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OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

@@ -1,4 +1,4 @@
 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 424 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.97 | 0.98 |\n| macrophage | 329 | 0.95 | 0.98 | 0.97 | 0.96 | 0.00 | 0.93 | 0.97 | 0.97 | 0.98 |\n| T cell | 255 | 0.71 | 0.79 | 0.70 | 0.69 | 0.00 | 0.78 | 0.70 | 0.83 | 0.83 |\n| endothelial cell | 185 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| mast cell | 212 | 0.98 | 0.99 | 0.98 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| CD8-positive, alpha-beta T cell | 119 | 0.65 | 0.69 | 0.61 | 0.42 | 0.00 | 0.78 | 0.77 | 0.90 | 0.80 |\n| smooth muscle cell | 63 | 0.88 | 0.89 | 0.87 | 0.87 | 0.00 | 0.88 | 0.86 | 0.87 | 0.87 |\n| CD4-positive, alpha-beta T cell | 35 | 0.31 | 0.09 | 0.03 | 0.04 | 0.00 | 0.18 | 0.27 | 0.32 | 0.26 |\n| neutrophil | 41 | 0.96 | 0.98 | 0.99 | 0.90 | 0.00 | 0.91 | 0.95 | 0.95 | 0.96 |\n| regulatory T cell | 26 | 0.65 | 0.69 | 0.51 | 0.07 | 0.00 | 0.57 | 0.60 | 0.61 | 0.65 |\n| sebum secreting cell | 15 | 0.85 | 0.90 | 0.90 | 0.87 | 0.00 | 0.67 | 0.90 | 0.93 | 0.90 |\n| myeloid dendritic cell | 18 | 0.55 | 0.75 | 0.67 | 0.67 | 0.00 | 0.59 | 0.84 | 0.72 | 0.76 |\n| melanocyte | 17 | 0.86 | 0.86 | 0.88 | 0.86 | 0.00 | 0.81 | 0.81 | 0.76 | 0.86 |\n| plasma cell | 9 | 0.89 | 0.89 | 0.94 | 0.75 | 0.00 | 0.76 | 1.00 | 1.00 | 1.00 |\n| Langerhans cell | 11 | 0.49 | 0.76 | 0.78 | 0.58 | 0.00 | 0.50 | 0.73 | 0.69 | 0.69 |\n| natural killer cell | 5 | 0.44 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.50 | 0.60 | 0.50 |\n| mature NK T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 0.00 | 0.00 | 0.00 |\n| keratocyte | 1 | 0.00 | 0.00 | 0.67 | 0.50 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |\n| basophil | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythrocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| stromal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| activated CD4-positive, alpha-beta 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 | 3705 | 0.97 | 0.97 | 0.98 | 0.99 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| macrophage | 2987 | 0.95 | 0.96 | 0.98 | 0.97 | 0.00 | 0.95 | 0.97 | 0.98 | 0.98 |\n| T cell | 2381 | 0.69 | 0.75 | 0.81 | 0.77 | 0.00 | 0.81 | 0.80 | 0.88 | 0.87 |\n| endothelial cell | 1890 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| mast cell | 1789 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| CD8-positive, alpha-beta T cell | 1412 | 0.70 | 0.71 | 0.77 | 0.61 | 0.00 | 0.80 | 0.89 | 0.94 | 0.87 |\n| smooth muscle cell | 441 | 0.85 | 0.86 | 0.89 | 0.89 | 0.00 | 0.85 | 0.88 | 0.88 | 0.88 |\n| CD4-positive, alpha-beta T cell | 330 | 0.27 | 0.09 | 0.42 | 0.34 | 0.00 | 0.56 | 0.58 | 0.67 | 0.70 |\n| neutrophil | 249 | 0.99 | 0.99 | 0.99 | 0.89 | 0.00 | 0.94 | 0.98 | 0.97 | 0.99 |\n| regulatory T cell | 247 | 0.63 | 0.57 | 0.75 | 0.39 | 0.00 | 0.75 | 0.81 | 0.83 | 0.81 |\n| sebum secreting cell | 120 | 0.82 | 0.87 | 0.90 | 0.92 | 0.00 | 0.86 | 0.98 | 0.98 | 0.93 |\n| myeloid dendritic cell | 90 | 0.41 | 0.33 | 0.59 | 0.68 | 0.00 | 0.65 | 0.73 | 0.76 | 0.77 |\n| melanocyte | 89 | 0.81 | 0.83 | 0.85 | 0.82 | 0.00 | 0.90 | 0.97 | 0.95 | 0.91 |\n| plasma cell | 77 | 0.97 | 0.94 | 1.00 | 0.80 | 0.00 | 0.77 | 0.96 | 0.97 | 0.99 |\n| Langerhans cell | 65 | 0.52 | 0.48 | 0.71 | 0.62 | 0.00 | 0.60 | 0.68 | 0.78 | 0.74 |\n| natural killer cell | 59 | 0.47 | 0.03 | 0.49 | 0.29 | 0.00 | 0.62 | 0.79 | 0.78 | 0.80 |\n| mature NK T cell | 30 | 0.00 | 0.00 | 0.21 | 0.34 | 0.00 | 0.52 | 0.97 | 0.90 | 0.91 |\n| keratocyte | 13 | 0.00 | 0.00 | 0.89 | 0.67 | 0.00 | 0.65 | 1.00 | 1.00 | 1.00 |\n| basophil | 7 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.23 | 1.00 | 0.82 | 0.00 |\n| epithelial cell | 8 | 0.00 | 0.00 | 0.00 | 0.55 | 0.00 | 1.00 | 0.94 | 1.00 | 0.86 |\n| B cell | 7 | 0.00 | 0.00 | 0.93 | 0.67 | 0.00 | 1.00 | 1.00 | 0.93 | 1.00 |\n| erythrocyte | 5 | 0.00 | 0.00 | 1.00 | 0.91 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| stromal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.38 | 1.00 | 0.80 | 0.67 |\n| muscle cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| activated CD4-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 1.00 | 1.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 407 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |\n| macrophage | 335 | 0.96 | 0.97 | 0.96 | 0.96 | 0.00 | 0.94 | 0.96 | 0.96 | 0.98 |\n| T cell | 261 | 0.73 | 0.77 | 0.72 | 0.66 | 0.00 | 0.70 | 0.67 | 0.82 | 0.82 |\n| endothelial cell | 200 | 0.99 | 0.98 | 0.98 | 0.98 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| mast cell | 220 | 0.99 | 0.99 | 0.98 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| CD8-positive, alpha-beta T cell | 129 | 0.66 | 0.71 | 0.62 | 0.38 | 0.00 | 0.68 | 0.82 | 0.90 | 0.76 |\n| smooth muscle cell | 55 | 0.86 | 0.91 | 0.88 | 0.88 | 0.00 | 0.87 | 0.86 | 0.85 | 0.87 |\n| CD4-positive, alpha-beta T cell | 34 | 0.27 | 0.08 | 0.14 | 0.10 | 0.00 | 0.25 | 0.25 | 0.29 | 0.36 |\n| neutrophil | 29 | 0.95 | 0.98 | 0.97 | 0.92 | 0.00 | 0.91 | 0.95 | 0.91 | 0.95 |\n| regulatory T cell | 25 | 0.63 | 0.68 | 0.42 | 0.06 | 0.00 | 0.55 | 0.52 | 0.66 | 0.68 |\n| sebum secreting cell | 13 | 0.79 | 0.81 | 0.87 | 0.87 | 0.00 | 0.81 | 0.90 | 0.80 | 0.84 |\n| myeloid dendritic cell | 16 | 0.67 | 0.69 | 0.61 | 0.50 | 0.00 | 0.51 | 0.73 | 0.68 | 0.83 |\n| melanocyte | 14 | 0.81 | 0.81 | 0.86 | 0.81 | 0.00 | 0.79 | 0.79 | 0.67 | 0.81 |\n| plasma cell | 10 | 0.95 | 1.00 | 0.95 | 0.86 | 0.00 | 0.87 | 0.95 | 1.00 | 1.00 |\n| Langerhans cell | 10 | 0.67 | 0.47 | 0.40 | 0.78 | 0.00 | 0.49 | 0.74 | 0.64 | 0.75 |\n| natural killer cell | 3 | 0.50 | 0.00 | 0.00 | 0.50 | 0.00 | 0.25 | 0.40 | 0.40 | 0.57 |\n| mature NK T cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.22 | 0.29 | 0.29 | 0.00 |\n| keratocyte | 2 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.67 | 0.67 |\n| basophil | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 |\n| epithelial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 0.00 | 0.00 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythrocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| stromal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| activated CD4-positive, alpha-beta 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 | 3722 | 0.97 | 0.97 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |\n| macrophage | 2981 | 0.95 | 0.97 | 0.98 | 0.98 | 0.00 | 0.95 | 0.97 | 0.98 | 0.98 |\n| T cell | 2375 | 0.70 | 0.74 | 0.81 | 0.79 | 0.00 | 0.75 | 0.80 | 0.88 | 0.88 |\n| endothelial cell | 1875 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| mast cell | 1781 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| CD8-positive, alpha-beta T cell | 1402 | 0.69 | 0.70 | 0.77 | 0.63 | 0.00 | 0.76 | 0.89 | 0.94 | 0.87 |\n| smooth muscle cell | 449 | 0.84 | 0.87 | 0.88 | 0.88 | 0.00 | 0.89 | 0.88 | 0.88 | 0.87 |\n| CD4-positive, alpha-beta T cell | 331 | 0.20 | 0.09 | 0.40 | 0.38 | 0.00 | 0.43 | 0.59 | 0.67 | 0.70 |\n| neutrophil | 261 | 0.99 | 1.00 | 0.99 | 0.97 | 0.00 | 0.94 | 0.98 | 0.97 | 0.99 |\n| regulatory T cell | 248 | 0.61 | 0.60 | 0.74 | 0.37 | 0.00 | 0.78 | 0.83 | 0.84 | 0.84 |\n| sebum secreting cell | 122 | 0.83 | 0.89 | 0.91 | 0.89 | 0.00 | 0.87 | 0.97 | 0.98 | 0.93 |\n| myeloid dendritic cell | 92 | 0.45 | 0.37 | 0.63 | 0.71 | 0.00 | 0.65 | 0.70 | 0.81 | 0.74 |\n| melanocyte | 92 | 0.81 | 0.81 | 0.86 | 0.77 | 0.00 | 0.83 | 0.98 | 0.94 | 0.91 |\n| plasma cell | 76 | 0.97 | 0.94 | 1.00 | 0.90 | 0.00 | 0.88 | 0.98 | 0.99 | 0.99 |\n| Langerhans cell | 66 | 0.52 | 0.50 | 0.73 | 0.70 | 0.00 | 0.53 | 0.66 | 0.80 | 0.75 |\n| natural killer cell | 61 | 0.46 | 0.07 | 0.49 | 0.45 | 0.00 | 0.70 | 0.75 | 0.81 | 0.80 |\n| mature NK T cell | 29 | 0.00 | 0.00 | 0.40 | 0.11 | 0.00 | 0.63 | 0.85 | 0.84 | 0.91 |\n| keratocyte | 12 | 0.00 | 0.00 | 0.96 | 0.70 | 0.00 | 0.50 | 1.00 | 0.96 | 1.00 |\n| basophil | 7 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.19 | 1.00 | 1.00 | 0.00 |\n| epithelial cell | 7 | 0.00 | 0.00 | 0.00 | 0.36 | 0.00 | 0.74 | 0.88 | 1.00 | 0.73 |\n| B cell | 7 | 0.00 | 0.00 | 0.92 | 0.73 | 0.00 | 0.78 | 1.00 | 0.88 | 1.00 |\n| erythrocyte | 5 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.91 | 1.00 | 1.00 | 1.00 |\n| stromal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 1.00 | 0.86 |\n| muscle cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 1.00 | 1.00 |\n| activated CD4-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

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 size 569753

harmony_knn_classifier.joblib

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preprocessing.json

@@ -2,13 +2,13 @@
     "gene_names": [
         "ENSG00000001036",
         "ENSG00000001167",
-        "ENSG00000001460",
         "ENSG00000001461",
         "ENSG00000001497",
         "ENSG00000001617",
         "ENSG00000002587",
         "ENSG00000002919",
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+        "ENSG00000003096",
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@@ -22,8 +22,6 @@
         "ENSG00000005108",
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-        "ENSG00000005379",
-        "ENSG00000005436",
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@@ -48,8 +46,8 @@
         "ENSG00000007908",
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+        "ENSG00000008282",
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-        "ENSG00000008382",
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         "ENSG00000010278",
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         "ENSG00000035403",
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         "ENSG00000057935",
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         "ENSG00000070413",
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         "ENSG00000082175",
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         "ENSG00000089597",
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+        "ENSG00000089876",
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         "ENSG00000099985",
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         "ENSG00000100321",
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         "ENSG00000100865",
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         "ENSG00000101082",
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         "ENSG00000101255",
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         "ENSG00000103855",
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-        "ENSG00000104147",
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         "ENSG00000104731",
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         "ENSG00000105245",
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         "ENSG00000105520",
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-        "ENSG00000105662",
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         "ENSG00000106012",
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-        "ENSG00000106066",
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         "ENSG00000106366",
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+        "ENSG00000106479",
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         "ENSG00000106714",
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         "ENSG00000107614",
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         "ENSG00000108700",
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-        "ENSG00000108784",
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         "ENSG00000109501",
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         "ENSG00000109684",
         "ENSG00000109686",
         "ENSG00000109743",
@@ -795,7 +798,6 @@
         "ENSG00000109819",
         "ENSG00000109846",
         "ENSG00000109861",
-        "ENSG00000109911",
         "ENSG00000109929",
         "ENSG00000109943",
         "ENSG00000109944",
@@ -813,14 +815,12 @@
         "ENSG00000110328",
         "ENSG00000110427",
         "ENSG00000110436",
-        "ENSG00000110492",
         "ENSG00000110583",
         "ENSG00000110660",
         "ENSG00000110693",
         "ENSG00000110723",
         "ENSG00000110799",
         "ENSG00000110811",
-        "ENSG00000110844",
         "ENSG00000110848",
         "ENSG00000110871",
         "ENSG00000110876",
@@ -843,13 +843,11 @@
         "ENSG00000111452",
         "ENSG00000111554",
         "ENSG00000111670",
-        "ENSG00000111671",
         "ENSG00000111696",
         "ENSG00000111731",
         "ENSG00000111785",
         "ENSG00000111799",
         "ENSG00000111801",
-        "ENSG00000111845",
         "ENSG00000111846",
         "ENSG00000111850",
         "ENSG00000111859",
@@ -874,7 +872,6 @@
         "ENSG00000112276",
         "ENSG00000112290",
         "ENSG00000112299",
-        "ENSG00000112303",
         "ENSG00000112309",
         "ENSG00000112319",
         "ENSG00000112320",
@@ -882,7 +879,6 @@
         "ENSG00000112367",
         "ENSG00000112378",
         "ENSG00000112379",
-        "ENSG00000112414",
         "ENSG00000112419",
         "ENSG00000112473",
         "ENSG00000112559",
@@ -906,7 +902,6 @@
         "ENSG00000113048",
         "ENSG00000113070",
         "ENSG00000113083",
-        "ENSG00000113108",
         "ENSG00000113140",
         "ENSG00000113161",
         "ENSG00000113249",
@@ -930,7 +925,6 @@
         "ENSG00000113845",
         "ENSG00000113966",
         "ENSG00000114019",
-        "ENSG00000114054",
         "ENSG00000114107",
         "ENSG00000114268",
         "ENSG00000114270",
@@ -938,6 +932,7 @@
         "ENSG00000114346",
         "ENSG00000114388",
         "ENSG00000114446",
+        "ENSG00000114450",
         "ENSG00000114541",
         "ENSG00000114544",
         "ENSG00000114554",
@@ -945,12 +940,12 @@
         "ENSG00000114686",
         "ENSG00000114767",
         "ENSG00000114779",
-        "ENSG00000114841",
         "ENSG00000114853",
         "ENSG00000114948",
         "ENSG00000114988",
         "ENSG00000115009",
         "ENSG00000115085",
+        "ENSG00000115107",
         "ENSG00000115137",
         "ENSG00000115145",
         "ENSG00000115163",
@@ -971,7 +966,6 @@
         "ENSG00000115425",
         "ENSG00000115461",
         "ENSG00000115468",
-        "ENSG00000115504",
         "ENSG00000115523",
         "ENSG00000115590",
         "ENSG00000115602",
@@ -1088,7 +1082,6 @@
         "ENSG00000119514",
         "ENSG00000119537",
         "ENSG00000119630",
-        "ENSG00000119636",
         "ENSG00000119661",
         "ENSG00000119681",
         "ENSG00000119699",
@@ -1120,6 +1113,7 @@
         "ENSG00000120370",
         "ENSG00000120451",
         "ENSG00000120509",
+        "ENSG00000120526",
         "ENSG00000120594",
         "ENSG00000120647",
         "ENSG00000120662",
@@ -1135,7 +1129,6 @@
         "ENSG00000120832",
         "ENSG00000120885",
         "ENSG00000120910",
-        "ENSG00000120925",
         "ENSG00000121057",
         "ENSG00000121058",
         "ENSG00000121064",
@@ -1206,7 +1199,6 @@
         "ENSG00000123600",
         "ENSG00000123609",
         "ENSG00000123610",
-        "ENSG00000123612",
         "ENSG00000123689",
         "ENSG00000123700",
         "ENSG00000123728",
@@ -1224,6 +1216,7 @@
         "ENSG00000124155",
         "ENSG00000124212",
         "ENSG00000124216",
+        "ENSG00000124249",
         "ENSG00000124251",
         "ENSG00000124343",
         "ENSG00000124374",
@@ -1251,7 +1244,6 @@
         "ENSG00000125170",
         "ENSG00000125246",
         "ENSG00000125378",
-        "ENSG00000125384",
         "ENSG00000125386",
         "ENSG00000125388",
         "ENSG00000125449",
@@ -1273,8 +1265,6 @@
         "ENSG00000125845",
         "ENSG00000125846",
         "ENSG00000125868",
-        "ENSG00000125875",
-        "ENSG00000125885",
         "ENSG00000125910",
         "ENSG00000125945",
         "ENSG00000125962",
@@ -1318,6 +1308,7 @@
         "ENSG00000128016",
         "ENSG00000128050",
         "ENSG00000128052",
+        "ENSG00000128059",
         "ENSG00000128203",
         "ENSG00000128245",
         "ENSG00000128268",
@@ -1347,6 +1338,7 @@
         "ENSG00000128944",
         "ENSG00000129009",
         "ENSG00000129116",
+        "ENSG00000129158",
         "ENSG00000129244",
         "ENSG00000129295",
         "ENSG00000129347",
@@ -1363,6 +1355,7 @@
         "ENSG00000130021",
         "ENSG00000130023",
         "ENSG00000130038",
+        "ENSG00000130052",
         "ENSG00000130066",
         "ENSG00000130158",
         "ENSG00000130159",
@@ -1380,7 +1373,6 @@
         "ENSG00000130518",
         "ENSG00000130558",
         "ENSG00000130635",
-        "ENSG00000130638",
         "ENSG00000130653",
         "ENSG00000130695",
         "ENSG00000130702",
@@ -1391,13 +1383,14 @@
         "ENSG00000130803",
         "ENSG00000130844",
         "ENSG00000130856",
-        "ENSG00000130881",
         "ENSG00000130956",
         "ENSG00000130962",
         "ENSG00000131015",
         "ENSG00000131016",
         "ENSG00000131018",
         "ENSG00000131043",
+        "ENSG00000131089",
+        "ENSG00000131127",
         "ENSG00000131203",
         "ENSG00000131242",
         "ENSG00000131351",
@@ -1410,7 +1403,6 @@
         "ENSG00000131591",
         "ENSG00000131634",
         "ENSG00000131711",
-        "ENSG00000131732",
         "ENSG00000131747",
         "ENSG00000131773",
         "ENSG00000131779",
@@ -1433,11 +1425,9 @@
         "ENSG00000132541",
         "ENSG00000132600",
         "ENSG00000132603",
-        "ENSG00000132622",
         "ENSG00000132635",
         "ENSG00000132639",
         "ENSG00000132669",
-        "ENSG00000132680",
         "ENSG00000132694",
         "ENSG00000132718",
         "ENSG00000132773",
@@ -1448,6 +1438,7 @@
         "ENSG00000132846",
         "ENSG00000132879",
         "ENSG00000132906",
+        "ENSG00000132938",
         "ENSG00000133069",
         "ENSG00000133083",
         "ENSG00000133110",
@@ -1496,6 +1487,7 @@
         "ENSG00000134545",
         "ENSG00000134569",
         "ENSG00000134575",
+        "ENSG00000134775",
         "ENSG00000134852",
         "ENSG00000134853",
         "ENSG00000134871",
@@ -1540,6 +1532,7 @@
         "ENSG00000135828",
         "ENSG00000135899",
         "ENSG00000135903",
+        "ENSG00000135913",
         "ENSG00000135919",
         "ENSG00000135924",
         "ENSG00000135929",
@@ -1547,10 +1540,12 @@
         "ENSG00000135953",
         "ENSG00000135966",
         "ENSG00000135972",
+        "ENSG00000136014",
         "ENSG00000136068",
         "ENSG00000136111",
         "ENSG00000136158",
         "ENSG00000136160",
+        "ENSG00000136161",
         "ENSG00000136193",
         "ENSG00000136235",
         "ENSG00000136237",
@@ -1574,6 +1569,7 @@
         "ENSG00000136895",
         "ENSG00000136932",
         "ENSG00000136933",
+        "ENSG00000136935",
         "ENSG00000136937",
         "ENSG00000136943",
         "ENSG00000136960",
@@ -1584,21 +1580,21 @@
         "ENSG00000137078",
         "ENSG00000137101",
         "ENSG00000137124",
+        "ENSG00000137135",
         "ENSG00000137171",
         "ENSG00000137193",
         "ENSG00000137198",
-        "ENSG00000137200",
         "ENSG00000137216",
         "ENSG00000137265",
         "ENSG00000137269",
         "ENSG00000137273",
-        "ENSG00000137274",
         "ENSG00000137285",
         "ENSG00000137338",
         "ENSG00000137343",
         "ENSG00000137404",
         "ENSG00000137441",
         "ENSG00000137449",
+        "ENSG00000137494",
         "ENSG00000137507",
         "ENSG00000137509",
         "ENSG00000137513",
@@ -1662,6 +1658,7 @@
         "ENSG00000138617",
         "ENSG00000138629",
         "ENSG00000138639",
+        "ENSG00000138642",
         "ENSG00000138650",
         "ENSG00000138658",
         "ENSG00000138685",
@@ -1698,6 +1695,8 @@
         "ENSG00000139292",
         "ENSG00000139318",
         "ENSG00000139329",
+        "ENSG00000139405",
+        "ENSG00000139531",
         "ENSG00000139546",
         "ENSG00000139567",
         "ENSG00000139572",
@@ -1706,6 +1705,7 @@
         "ENSG00000139714",
         "ENSG00000139737",
         "ENSG00000139835",
+        "ENSG00000139910",
         "ENSG00000139915",
         "ENSG00000139926",
         "ENSG00000139971",
@@ -1713,7 +1713,6 @@
         "ENSG00000139998",
         "ENSG00000140009",
         "ENSG00000140092",
-        "ENSG00000140104",
         "ENSG00000140259",
         "ENSG00000140265",
         "ENSG00000140285",
@@ -1727,6 +1726,7 @@
         "ENSG00000140465",
         "ENSG00000140471",
         "ENSG00000140479",
+        "ENSG00000140511",
         "ENSG00000140519",
         "ENSG00000140525",
         "ENSG00000140538",
@@ -1768,12 +1768,9 @@
         "ENSG00000141577",
         "ENSG00000141682",
         "ENSG00000141736",
-        "ENSG00000141744",
-        "ENSG00000141750",
         "ENSG00000141753",
         "ENSG00000141854",
         "ENSG00000141934",
-        "ENSG00000142065",
         "ENSG00000142156",
         "ENSG00000142185",
         "ENSG00000142224",
@@ -1792,6 +1789,7 @@
         "ENSG00000142733",
         "ENSG00000142765",
         "ENSG00000142794",
+        "ENSG00000142798",
         "ENSG00000142856",
         "ENSG00000142871",
         "ENSG00000142892",
@@ -1874,6 +1872,7 @@
         "ENSG00000145284",
         "ENSG00000145335",
         "ENSG00000145349",
+        "ENSG00000145362",
         "ENSG00000145416",
         "ENSG00000145423",
         "ENSG00000145476",
@@ -1897,9 +1896,9 @@
         "ENSG00000145996",
         "ENSG00000146122",
         "ENSG00000146192",
-        "ENSG00000146205",
         "ENSG00000146232",
         "ENSG00000146242",
+        "ENSG00000146243",
         "ENSG00000146263",
         "ENSG00000146281",
         "ENSG00000146285",
@@ -1908,6 +1907,7 @@
         "ENSG00000146477",
         "ENSG00000146674",
         "ENSG00000146729",
+        "ENSG00000146733",
         "ENSG00000146757",
         "ENSG00000146776",
         "ENSG00000146842",
@@ -1924,7 +1924,6 @@
         "ENSG00000147119",
         "ENSG00000147121",
         "ENSG00000147124",
-        "ENSG00000147138",
         "ENSG00000147144",
         "ENSG00000147231",
         "ENSG00000147257",
@@ -1955,7 +1954,6 @@
         "ENSG00000148481",
         "ENSG00000148488",
         "ENSG00000148606",
-        "ENSG00000148660",
         "ENSG00000148680",
         "ENSG00000148814",
         "ENSG00000148842",
@@ -1981,7 +1979,6 @@
         "ENSG00000149554",
         "ENSG00000149557",
         "ENSG00000149564",
-        "ENSG00000149577",
         "ENSG00000149582",
         "ENSG00000149591",
         "ENSG00000149968",
@@ -1992,6 +1989,7 @@
         "ENSG00000150459",
         "ENSG00000150477",
         "ENSG00000150594",
+        "ENSG00000150630",
         "ENSG00000150636",
         "ENSG00000150667",
         "ENSG00000150681",
@@ -2043,6 +2041,7 @@
         "ENSG00000152377",
         "ENSG00000152402",
         "ENSG00000152409",
+        "ENSG00000152454",
         "ENSG00000152455",
         "ENSG00000152457",
         "ENSG00000152492",
@@ -2075,7 +2074,6 @@
         "ENSG00000153714",
         "ENSG00000153721",
         "ENSG00000153767",
-        "ENSG00000153786",
         "ENSG00000153885",
         "ENSG00000153898",
         "ENSG00000153904",
@@ -2125,6 +2123,7 @@
         "ENSG00000155636",
         "ENSG00000155657",
         "ENSG00000155659",
+        "ENSG00000155729",
         "ENSG00000155749",
         "ENSG00000155755",
         "ENSG00000155760",
@@ -2148,11 +2147,9 @@
         "ENSG00000156239",
         "ENSG00000156265",
         "ENSG00000156298",
-        "ENSG00000156299",
         "ENSG00000156398",
         "ENSG00000156427",
         "ENSG00000156453",
-        "ENSG00000156471",
         "ENSG00000156504",
         "ENSG00000156510",
         "ENSG00000156521",
@@ -2163,6 +2160,7 @@
         "ENSG00000156869",
         "ENSG00000156990",
         "ENSG00000157036",
+        "ENSG00000157110",
         "ENSG00000157111",
         "ENSG00000157150",
         "ENSG00000157152",
@@ -2220,7 +2218,6 @@
         "ENSG00000159167",
         "ENSG00000159176",
         "ENSG00000159200",
-        "ENSG00000159212",
         "ENSG00000159231",
         "ENSG00000159259",
         "ENSG00000159261",
@@ -2231,18 +2228,20 @@
         "ENSG00000159596",
         "ENSG00000159618",
         "ENSG00000159674",
-        "ENSG00000159761",
+        "ENSG00000159714",
         "ENSG00000159763",
         "ENSG00000159792",
         "ENSG00000159885",
         "ENSG00000159899",
         "ENSG00000159917",
+        "ENSG00000159921",
         "ENSG00000159958",
         "ENSG00000160049",
         "ENSG00000160111",
         "ENSG00000160131",
         "ENSG00000160145",
         "ENSG00000160161",
+        "ENSG00000160191",
         "ENSG00000160193",
         "ENSG00000160229",
         "ENSG00000160293",
@@ -2252,7 +2251,6 @@
         "ENSG00000160352",
         "ENSG00000160392",
         "ENSG00000160408",
-        "ENSG00000160460",
         "ENSG00000160539",
         "ENSG00000160588",
         "ENSG00000160593",
@@ -2269,8 +2267,8 @@
         "ENSG00000161048",
         "ENSG00000161267",
         "ENSG00000161381",
-        "ENSG00000161395",
         "ENSG00000161513",
+        "ENSG00000161551",
         "ENSG00000161638",
         "ENSG00000161653",
         "ENSG00000161714",
@@ -2278,14 +2276,12 @@
         "ENSG00000161996",
         "ENSG00000162063",
         "ENSG00000162066",
-        "ENSG00000162073",
         "ENSG00000162086",
         "ENSG00000162105",
         "ENSG00000162129",
         "ENSG00000162139",
         "ENSG00000162144",
         "ENSG00000162174",
-        "ENSG00000162337",
         "ENSG00000162367",
         "ENSG00000162373",
         "ENSG00000162377",
@@ -2307,7 +2303,6 @@
         "ENSG00000162616",
         "ENSG00000162618",
         "ENSG00000162627",
-        "ENSG00000162639",
         "ENSG00000162643",
         "ENSG00000162645",
         "ENSG00000162654",
@@ -2316,7 +2311,6 @@
         "ENSG00000162694",
         "ENSG00000162706",
         "ENSG00000162733",
-        "ENSG00000162735",
         "ENSG00000162736",
         "ENSG00000162738",
         "ENSG00000162745",
@@ -2367,9 +2361,9 @@
         "ENSG00000163563",
         "ENSG00000163568",
         "ENSG00000163577",
+        "ENSG00000163590",
         "ENSG00000163596",
         "ENSG00000163600",
-        "ENSG00000163606",
         "ENSG00000163617",
         "ENSG00000163624",
         "ENSG00000163629",
@@ -2410,6 +2404,7 @@
         "ENSG00000164056",
         "ENSG00000164068",
         "ENSG00000164070",
+        "ENSG00000164088",
         "ENSG00000164099",
         "ENSG00000164109",
         "ENSG00000164114",
@@ -2479,6 +2474,7 @@
         "ENSG00000165092",
         "ENSG00000165105",
         "ENSG00000165124",
+        "ENSG00000165140",
         "ENSG00000165152",
         "ENSG00000165168",
         "ENSG00000165240",
@@ -2527,6 +2523,7 @@
         "ENSG00000166145",
         "ENSG00000166147",
         "ENSG00000166148",
+        "ENSG00000166153",
         "ENSG00000166165",
         "ENSG00000166169",
         "ENSG00000166173",
@@ -2544,7 +2541,6 @@
         "ENSG00000166402",
         "ENSG00000166405",
         "ENSG00000166426",
-        "ENSG00000166432",
         "ENSG00000166450",
         "ENSG00000166454",
         "ENSG00000166482",
@@ -2579,7 +2575,6 @@
         "ENSG00000167074",
         "ENSG00000167100",
         "ENSG00000167106",
-        "ENSG00000167112",
         "ENSG00000167113",
         "ENSG00000167123",
         "ENSG00000167191",
@@ -2597,7 +2592,6 @@
         "ENSG00000167523",
         "ENSG00000167528",
         "ENSG00000167535",
-        "ENSG00000167550",
         "ENSG00000167555",
         "ENSG00000167601",
         "ENSG00000167608",
@@ -2607,7 +2601,6 @@
         "ENSG00000167670",
         "ENSG00000167695",
         "ENSG00000167700",
-        "ENSG00000167716",
         "ENSG00000167733",
         "ENSG00000167772",
         "ENSG00000167775",
@@ -2616,7 +2609,6 @@
         "ENSG00000167785",
         "ENSG00000167861",
         "ENSG00000167874",
-        "ENSG00000167912",
         "ENSG00000167920",
         "ENSG00000167967",
         "ENSG00000167984",
@@ -2639,7 +2631,6 @@
         "ENSG00000168356",
         "ENSG00000168389",
         "ENSG00000168398",
-        "ENSG00000168404",
         "ENSG00000168453",
         "ENSG00000168477",
         "ENSG00000168497",
@@ -2650,8 +2641,10 @@
         "ENSG00000168679",
         "ENSG00000168702",
         "ENSG00000168734",
+        "ENSG00000168743",
         "ENSG00000168765",
         "ENSG00000168778",
+        "ENSG00000168779",
         "ENSG00000168781",
         "ENSG00000168785",
         "ENSG00000168792",
@@ -2665,6 +2658,7 @@
         "ENSG00000168936",
         "ENSG00000168938",
         "ENSG00000168993",
+        "ENSG00000168994",
         "ENSG00000169018",
         "ENSG00000169019",
         "ENSG00000169047",
@@ -2683,18 +2677,17 @@
         "ENSG00000169299",
         "ENSG00000169429",
         "ENSG00000169432",
-        "ENSG00000169504",
         "ENSG00000169507",
         "ENSG00000169508",
         "ENSG00000169570",
         "ENSG00000169598",
         "ENSG00000169604",
+        "ENSG00000169635",
         "ENSG00000169696",
         "ENSG00000169715",
         "ENSG00000169758",
         "ENSG00000169760",
         "ENSG00000169857",
-        "ENSG00000169860",
         "ENSG00000169862",
         "ENSG00000169902",
         "ENSG00000169908",
@@ -2703,9 +2696,9 @@
         "ENSG00000169981",
         "ENSG00000169991",
         "ENSG00000169992",
-        "ENSG00000170006",
         "ENSG00000170011",
         "ENSG00000170085",
+        "ENSG00000170100",
         "ENSG00000170153",
         "ENSG00000170191",
         "ENSG00000170222",
@@ -2725,7 +2718,6 @@
         "ENSG00000170421",
         "ENSG00000170425",
         "ENSG00000170445",
-        "ENSG00000170448",
         "ENSG00000170458",
         "ENSG00000170468",
         "ENSG00000170500",
@@ -2751,7 +2743,6 @@
         "ENSG00000171045",
         "ENSG00000171056",
         "ENSG00000171105",
-        "ENSG00000171119",
         "ENSG00000171150",
         "ENSG00000171163",
         "ENSG00000171169",
@@ -2839,6 +2830,7 @@
         "ENSG00000172840",
         "ENSG00000172889",
         "ENSG00000172893",
+        "ENSG00000172901",
         "ENSG00000172915",
         "ENSG00000172935",
         "ENSG00000172936",
@@ -2850,16 +2842,16 @@
         "ENSG00000173083",
         "ENSG00000173110",
         "ENSG00000173114",
-        "ENSG00000173137",
         "ENSG00000173156",
         "ENSG00000173193",
         "ENSG00000173200",
-        "ENSG00000173218",
         "ENSG00000173221",
         "ENSG00000173226",
         "ENSG00000173258",
         "ENSG00000173267",
         "ENSG00000173269",
+        "ENSG00000173275",
+        "ENSG00000173281",
         "ENSG00000173334",
         "ENSG00000173376",
         "ENSG00000173391",
@@ -2905,6 +2897,7 @@
         "ENSG00000174705",
         "ENSG00000174796",
         "ENSG00000174804",
+        "ENSG00000174807",
         "ENSG00000174837",
         "ENSG00000174885",
         "ENSG00000174915",
@@ -2937,7 +2930,6 @@
         "ENSG00000175764",
         "ENSG00000175787",
         "ENSG00000175820",
-        "ENSG00000175866",
         "ENSG00000175893",
         "ENSG00000175899",
         "ENSG00000175906",
@@ -2945,16 +2937,14 @@
         "ENSG00000176014",
         "ENSG00000176024",
         "ENSG00000176058",
-        "ENSG00000176087",
-        "ENSG00000176108",
         "ENSG00000176208",
-        "ENSG00000176371",
         "ENSG00000176396",
         "ENSG00000176406",
         "ENSG00000176422",
         "ENSG00000176435",
         "ENSG00000176454",
         "ENSG00000176485",
+        "ENSG00000176531",
         "ENSG00000176601",
         "ENSG00000176641",
         "ENSG00000176692",
@@ -2964,7 +2954,6 @@
         "ENSG00000176834",
         "ENSG00000176853",
         "ENSG00000176890",
-        "ENSG00000176894",
         "ENSG00000176903",
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