         "ENSG00000138111",
         "ENSG00000138131",
         "ENSG00000138135",
-        "ENSG00000138180",
         "ENSG00000138185",
         "ENSG00000138207",
         "ENSG00000138231",
@@ -1653,7 +1654,6 @@
         "ENSG00000138346",
         "ENSG00000138376",
         "ENSG00000138378",
-        "ENSG00000138381",
         "ENSG00000138386",
         "ENSG00000138449",
         "ENSG00000138463",
@@ -1664,7 +1664,6 @@
         "ENSG00000138629",
         "ENSG00000138646",
         "ENSG00000138658",
-        "ENSG00000138660",
         "ENSG00000138670",
         "ENSG00000138688",
         "ENSG00000138698",
@@ -1685,6 +1684,7 @@
         "ENSG00000139193",
         "ENSG00000139194",
         "ENSG00000139200",
+        "ENSG00000139287",
         "ENSG00000139291",
         "ENSG00000139318",
         "ENSG00000139329",
@@ -1698,7 +1698,6 @@
         "ENSG00000139618",
         "ENSG00000139626",
         "ENSG00000139629",
-        "ENSG00000139636",
         "ENSG00000139641",
         "ENSG00000139644",
         "ENSG00000139651",
@@ -1713,11 +1712,11 @@
         "ENSG00000139998",
         "ENSG00000140030",
         "ENSG00000140199",
-        "ENSG00000140254",
         "ENSG00000140259",
         "ENSG00000140265",
         "ENSG00000140280",
         "ENSG00000140297",
+        "ENSG00000140326",
         "ENSG00000140368",
         "ENSG00000140379",
         "ENSG00000140382",
@@ -1744,6 +1743,7 @@
         "ENSG00000141255",
         "ENSG00000141258",
         "ENSG00000141293",
+        "ENSG00000141294",
         "ENSG00000141376",
         "ENSG00000141429",
         "ENSG00000141434",
@@ -1756,16 +1756,17 @@
         "ENSG00000141527",
         "ENSG00000141556",
         "ENSG00000141576",
-        "ENSG00000141580",
         "ENSG00000141627",
         "ENSG00000141642",
         "ENSG00000141644",
         "ENSG00000141646",
         "ENSG00000141655",
         "ENSG00000141664",
+        "ENSG00000141682",
         "ENSG00000141698",
         "ENSG00000141699",
         "ENSG00000141854",
+        "ENSG00000141956",
         "ENSG00000141968",
         "ENSG00000141994",
         "ENSG00000142039",
@@ -1776,7 +1777,6 @@
         "ENSG00000142327",
         "ENSG00000142330",
         "ENSG00000142347",
-        "ENSG00000142494",
         "ENSG00000142512",
         "ENSG00000142528",
         "ENSG00000142530",
@@ -1785,6 +1785,7 @@
         "ENSG00000142606",
         "ENSG00000142686",
         "ENSG00000142731",
+        "ENSG00000142748",
         "ENSG00000142751",
         "ENSG00000142765",
         "ENSG00000142794",
@@ -1794,7 +1795,6 @@
         "ENSG00000142959",
         "ENSG00000143110",
         "ENSG00000143119",
-        "ENSG00000143126",
         "ENSG00000143156",
         "ENSG00000143162",
         "ENSG00000143178",
@@ -1802,6 +1802,7 @@
         "ENSG00000143185",
         "ENSG00000143207",
         "ENSG00000143217",
+        "ENSG00000143226",
         "ENSG00000143337",
         "ENSG00000143341",
         "ENSG00000143363",
@@ -1819,7 +1820,6 @@
         "ENSG00000143502",
         "ENSG00000143507",
         "ENSG00000143546",
-        "ENSG00000143578",
         "ENSG00000143630",
         "ENSG00000143643",
         "ENSG00000143669",
@@ -1853,7 +1853,6 @@
         "ENSG00000144559",
         "ENSG00000144647",
         "ENSG00000144659",
-        "ENSG00000144712",
         "ENSG00000144736",
         "ENSG00000144741",
         "ENSG00000144802",
@@ -1864,6 +1863,7 @@
         "ENSG00000145040",
         "ENSG00000145198",
         "ENSG00000145214",
+        "ENSG00000145242",
         "ENSG00000145246",
         "ENSG00000145287",
         "ENSG00000145386",
@@ -1884,7 +1884,6 @@
         "ENSG00000145864",
         "ENSG00000145882",
         "ENSG00000145907",
-        "ENSG00000145945",
         "ENSG00000145990",
         "ENSG00000146070",
         "ENSG00000146192",
@@ -1947,7 +1946,6 @@
         "ENSG00000148773",
         "ENSG00000148803",
         "ENSG00000148832",
-        "ENSG00000148935",
         "ENSG00000148943",
         "ENSG00000149050",
         "ENSG00000149054",
@@ -1966,17 +1964,19 @@
         "ENSG00000149489",
         "ENSG00000149548",
         "ENSG00000149564",
+        "ENSG00000149577",
         "ENSG00000149582",
         "ENSG00000149599",
         "ENSG00000149633",
+        "ENSG00000149636",
         "ENSG00000149761",
         "ENSG00000149781",
-        "ENSG00000149782",
         "ENSG00000149792",
         "ENSG00000149930",
         "ENSG00000149968",
         "ENSG00000150045",
         "ENSG00000150281",
+        "ENSG00000150433",
         "ENSG00000150455",
         "ENSG00000150477",
         "ENSG00000150527",
@@ -1984,6 +1984,7 @@
         "ENSG00000150593",
         "ENSG00000150637",
         "ENSG00000150667",
+        "ENSG00000150750",
         "ENSG00000150756",
         "ENSG00000150773",
         "ENSG00000150776",
@@ -2058,7 +2059,6 @@
         "ENSG00000153560",
         "ENSG00000153561",
         "ENSG00000153563",
-        "ENSG00000153574",
         "ENSG00000153767",
         "ENSG00000153898",
         "ENSG00000153975",
@@ -2104,6 +2104,7 @@
         "ENSG00000155545",
         "ENSG00000155561",
         "ENSG00000155592",
+        "ENSG00000155621",
         "ENSG00000155629",
         "ENSG00000155657",
         "ENSG00000155659",
@@ -2125,7 +2126,6 @@
         "ENSG00000156298",
         "ENSG00000156299",
         "ENSG00000156384",
-        "ENSG00000156414",
         "ENSG00000156463",
         "ENSG00000156471",
         "ENSG00000156475",
@@ -2133,6 +2133,7 @@
         "ENSG00000156508",
         "ENSG00000156711",
         "ENSG00000156787",
+        "ENSG00000156795",
         "ENSG00000156802",
         "ENSG00000156958",
         "ENSG00000156966",
@@ -2144,12 +2145,12 @@
         "ENSG00000157259",
         "ENSG00000157303",
         "ENSG00000157353",
+        "ENSG00000157399",
         "ENSG00000157404",
         "ENSG00000157456",
         "ENSG00000157514",
         "ENSG00000157542",
         "ENSG00000157833",
-        "ENSG00000157870",
         "ENSG00000157881",
         "ENSG00000157890",
         "ENSG00000157954",
@@ -2201,10 +2202,10 @@
         "ENSG00000159882",
         "ENSG00000159885",
         "ENSG00000160051",
-        "ENSG00000160097",
         "ENSG00000160111",
         "ENSG00000160185",
         "ENSG00000160207",
+        "ENSG00000160218",
         "ENSG00000160219",
         "ENSG00000160255",
         "ENSG00000160323",
@@ -2234,9 +2235,7 @@
         "ENSG00000160959",
         "ENSG00000160963",
         "ENSG00000160991",
-        "ENSG00000160993",
         "ENSG00000161021",
-        "ENSG00000161036",
         "ENSG00000161048",
         "ENSG00000161204",
         "ENSG00000161243",
@@ -2247,6 +2246,8 @@
         "ENSG00000161847",
         "ENSG00000161888",
         "ENSG00000161921",
+        "ENSG00000161996",
+        "ENSG00000162062",
         "ENSG00000162063",
         "ENSG00000162073",
         "ENSG00000162302",
@@ -2278,11 +2279,11 @@
         "ENSG00000162739",
         "ENSG00000162746",
         "ENSG00000162772",
+        "ENSG00000162775",
         "ENSG00000162777",
         "ENSG00000162836",
         "ENSG00000162851",
         "ENSG00000162878",
-        "ENSG00000162892",
         "ENSG00000162894",
         "ENSG00000162896",
         "ENSG00000162924",
@@ -2298,14 +2299,13 @@
         "ENSG00000163131",
         "ENSG00000163219",
         "ENSG00000163220",
-        "ENSG00000163251",
         "ENSG00000163273",
-        "ENSG00000163281",
         "ENSG00000163291",
         "ENSG00000163312",
         "ENSG00000163346",
         "ENSG00000163348",
         "ENSG00000163349",
+        "ENSG00000163362",
         "ENSG00000163364",
         "ENSG00000163374",
         "ENSG00000163376",
@@ -2335,6 +2335,7 @@
         "ENSG00000163626",
         "ENSG00000163645",
         "ENSG00000163661",
+        "ENSG00000163684",
         "ENSG00000163703",
         "ENSG00000163704",
         "ENSG00000163719",
@@ -2355,6 +2356,7 @@
         "ENSG00000163935",
         "ENSG00000163945",
         "ENSG00000163947",
+        "ENSG00000163961",
         "ENSG00000163975",
         "ENSG00000164002",
         "ENSG00000164008",
@@ -2364,6 +2366,7 @@
         "ENSG00000164068",
         "ENSG00000164073",
         "ENSG00000164077",
+        "ENSG00000164078",
         "ENSG00000164087",
         "ENSG00000164104",
         "ENSG00000164109",
@@ -2415,12 +2418,12 @@
         "ENSG00000164733",
         "ENSG00000164746",
         "ENSG00000164758",
-        "ENSG00000164778",
         "ENSG00000164796",
         "ENSG00000164825",
         "ENSG00000164850",
         "ENSG00000164896",
         "ENSG00000164902",
+        "ENSG00000164920",
         "ENSG00000164924",
         "ENSG00000164938",
         "ENSG00000164944",
@@ -2463,19 +2466,21 @@
         "ENSG00000165821",
         "ENSG00000165929",
         "ENSG00000165934",
-        "ENSG00000165943",
         "ENSG00000165959",
+        "ENSG00000165972",
         "ENSG00000165983",
         "ENSG00000166002",
         "ENSG00000166004",
         "ENSG00000166035",
         "ENSG00000166128",
         "ENSG00000166135",
+        "ENSG00000166166",
         "ENSG00000166169",
         "ENSG00000166181",
         "ENSG00000166188",
         "ENSG00000166189",
         "ENSG00000166197",
+        "ENSG00000166200",
         "ENSG00000166224",
         "ENSG00000166257",
         "ENSG00000166260",
@@ -2512,6 +2517,7 @@
         "ENSG00000166828",
         "ENSG00000166847",
         "ENSG00000166851",
+        "ENSG00000166855",
         "ENSG00000166860",
         "ENSG00000166881",
         "ENSG00000166887",
@@ -2519,10 +2525,8 @@
         "ENSG00000166927",
         "ENSG00000166946",
         "ENSG00000166960",
-        "ENSG00000166965",
         "ENSG00000166971",
         "ENSG00000166974",
-        "ENSG00000166986",
         "ENSG00000167074",
         "ENSG00000167077",
         "ENSG00000167083",
@@ -2540,7 +2544,6 @@
         "ENSG00000167333",
         "ENSG00000167363",
         "ENSG00000167384",
-        "ENSG00000167394",
         "ENSG00000167395",
         "ENSG00000167414",
         "ENSG00000167434",
@@ -2559,11 +2562,13 @@
         "ENSG00000167614",
         "ENSG00000167625",
         "ENSG00000167637",
+        "ENSG00000167646",
         "ENSG00000167664",
         "ENSG00000167700",
         "ENSG00000167702",
         "ENSG00000167705",
         "ENSG00000167716",
+        "ENSG00000167723",
         "ENSG00000167767",
         "ENSG00000167772",
         "ENSG00000167785",
@@ -2595,7 +2600,6 @@
         "ENSG00000168301",
         "ENSG00000168306",
         "ENSG00000168310",
-        "ENSG00000168350",
         "ENSG00000168385",
         "ENSG00000168404",
         "ENSG00000168421",
@@ -2604,6 +2608,7 @@
         "ENSG00000168488",
         "ENSG00000168490",
         "ENSG00000168496",
+        "ENSG00000168497",
         "ENSG00000168538",
         "ENSG00000168542",
         "ENSG00000168564",
@@ -2614,7 +2619,6 @@
         "ENSG00000168778",
         "ENSG00000168792",
         "ENSG00000168803",
-        "ENSG00000168813",
         "ENSG00000168824",
         "ENSG00000168827",
         "ENSG00000168874",
@@ -2622,7 +2626,6 @@
         "ENSG00000168884",
         "ENSG00000168906",
         "ENSG00000168918",
-        "ENSG00000168995",
         "ENSG00000169019",
         "ENSG00000169087",
         "ENSG00000169129",
@@ -2631,26 +2634,23 @@
         "ENSG00000169213",
         "ENSG00000169217",
         "ENSG00000169218",
-        "ENSG00000169220",
         "ENSG00000169245",
         "ENSG00000169247",
         "ENSG00000169252",
         "ENSG00000169255",
         "ENSG00000169258",
+        "ENSG00000169288",
         "ENSG00000169306",
         "ENSG00000169330",
         "ENSG00000169385",
         "ENSG00000169403",
         "ENSG00000169413",
-        "ENSG00000169418",
         "ENSG00000169429",
         "ENSG00000169435",
         "ENSG00000169442",
-        "ENSG00000169495",
         "ENSG00000169508",
         "ENSG00000169583",
         "ENSG00000169598",
-        "ENSG00000169710",
         "ENSG00000169714",
         "ENSG00000169756",
         "ENSG00000169758",
@@ -2663,14 +2663,12 @@
         "ENSG00000170004",
         "ENSG00000170006",
         "ENSG00000170074",
-        "ENSG00000170092",
         "ENSG00000170100",
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