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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| B cell | 1679 | 0.99 | 0.99 | 0.99 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| neutrophil | 1509 | 0.99 | 1.00 | 0.99 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| CD8-positive, alpha-beta T cell | 1086 | 0.84 | 0.92 | 0.92 | 0.89 | 0.00 | 0.81 | 0.78 | 0.83 | 0.90 |\n| classical monocyte | 455 | 0.81 | 0.88 | 0.87 | 0.86 | 0.00 | 0.79 | 0.79 | 0.83 | 0.89 |\n| plasma cell | 375 | 0.98 | 0.97 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| natural killer cell | 375 | 0.93 | 0.94 | 0.95 | 0.92 | 0.00 | 0.94 | 0.92 | 0.93 | 0.95 |\n| monocyte | 334 | 0.68 | 0.80 | 0.78 | 0.76 | 0.00 | 0.73 | 0.64 | 0.74 | 0.80 |\n| macrophage | 282 | 0.92 | 0.95 | 0.95 | 0.93 | 0.00 | 0.94 | 0.92 | 0.93 | 0.96 |\n| CD4-positive, alpha-beta T cell | 292 | 0.34 | 0.62 | 0.58 | 0.46 | 0.00 | 0.45 | 0.46 | 0.54 | 0.58 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 196 | 0.62 | 0.69 | 0.67 | 0.55 | 0.00 | 0.64 | 0.61 | 0.67 | 0.72 |\n| endothelial cell | 123 | 0.97 | 0.98 | 0.98 | 0.96 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| mature NK T cell | 106 | 0.73 | 0.75 | 0.78 | 0.58 | 0.00 | 0.67 | 0.59 | 0.69 | 0.80 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 67 | 0.47 | 0.25 | 0.63 | 0.21 | 0.00 | 0.45 | 0.47 | 0.54 | 0.58 |\n| erythrocyte | 44 | 0.86 | 0.97 | 0.97 | 0.98 | 0.00 | 0.94 | 0.97 | 0.89 | 0.98 |\n| intermediate monocyte | 28 | 0.13 | 0.00 | 0.04 | 0.11 | 0.00 | 0.15 | 0.21 | 0.24 | 0.23 |\n| regulatory T cell | 36 | 0.53 | 0.53 | 0.51 | 0.40 | 0.00 | 0.48 | 0.42 | 0.51 | 0.58 |\n| innate lymphoid cell | 21 | 0.88 | 0.89 | 0.98 | 0.87 | 0.00 | 0.74 | 0.89 | 0.82 | 0.89 |\n| T cell | 11 | 0.65 | 0.74 | 0.62 | 0.57 | 0.00 | 0.32 | 0.47 | 0.45 | 0.63 |\n| non-classical monocyte | 11 | 0.00 | 0.00 | 0.43 | 0.00 | 0.00 | 0.39 | 0.44 | 0.55 | 0.43 |\n| hematopoietic precursor cell | 7 | 0.48 | 0.55 | 0.77 | 0.86 | 0.00 | 0.71 | 0.75 | 0.77 | 0.92 |\n| platelet | 7 | 0.00 | 0.60 | 0.73 | 0.62 | 0.00 | 0.44 | 0.93 | 0.88 | 1.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.25 | 0.00 | 0.50 | 1.00 |\n| plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| hematopoietic stem cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| fibroblast | 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| B cell | 14878 | 0.99 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| neutrophil | 13392 | 0.99 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| CD8-positive, alpha-beta T cell | 9801 | 0.85 | 0.92 | 0.95 | 0.93 | 0.00 | 0.83 | 0.82 | 0.85 | 0.92 |\n| classical monocyte | 4007 | 0.81 | 0.85 | 0.90 | 0.88 | 0.00 | 0.80 | 0.82 | 0.86 | 0.90 |\n| plasma cell | 3601 | 0.98 | 0.96 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| natural killer cell | 3569 | 0.93 | 0.94 | 0.97 | 0.94 | 0.00 | 0.95 | 0.94 | 0.95 | 0.96 |\n| monocyte | 2780 | 0.65 | 0.73 | 0.83 | 0.79 | 0.00 | 0.73 | 0.71 | 0.77 | 0.83 |\n| macrophage | 2524 | 0.92 | 0.93 | 0.96 | 0.94 | 0.00 | 0.93 | 0.94 | 0.94 | 0.95 |\n| CD4-positive, alpha-beta T cell | 2450 | 0.37 | 0.54 | 0.69 | 0.63 | 0.00 | 0.53 | 0.53 | 0.61 | 0.68 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 2121 | 0.68 | 0.61 | 0.79 | 0.72 | 0.00 | 0.75 | 0.69 | 0.75 | 0.81 |\n| endothelial cell | 1227 | 0.96 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| mature NK T cell | 923 | 0.71 | 0.78 | 0.86 | 0.71 | 0.00 | 0.73 | 0.69 | 0.76 | 0.86 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 555 | 0.47 | 0.11 | 0.74 | 0.57 | 0.00 | 0.50 | 0.51 | 0.55 | 0.66 |\n| erythrocyte | 362 | 0.90 | 0.98 | 0.98 | 0.98 | 0.00 | 0.91 | 0.99 | 0.94 | 0.99 |\n| intermediate monocyte | 368 | 0.21 | 0.03 | 0.37 | 0.30 | 0.00 | 0.35 | 0.50 | 0.51 | 0.59 |\n| regulatory T cell | 306 | 0.46 | 0.45 | 0.62 | 0.45 | 0.00 | 0.55 | 0.59 | 0.67 | 0.72 |\n| innate lymphoid cell | 149 | 0.76 | 0.82 | 0.89 | 0.84 | 0.00 | 0.72 | 0.88 | 0.86 | 0.87 |\n| T cell | 140 | 0.65 | 0.64 | 0.77 | 0.72 | 0.00 | 0.47 | 0.75 | 0.60 | 0.73 |\n| non-classical monocyte | 115 | 0.00 | 0.03 | 0.46 | 0.30 | 0.00 | 0.65 | 0.64 | 0.75 | 0.74 |\n| hematopoietic precursor cell | 61 | 0.55 | 0.71 | 0.82 | 0.77 | 0.00 | 0.81 | 0.80 | 0.86 | 0.88 |\n| platelet | 47 | 0.00 | 0.61 | 0.69 | 0.85 | 0.00 | 0.39 | 0.85 | 0.88 | 0.95 |\n| myeloid dendritic cell | 16 | 0.00 | 0.00 | 0.57 | 0.30 | 0.00 | 0.39 | 0.94 | 0.86 | 0.94 |\n| plasmacytoid dendritic cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.45 | 1.00 | 0.86 | 1.00 |\n| basophil | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.17 | 1.00 | 1.00 | 1.00 |\n| hematopoietic stem cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 1.00 | 1.00 | 0.00 |\n| fibroblast | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 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| B cell | 1679 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| neutrophil | 1501 | 0.99 | 1.00 | 0.99 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| CD8-positive, alpha-beta T cell | 1092 | 0.81 | 0.91 | 0.91 | 0.89 | 0.00 | 0.85 | 0.79 | 0.84 | 0.90 |\n| classical monocyte | 443 | 0.81 | 0.88 | 0.87 | 0.85 | 0.00 | 0.81 | 0.83 | 0.84 | 0.90 |\n| plasma cell | 370 | 0.99 | 0.97 | 0.99 | 1.00 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| natural killer cell | 379 | 0.93 | 0.94 | 0.96 | 0.91 | 0.00 | 0.94 | 0.93 | 0.94 | 0.94 |\n| monocyte | 337 | 0.70 | 0.78 | 0.78 | 0.75 | 0.00 | 0.74 | 0.66 | 0.72 | 0.81 |\n| macrophage | 280 | 0.91 | 0.95 | 0.95 | 0.94 | 0.00 | 0.93 | 0.92 | 0.94 | 0.97 |\n| CD4-positive, alpha-beta T cell | 285 | 0.29 | 0.58 | 0.55 | 0.48 | 0.00 | 0.53 | 0.42 | 0.51 | 0.55 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 216 | 0.60 | 0.67 | 0.67 | 0.55 | 0.00 | 0.65 | 0.59 | 0.70 | 0.70 |\n| endothelial cell | 120 | 0.97 | 0.98 | 0.97 | 0.97 | 0.00 | 0.96 | 0.98 | 0.98 | 0.98 |\n| mature NK T cell | 110 | 0.66 | 0.73 | 0.75 | 0.48 | 0.00 | 0.65 | 0.60 | 0.70 | 0.75 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 61 | 0.47 | 0.17 | 0.62 | 0.19 | 0.00 | 0.50 | 0.46 | 0.54 | 0.61 |\n| erythrocyte | 45 | 0.84 | 0.99 | 0.97 | 0.98 | 0.00 | 0.98 | 0.98 | 0.93 | 0.98 |\n| intermediate monocyte | 30 | 0.10 | 0.00 | 0.14 | 0.10 | 0.00 | 0.19 | 0.20 | 0.32 | 0.39 |\n| regulatory T cell | 30 | 0.45 | 0.53 | 0.47 | 0.24 | 0.00 | 0.35 | 0.38 | 0.44 | 0.48 |\n| innate lymphoid cell | 23 | 0.79 | 0.90 | 0.94 | 0.89 | 0.00 | 0.79 | 0.92 | 0.84 | 0.90 |\n| T cell | 13 | 0.65 | 0.69 | 0.67 | 0.67 | 0.00 | 0.36 | 0.62 | 0.50 | 0.63 |\n| non-classical monocyte | 13 | 0.00 | 0.00 | 0.25 | 0.12 | 0.00 | 0.36 | 0.35 | 0.46 | 0.38 |\n| hematopoietic precursor cell | 9 | 0.33 | 0.80 | 0.67 | 0.75 | 0.00 | 0.62 | 0.70 | 0.84 | 0.94 |\n| platelet | 6 | 0.00 | 0.67 | 0.67 | 0.83 | 0.00 | 0.48 | 1.00 | 0.86 | 1.00 |\n| myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.67 | 0.67 | 0.00 | 0.27 | 0.80 | 0.67 | 0.50 |\n| plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| hematopoietic stem 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| B cell | 14878 | 0.99 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| neutrophil | 13400 | 0.99 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| CD8-positive, alpha-beta T cell | 9795 | 0.82 | 0.92 | 0.95 | 0.93 | 0.00 | 0.86 | 0.81 | 0.85 | 0.92 |\n| classical monocyte | 4019 | 0.81 | 0.85 | 0.90 | 0.88 | 0.00 | 0.83 | 0.82 | 0.85 | 0.91 |\n| plasma cell | 3606 | 0.99 | 0.97 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| natural killer cell | 3565 | 0.93 | 0.94 | 0.97 | 0.94 | 0.00 | 0.95 | 0.94 | 0.95 | 0.96 |\n| monocyte | 2777 | 0.67 | 0.73 | 0.83 | 0.79 | 0.00 | 0.71 | 0.71 | 0.76 | 0.83 |\n| macrophage | 2526 | 0.91 | 0.94 | 0.96 | 0.95 | 0.00 | 0.93 | 0.94 | 0.94 | 0.96 |\n| CD4-positive, alpha-beta T cell | 2457 | 0.30 | 0.54 | 0.68 | 0.64 | 0.00 | 0.56 | 0.50 | 0.60 | 0.67 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 2101 | 0.66 | 0.61 | 0.79 | 0.72 | 0.00 | 0.74 | 0.70 | 0.76 | 0.81 |\n| endothelial cell | 1230 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.98 |\n| mature NK T cell | 919 | 0.73 | 0.78 | 0.86 | 0.66 | 0.00 | 0.73 | 0.70 | 0.75 | 0.85 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 561 | 0.47 | 0.07 | 0.76 | 0.47 | 0.00 | 0.51 | 0.54 | 0.56 | 0.66 |\n| erythrocyte | 361 | 0.84 | 0.98 | 0.98 | 0.98 | 0.00 | 0.96 | 0.99 | 0.96 | 0.98 |\n| intermediate monocyte | 366 | 0.14 | 0.02 | 0.35 | 0.31 | 0.00 | 0.37 | 0.45 | 0.49 | 0.64 |\n| regulatory T cell | 312 | 0.46 | 0.43 | 0.62 | 0.39 | 0.00 | 0.55 | 0.58 | 0.66 | 0.72 |\n| innate lymphoid cell | 147 | 0.71 | 0.80 | 0.90 | 0.84 | 0.00 | 0.75 | 0.90 | 0.89 | 0.89 |\n| T cell | 138 | 0.65 | 0.65 | 0.76 | 0.66 | 0.00 | 0.44 | 0.72 | 0.55 | 0.71 |\n| non-classical monocyte | 113 | 0.00 | 0.00 | 0.49 | 0.08 | 0.00 | 0.50 | 0.62 | 0.70 | 0.74 |\n| hematopoietic precursor cell | 59 | 0.21 | 0.70 | 0.82 | 0.78 | 0.00 | 0.65 | 0.79 | 0.85 | 0.87 |\n| platelet | 48 | 0.00 | 0.59 | 0.67 | 0.83 | 0.00 | 0.39 | 0.86 | 0.86 | 0.97 |\n| myeloid dendritic cell | 15 | 0.00 | 0.00 | 0.56 | 0.21 | 0.00 | 0.22 | 0.86 | 0.88 | 0.93 |\n| plasmacytoid dendritic cell | 6 | 0.00 | 0.00 | 0.00 | 0.29 | 0.00 | 0.31 | 1.00 | 0.86 | 1.00 |\n| basophil | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.08 | 1.00 | 1.00 | 1.00 |\n| hematopoietic stem cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 1.00 | 1.00 | 0.67 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000002587",
         "ENSG00000002919",
         "ENSG00000002933",
-        "ENSG00000003249",
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         "ENSG00000004897",
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         "ENSG00000005189",
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+        "ENSG00000005448",
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         "ENSG00000007350",
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         "ENSG00000016391",
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         "ENSG00000029153",
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         "ENSG00000035928",
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         "ENSG00000041353",
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         "ENSG00000044524",
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         "ENSG00000059804",
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         "ENSG00000064102",
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+        "ENSG00000064313",
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         "ENSG00000066654",
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         "ENSG00000068976",
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         "ENSG00000071967",
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         "ENSG00000075340",
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         "ENSG00000079308",
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         "ENSG00000085978",
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         "ENSG00000087903",
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         "ENSG00000089558",
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         "ENSG00000091972",
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-        "ENSG00000092208",
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         "ENSG00000097096",
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         "ENSG00000100023",
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         "ENSG00000100373",
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@@ -436,7 +446,6 @@
         "ENSG00000100906",
         "ENSG00000100911",
         "ENSG00000100968",
-        "ENSG00000100979",
         "ENSG00000100982",
         "ENSG00000101019",
         "ENSG00000101052",
@@ -445,7 +454,6 @@
         "ENSG00000101146",
         "ENSG00000101152",
         "ENSG00000101162",
-        "ENSG00000101191",
         "ENSG00000101224",
         "ENSG00000101255",
         "ENSG00000101298",
@@ -454,8 +462,8 @@
         "ENSG00000101342",
         "ENSG00000101343",
         "ENSG00000101350",
+        "ENSG00000101353",
         "ENSG00000101361",
-        "ENSG00000101365",
         "ENSG00000101384",
         "ENSG00000101400",
         "ENSG00000101439",
@@ -491,35 +499,37 @@
         "ENSG00000102245",
         "ENSG00000102271",
         "ENSG00000102312",
+        "ENSG00000102316",
         "ENSG00000102349",
         "ENSG00000102383",
         "ENSG00000102393",
-        "ENSG00000102401",
         "ENSG00000102452",
         "ENSG00000102471",
         "ENSG00000102547",
         "ENSG00000102606",
+        "ENSG00000102743",
         "ENSG00000102780",
         "ENSG00000102781",
         "ENSG00000102804",
         "ENSG00000102878",
-        "ENSG00000102886",
-        "ENSG00000102890",
         "ENSG00000102897",
         "ENSG00000102900",
+        "ENSG00000102934",
         "ENSG00000102967",
+        "ENSG00000102978",
         "ENSG00000102981",
         "ENSG00000103005",
         "ENSG00000103034",
         "ENSG00000103051",
         "ENSG00000103066",
+        "ENSG00000103111",
         "ENSG00000103174",
+        "ENSG00000103197",
         "ENSG00000103269",
         "ENSG00000103316",
         "ENSG00000103351",
         "ENSG00000103353",
         "ENSG00000103356",
-        "ENSG00000103404",
         "ENSG00000103423",
         "ENSG00000103494",
         "ENSG00000103507",
@@ -530,6 +540,7 @@
         "ENSG00000103740",
         "ENSG00000103811",
         "ENSG00000103855",
+        "ENSG00000103876",
         "ENSG00000103932",
         "ENSG00000104047",
         "ENSG00000104154",
@@ -549,11 +560,13 @@
         "ENSG00000104660",
         "ENSG00000104679",
         "ENSG00000104808",
+        "ENSG00000104835",
         "ENSG00000104881",
         "ENSG00000104921",
         "ENSG00000104936",
         "ENSG00000104951",
         "ENSG00000104953",
+        "ENSG00000105058",
         "ENSG00000105135",
         "ENSG00000105136",
         "ENSG00000105146",
@@ -568,11 +581,11 @@
         "ENSG00000105372",
         "ENSG00000105409",
         "ENSG00000105467",
-        "ENSG00000105499",
         "ENSG00000105509",
         "ENSG00000105610",
         "ENSG00000105612",
         "ENSG00000105641",
+        "ENSG00000105655",
         "ENSG00000105671",
         "ENSG00000105695",
         "ENSG00000105705",
@@ -615,13 +628,14 @@
         "ENSG00000106624",
         "ENSG00000106628",
         "ENSG00000106682",
-        "ENSG00000106701",
+        "ENSG00000106771",
         "ENSG00000106868",
         "ENSG00000106952",
         "ENSG00000106993",
         "ENSG00000107014",
         "ENSG00000107018",
         "ENSG00000107147",
+        "ENSG00000107164",
         "ENSG00000107290",
         "ENSG00000107372",
         "ENSG00000107438",
@@ -639,15 +653,16 @@
         "ENSG00000108375",
         "ENSG00000108379",
         "ENSG00000108389",
+        "ENSG00000108423",
         "ENSG00000108433",
         "ENSG00000108506",
-        "ENSG00000108515",
         "ENSG00000108518",
         "ENSG00000108559",
         "ENSG00000108576",
         "ENSG00000108578",
         "ENSG00000108588",
         "ENSG00000108591",
+        "ENSG00000108592",
         "ENSG00000108651",
         "ENSG00000108654",
         "ENSG00000108666",
@@ -656,7 +671,6 @@
         "ENSG00000108797",
         "ENSG00000108821",
         "ENSG00000108839",
-        "ENSG00000108960",
         "ENSG00000109016",
         "ENSG00000109046",
         "ENSG00000109063",
@@ -680,7 +694,6 @@
         "ENSG00000109944",
         "ENSG00000109956",
         "ENSG00000109971",
-        "ENSG00000110002",
         "ENSG00000110013",
         "ENSG00000110025",
         "ENSG00000110031",
@@ -690,6 +703,7 @@
         "ENSG00000110429",
         "ENSG00000110436",
         "ENSG00000110442",
+        "ENSG00000110583",
         "ENSG00000110660",
         "ENSG00000110723",
         "ENSG00000110768",
@@ -698,9 +712,9 @@
         "ENSG00000110876",
         "ENSG00000110880",
         "ENSG00000110888",
-        "ENSG00000110900",
         "ENSG00000110906",
         "ENSG00000110911",
+        "ENSG00000110934",
         "ENSG00000110944",
         "ENSG00000111077",
         "ENSG00000111231",
@@ -709,7 +723,6 @@
         "ENSG00000111271",
         "ENSG00000111291",
         "ENSG00000111319",
-        "ENSG00000111328",
         "ENSG00000111331",
         "ENSG00000111335",
         "ENSG00000111339",
@@ -736,7 +749,6 @@
         "ENSG00000111801",
         "ENSG00000111802",
         "ENSG00000111817",
-        "ENSG00000111834",
         "ENSG00000111845",
         "ENSG00000112077",
         "ENSG00000112118",
@@ -747,6 +759,7 @@
         "ENSG00000112234",
         "ENSG00000112245",
         "ENSG00000112303",
+        "ENSG00000112312",
         "ENSG00000112378",
         "ENSG00000112379",
         "ENSG00000112425",
@@ -757,6 +770,7 @@
         "ENSG00000112812",
         "ENSG00000112855",
         "ENSG00000112874",
+        "ENSG00000112941",
         "ENSG00000112972",
         "ENSG00000112992",
         "ENSG00000113048",
@@ -805,6 +819,7 @@
         "ENSG00000114737",
         "ENSG00000114739",
         "ENSG00000114745",
+        "ENSG00000114767",
         "ENSG00000114770",
         "ENSG00000114790",
         "ENSG00000114812",
@@ -816,7 +831,6 @@
         "ENSG00000115008",
         "ENSG00000115009",
         "ENSG00000115085",
-        "ENSG00000115109",
         "ENSG00000115138",
         "ENSG00000115145",
         "ENSG00000115170",
@@ -831,6 +845,7 @@
         "ENSG00000115325",
         "ENSG00000115365",
         "ENSG00000115368",
+        "ENSG00000115380",
         "ENSG00000115414",
         "ENSG00000115415",
         "ENSG00000115423",
@@ -847,7 +862,6 @@
         "ENSG00000115738",
         "ENSG00000115758",
         "ENSG00000115840",
-        "ENSG00000115866",
         "ENSG00000115884",
         "ENSG00000115956",
         "ENSG00000115998",
@@ -861,22 +875,19 @@
         "ENSG00000116120",
         "ENSG00000116128",
         "ENSG00000116133",
-        "ENSG00000116141",
-        "ENSG00000116161",
-        "ENSG00000116198",
+        "ENSG00000116205",
         "ENSG00000116209",
         "ENSG00000116212",
         "ENSG00000116237",
         "ENSG00000116273",
+        "ENSG00000116285",
         "ENSG00000116396",
         "ENSG00000116661",
-        "ENSG00000116678",
         "ENSG00000116690",
         "ENSG00000116717",
         "ENSG00000116741",
         "ENSG00000116747",
         "ENSG00000116748",
-        "ENSG00000116809",
         "ENSG00000116819",
         "ENSG00000116824",
         "ENSG00000116857",
@@ -897,6 +908,7 @@
         "ENSG00000117226",
         "ENSG00000117228",
         "ENSG00000117245",
+        "ENSG00000117280",
         "ENSG00000117281",
         "ENSG00000117305",
         "ENSG00000117308",
@@ -905,15 +917,12 @@
         "ENSG00000117394",
         "ENSG00000117399",
         "ENSG00000117475",
-        "ENSG00000117477",
         "ENSG00000117519",
-        "ENSG00000117543",
         "ENSG00000117560",
         "ENSG00000117586",
         "ENSG00000117597",
         "ENSG00000117625",
         "ENSG00000117632",
-        "ENSG00000117643",
         "ENSG00000117697",
         "ENSG00000117707",
         "ENSG00000117748",
@@ -924,7 +933,6 @@
         "ENSG00000118246",
         "ENSG00000118369",
         "ENSG00000118402",
-        "ENSG00000118420",
         "ENSG00000118473",
         "ENSG00000118492",
         "ENSG00000118496",
@@ -936,6 +944,7 @@
         "ENSG00000118849",
         "ENSG00000118946",
         "ENSG00000118960",
+        "ENSG00000118961",
         "ENSG00000119041",
         "ENSG00000119138",
         "ENSG00000119139",
@@ -948,7 +957,6 @@
         "ENSG00000119392",
         "ENSG00000119401",
         "ENSG00000119411",
-        "ENSG00000119471",
         "ENSG00000119537",
         "ENSG00000119559",
         "ENSG00000119596",
@@ -959,7 +967,6 @@
         "ENSG00000119699",
         "ENSG00000119711",
         "ENSG00000119714",
-        "ENSG00000119718",
         "ENSG00000119760",
         "ENSG00000119801",
         "ENSG00000119820",
@@ -968,7 +975,6 @@
         "ENSG00000119878",
         "ENSG00000119917",
         "ENSG00000119922",
-        "ENSG00000119950",
         "ENSG00000119965",
         "ENSG00000119977",
         "ENSG00000119986",
@@ -979,10 +985,10 @@
         "ENSG00000120137",
         "ENSG00000120156",
         "ENSG00000120158",
-        "ENSG00000120210",
         "ENSG00000120217",
+        "ENSG00000120279",
+        "ENSG00000120314",
         "ENSG00000120334",
-        "ENSG00000120437",
         "ENSG00000120440",
         "ENSG00000120509",
         "ENSG00000120526",
@@ -1000,8 +1006,8 @@
         "ENSG00000120875",
         "ENSG00000120885",
         "ENSG00000120915",
+        "ENSG00000120925",
         "ENSG00000120992",
-        "ENSG00000121039",
         "ENSG00000121057",
         "ENSG00000121067",
         "ENSG00000121211",
@@ -1016,7 +1022,6 @@
         "ENSG00000121764",
         "ENSG00000121766",
         "ENSG00000121775",
-        "ENSG00000121807",
         "ENSG00000121858",
         "ENSG00000121879",
         "ENSG00000121898",
@@ -1032,6 +1037,7 @@
         "ENSG00000122223",
         "ENSG00000122335",
         "ENSG00000122386",
+        "ENSG00000122390",
         "ENSG00000122406",
         "ENSG00000122417",
         "ENSG00000122420",
@@ -1066,7 +1072,6 @@
         "ENSG00000123575",
         "ENSG00000123595",
         "ENSG00000123600",
-        "ENSG00000123609",
         "ENSG00000123643",
         "ENSG00000123836",
         "ENSG00000123892",
@@ -1077,6 +1082,7 @@
         "ENSG00000124209",
         "ENSG00000124212",
         "ENSG00000124217",
+        "ENSG00000124222",
         "ENSG00000124302",
         "ENSG00000124374",
         "ENSG00000124383",
@@ -1118,7 +1124,6 @@
         "ENSG00000125775",
         "ENSG00000125779",
         "ENSG00000125826",
-        "ENSG00000125841",
         "ENSG00000125851",
         "ENSG00000125875",
         "ENSG00000125900",
@@ -1126,7 +1131,6 @@
         "ENSG00000125968",
         "ENSG00000126016",
         "ENSG00000126088",
-        "ENSG00000126106",
         "ENSG00000126217",
         "ENSG00000126226",
         "ENSG00000126266",
@@ -1143,13 +1147,13 @@
         "ENSG00000127081",
         "ENSG00000127125",
         "ENSG00000127191",
+        "ENSG00000127220",
         "ENSG00000127249",
         "ENSG00000127311",
         "ENSG00000127328",
         "ENSG00000127329",
         "ENSG00000127334",
         "ENSG00000127399",
-        "ENSG00000127423",
         "ENSG00000127463",
         "ENSG00000127580",
         "ENSG00000127824",
@@ -1161,7 +1165,6 @@
         "ENSG00000127995",
         "ENSG00000128011",
         "ENSG00000128016",
-        "ENSG00000128039",
         "ENSG00000128040",
         "ENSG00000128059",
         "ENSG00000128165",
@@ -1179,6 +1182,7 @@
         "ENSG00000128656",
         "ENSG00000128694",
         "ENSG00000128708",
+        "ENSG00000128833",
         "ENSG00000128872",
         "ENSG00000128881",
         "ENSG00000128917",
@@ -1189,12 +1193,10 @@
         "ENSG00000129038",
         "ENSG00000129055",
         "ENSG00000129071",
-        "ENSG00000129187",
         "ENSG00000129195",
         "ENSG00000129204",
         "ENSG00000129219",
         "ENSG00000129244",
-        "ENSG00000129245",
         "ENSG00000129465",
         "ENSG00000129472",
         "ENSG00000129484",
@@ -1210,6 +1212,7 @@
         "ENSG00000130066",
         "ENSG00000130147",
         "ENSG00000130159",
+        "ENSG00000130177",
         "ENSG00000130193",
         "ENSG00000130222",
         "ENSG00000130347",
@@ -1217,7 +1220,6 @@
         "ENSG00000130368",
         "ENSG00000130545",
         "ENSG00000130558",
-        "ENSG00000130590",
         "ENSG00000130595",
         "ENSG00000130635",
         "ENSG00000130643",
@@ -1242,7 +1244,6 @@
         "ENSG00000131100",
         "ENSG00000131142",
         "ENSG00000131149",
-        "ENSG00000131153",
         "ENSG00000131203",
         "ENSG00000131238",
         "ENSG00000131263",
@@ -1255,6 +1256,7 @@
         "ENSG00000131634",
         "ENSG00000131725",
         "ENSG00000131747",
+        "ENSG00000131779",
         "ENSG00000131781",
         "ENSG00000131788",
         "ENSG00000131845",
@@ -1266,7 +1268,6 @@
         "ENSG00000132004",
         "ENSG00000132109",
         "ENSG00000132185",
-        "ENSG00000132204",
         "ENSG00000132274",
         "ENSG00000132321",
         "ENSG00000132329",
@@ -1282,11 +1283,10 @@
         "ENSG00000132463",
         "ENSG00000132464",
         "ENSG00000132465",
-        "ENSG00000132470",
         "ENSG00000132475",
         "ENSG00000132478",
         "ENSG00000132530",
-        "ENSG00000132561",
+        "ENSG00000132541",
         "ENSG00000132591",
         "ENSG00000132622",
         "ENSG00000132623",
@@ -1303,10 +1303,10 @@
         "ENSG00000132965",
         "ENSG00000133059",
         "ENSG00000133067",
-        "ENSG00000133069",
         "ENSG00000133111",
         "ENSG00000133138",
         "ENSG00000133265",
+        "ENSG00000133392",
         "ENSG00000133393",
         "ENSG00000133561",
         "ENSG00000133574",
@@ -1317,11 +1317,10 @@
         "ENSG00000133742",
         "ENSG00000133800",
         "ENSG00000133805",
+        "ENSG00000133835",
         "ENSG00000133872",
-        "ENSG00000133884",
         "ENSG00000133895",
         "ENSG00000133943",
-        "ENSG00000134001",
         "ENSG00000134013",
         "ENSG00000134057",
         "ENSG00000134061",
@@ -1339,7 +1338,7 @@
         "ENSG00000134333",
         "ENSG00000134539",
         "ENSG00000134545",
-        "ENSG00000134569",
+        "ENSG00000134574",
         "ENSG00000134575",
         "ENSG00000134627",
         "ENSG00000134690",
@@ -1359,7 +1358,6 @@
         "ENSG00000135047",
         "ENSG00000135052",
         "ENSG00000135063",
-        "ENSG00000135094",
         "ENSG00000135108",
         "ENSG00000135114",
         "ENSG00000135218",
@@ -1377,13 +1375,14 @@
         "ENSG00000135436",
         "ENSG00000135452",
         "ENSG00000135469",
+        "ENSG00000135476",
         "ENSG00000135519",
         "ENSG00000135521",
         "ENSG00000135547",
-        "ENSG00000135622",
         "ENSG00000135631",
         "ENSG00000135686",
         "ENSG00000135698",
+        "ENSG00000135740",
         "ENSG00000135750",
         "ENSG00000135776",
         "ENSG00000135821",
@@ -1434,8 +1433,8 @@
         "ENSG00000136866",
         "ENSG00000136869",
         "ENSG00000136875",
+        "ENSG00000136897",
         "ENSG00000136929",
-        "ENSG00000136932",
         "ENSG00000136933",
         "ENSG00000136936",
         "ENSG00000136937",
@@ -1453,12 +1452,12 @@
         "ENSG00000137168",
         "ENSG00000137198",
         "ENSG00000137269",
-        "ENSG00000137337",
         "ENSG00000137338",
         "ENSG00000137343",
         "ENSG00000137364",
         "ENSG00000137441",
         "ENSG00000137449",
+        "ENSG00000137460",
         "ENSG00000137492",
         "ENSG00000137494",
         "ENSG00000137501",
@@ -1482,6 +1481,7 @@
         "ENSG00000137843",
         "ENSG00000137860",
         "ENSG00000137871",
+        "ENSG00000137875",
         "ENSG00000137877",
         "ENSG00000137942",
         "ENSG00000137948",
@@ -1490,10 +1490,12 @@
         "ENSG00000138029",
         "ENSG00000138030",
         "ENSG00000138036",
+        "ENSG00000138079",
         "ENSG00000138131",
         "ENSG00000138134",
         "ENSG00000138135",
         "ENSG00000138138",
+        "ENSG00000138166",
         "ENSG00000138172",
         "ENSG00000138231",
         "ENSG00000138315",
@@ -1501,21 +1503,21 @@
         "ENSG00000138336",
         "ENSG00000138363",
         "ENSG00000138375",
+        "ENSG00000138380",
         "ENSG00000138395",
         "ENSG00000138399",
-        "ENSG00000138413",
         "ENSG00000138435",
         "ENSG00000138439",
+        "ENSG00000138442",
         "ENSG00000138443",
         "ENSG00000138459",
-        "ENSG00000138496",
         "ENSG00000138606",
         "ENSG00000138613",
         "ENSG00000138623",
         "ENSG00000138642",
         "ENSG00000138646",
+        "ENSG00000138663",
         "ENSG00000138678",
-        "ENSG00000138686",
         "ENSG00000138722",
         "ENSG00000138741",
         "ENSG00000138750",
@@ -1523,9 +1525,9 @@
         "ENSG00000138778",
         "ENSG00000138794",
         "ENSG00000138795",
+        "ENSG00000138821",
         "ENSG00000138823",
         "ENSG00000138835",
-        "ENSG00000139055",
         "ENSG00000139116",
         "ENSG00000139131",
         "ENSG00000139187",
@@ -1538,6 +1540,7 @@
         "ENSG00000139323",
         "ENSG00000139370",
         "ENSG00000139410",
+        "ENSG00000139437",
         "ENSG00000139531",
         "ENSG00000139629",
         "ENSG00000139641",
@@ -1560,6 +1563,7 @@
         "ENSG00000140280",
         "ENSG00000140284",
         "ENSG00000140299",
+        "ENSG00000140382",
         "ENSG00000140391",
         "ENSG00000140398",
         "ENSG00000140416",
@@ -1580,7 +1584,6 @@
         "ENSG00000140955",
         "ENSG00000140968",
         "ENSG00000140987",
-        "ENSG00000141013",
         "ENSG00000141027",
         "ENSG00000141030",
         "ENSG00000141040",
@@ -1603,7 +1606,6 @@
         "ENSG00000141458",
         "ENSG00000141505",
         "ENSG00000141519",
-        "ENSG00000141543",
         "ENSG00000141556",
         "ENSG00000141568",
         "ENSG00000141642",
@@ -1655,6 +1657,7 @@
         "ENSG00000143434",
         "ENSG00000143450",
         "ENSG00000143469",
+        "ENSG00000143486",
         "ENSG00000143494",
         "ENSG00000143499",
         "ENSG00000143507",
@@ -1693,8 +1696,10 @@
         "ENSG00000144290",
         "ENSG00000144369",
         "ENSG00000144395",
+        "ENSG00000144406",
         "ENSG00000144451",
         "ENSG00000144485",
+        "ENSG00000144504",
         "ENSG00000144524",
         "ENSG00000144596",
         "ENSG00000144642",
@@ -1710,6 +1715,7 @@
         "ENSG00000144802",
         "ENSG00000144824",
         "ENSG00000144837",
+        "ENSG00000144840",
         "ENSG00000144843",
         "ENSG00000144962",
         "ENSG00000145014",
@@ -1718,7 +1724,6 @@
         "ENSG00000145113",
         "ENSG00000145284",
         "ENSG00000145293",
-        "ENSG00000145331",
         "ENSG00000145335",
         "ENSG00000145348",
         "ENSG00000145365",
@@ -1740,8 +1745,10 @@
         "ENSG00000145817",
         "ENSG00000145864",
         "ENSG00000145882",
+        "ENSG00000145907",
         "ENSG00000145908",
         "ENSG00000145919",
+        "ENSG00000145936",
         "ENSG00000145945",
         "ENSG00000145982",
         "ENSG00000146006",
@@ -1764,24 +1771,26 @@
         "ENSG00000146676",
         "ENSG00000147036",
         "ENSG00000147121",
-        "ENSG00000147130",
         "ENSG00000147138",
         "ENSG00000147144",
         "ENSG00000147166",
         "ENSG00000147180",
         "ENSG00000147231",
+        "ENSG00000147234",
         "ENSG00000147324",
         "ENSG00000147364",
         "ENSG00000147383",
         "ENSG00000147419",
         "ENSG00000147439",
         "ENSG00000147443",
+        "ENSG00000147454",
         "ENSG00000147465",
         "ENSG00000147471",
         "ENSG00000147526",
         "ENSG00000147604",
         "ENSG00000147642",
         "ENSG00000147650",
+        "ENSG00000147687",
         "ENSG00000147697",
         "ENSG00000147789",
         "ENSG00000147852",
@@ -1810,6 +1819,7 @@
         "ENSG00000149115",
         "ENSG00000149131",
         "ENSG00000149150",
+        "ENSG00000149201",
         "ENSG00000149231",
         "ENSG00000149260",
         "ENSG00000149262",
@@ -1831,7 +1841,6 @@
         "ENSG00000150051",
         "ENSG00000150275",
         "ENSG00000150433",
-        "ENSG00000150556",
         "ENSG00000150627",
         "ENSG00000150687",
         "ENSG00000150756",
@@ -1848,7 +1857,6 @@
         "ENSG00000151287",
         "ENSG00000151320",
         "ENSG00000151332",
-        "ENSG00000151348",
         "ENSG00000151353",
         "ENSG00000151376",
         "ENSG00000151422",
@@ -1859,7 +1867,6 @@
         "ENSG00000151576",
         "ENSG00000151650",
         "ENSG00000151690",
-        "ENSG00000151704",
         "ENSG00000151725",
         "ENSG00000151806",
         "ENSG00000151835",
@@ -1898,6 +1905,7 @@
         "ENSG00000153234",
         "ENSG00000153283",
         "ENSG00000153303",
+        "ENSG00000153406",
         "ENSG00000153487",
         "ENSG00000153531",
         "ENSG00000153558",
@@ -1917,28 +1925,28 @@
         "ENSG00000154188",
         "ENSG00000154222",
         "ENSG00000154240",
+        "ENSG00000154258",
         "ENSG00000154358",
         "ENSG00000154380",
-        "ENSG00000154451",
-        "ENSG00000154473",
         "ENSG00000154642",
         "ENSG00000154721",
         "ENSG00000154734",
         "ENSG00000154736",
         "ENSG00000154764",
         "ENSG00000154856",
-        "ENSG00000154914",
         "ENSG00000154917",
         "ENSG00000154920",
+        "ENSG00000154957",
         "ENSG00000155090",
-        "ENSG00000155093",
         "ENSG00000155099",
         "ENSG00000155100",
-        "ENSG00000155265",
+        "ENSG00000155158",
+        "ENSG00000155254",
         "ENSG00000155363",
         "ENSG00000155465",
         "ENSG00000155508",
         "ENSG00000155530",
+        "ENSG00000155545",
         "ENSG00000155592",
         "ENSG00000155621",
         "ENSG00000155636",
@@ -1999,11 +2007,9 @@
         "ENSG00000157510",
         "ENSG00000157514",
         "ENSG00000157538",
-        "ENSG00000157593",
         "ENSG00000157600",
         "ENSG00000157653",
         "ENSG00000157833",
-        "ENSG00000157856",
         "ENSG00000157870",
         "ENSG00000157881",
         "ENSG00000157999",
@@ -2023,6 +2029,7 @@
         "ENSG00000158427",
         "ENSG00000158428",
         "ENSG00000158445",
+        "ENSG00000158457",
         "ENSG00000158477",
         "ENSG00000158481",
         "ENSG00000158525",
@@ -2031,6 +2038,7 @@
         "ENSG00000158578",
         "ENSG00000158714",
         "ENSG00000158747",
+        "ENSG00000158796",
         "ENSG00000158806",
         "ENSG00000158856",
         "ENSG00000158859",
@@ -2054,14 +2062,15 @@
         "ENSG00000159640",
         "ENSG00000159708",
         "ENSG00000159713",
+        "ENSG00000159761",
         "ENSG00000159792",
+        "ENSG00000159871",
         "ENSG00000159885",
         "ENSG00000159899",
         "ENSG00000160013",
         "ENSG00000160049",
         "ENSG00000160051",
         "ENSG00000160055",
-        "ENSG00000160062",
         "ENSG00000160072",
         "ENSG00000160111",
         "ENSG00000160113",
@@ -2070,7 +2079,7 @@
         "ENSG00000160180",
         "ENSG00000160183",
         "ENSG00000160185",
-        "ENSG00000160193",
+        "ENSG00000160207",
         "ENSG00000160208",
         "ENSG00000160219",
         "ENSG00000160285",
@@ -2100,7 +2109,6 @@
         "ENSG00000161298",
         "ENSG00000161381",
         "ENSG00000161513",
-        "ENSG00000161547",
         "ENSG00000161558",
         "ENSG00000161653",
         "ENSG00000161714",
@@ -2116,7 +2124,6 @@
         "ENSG00000162373",
         "ENSG00000162374",
         "ENSG00000162377",
-        "ENSG00000162383",
         "ENSG00000162396",
         "ENSG00000162419",
         "ENSG00000162426",
@@ -2150,17 +2157,18 @@
         "ENSG00000162813",
         "ENSG00000162817",
         "ENSG00000162836",
+        "ENSG00000162843",
         "ENSG00000162851",
         "ENSG00000162852",
         "ENSG00000162881",
         "ENSG00000162896",
         "ENSG00000162913",
+        "ENSG00000162928",
         "ENSG00000162929",
         "ENSG00000162972",
         "ENSG00000162999",
         "ENSG00000163002",
         "ENSG00000163026",
-        "ENSG00000163053",
         "ENSG00000163069",
         "ENSG00000163092",
         "ENSG00000163106",
@@ -2179,6 +2187,8 @@
         "ENSG00000163376",
         "ENSG00000163378",
         "ENSG00000163380",
+        "ENSG00000163389",
+        "ENSG00000163412",
         "ENSG00000163421",
         "ENSG00000163430",
         "ENSG00000163468",
@@ -2186,6 +2196,7 @@
         "ENSG00000163508",
         "ENSG00000163516",
         "ENSG00000163517",
+        "ENSG00000163518",
         "ENSG00000163519",
         "ENSG00000163521",
         "ENSG00000163528",
@@ -2217,7 +2228,6 @@
         "ENSG00000163762",
         "ENSG00000163785",
         "ENSG00000163794",
-        "ENSG00000163798",
         "ENSG00000163814",
         "ENSG00000163817",
         "ENSG00000163832",
@@ -2243,6 +2253,7 @@
         "ENSG00000164114",
         "ENSG00000164116",
         "ENSG00000164117",
+        "ENSG00000164125",
         "ENSG00000164136",
         "ENSG00000164151",
         "ENSG00000164163",
@@ -2265,10 +2276,10 @@
         "ENSG00000164402",
         "ENSG00000164406",
         "ENSG00000164411",
+        "ENSG00000164483",
         "ENSG00000164484",
         "ENSG00000164512",
         "ENSG00000164530",
-        "ENSG00000164542",
         "ENSG00000164587",
         "ENSG00000164588",
         "ENSG00000164609",
@@ -2280,13 +2291,13 @@
         "ENSG00000164684",
         "ENSG00000164691",
         "ENSG00000164692",
+        "ENSG00000164695",
         "ENSG00000164736",
         "ENSG00000164749",
         "ENSG00000164751",
         "ENSG00000164764",
         "ENSG00000164815",
         "ENSG00000164823",
-        "ENSG00000164867",
         "ENSG00000164879",
         "ENSG00000164885",
         "ENSG00000164902",
@@ -2299,6 +2310,7 @@
         "ENSG00000164961",
         "ENSG00000164983",
         "ENSG00000164985",
+        "ENSG00000164989",
         "ENSG00000165046",
         "ENSG00000165055",
         "ENSG00000165071",
@@ -2338,20 +2350,20 @@
         "ENSG00000165724",
         "ENSG00000165733",
         "ENSG00000165757",
+        "ENSG00000165782",
         "ENSG00000165795",
         "ENSG00000165804",
         "ENSG00000165806",
-        "ENSG00000165868",
         "ENSG00000165899",
         "ENSG00000165923",
         "ENSG00000165929",
         "ENSG00000165934",
         "ENSG00000165943",
         "ENSG00000165949",
-        "ENSG00000165966",
         "ENSG00000165983",
         "ENSG00000165985",
         "ENSG00000165996",
+        "ENSG00000166006",
         "ENSG00000166035",
         "ENSG00000166037",
         "ENSG00000166091",
@@ -2365,6 +2377,7 @@
         "ENSG00000166192",
         "ENSG00000166199",
         "ENSG00000166226",
+        "ENSG00000166260",
         "ENSG00000166272",
         "ENSG00000166275",
         "ENSG00000166289",
@@ -2388,7 +2401,6 @@
         "ENSG00000166707",
         "ENSG00000166710",
         "ENSG00000166750",
-        "ENSG00000166788",
         "ENSG00000166816",
         "ENSG00000166821",
         "ENSG00000166831",
@@ -2406,7 +2418,6 @@
         "ENSG00000167100",
         "ENSG00000167103",
         "ENSG00000167114",
-        "ENSG00000167191",
         "ENSG00000167208",
         "ENSG00000167280",
         "ENSG00000167281",
@@ -2423,6 +2434,7 @@
         "ENSG00000167535",
         "ENSG00000167549",
         "ENSG00000167550",
+        "ENSG00000167554",
         "ENSG00000167600",
         "ENSG00000167601",
         "ENSG00000167608",
@@ -2439,10 +2451,8 @@
         "ENSG00000167785",
         "ENSG00000167815",
         "ENSG00000167840",
-        "ENSG00000167850",
         "ENSG00000167851",
         "ENSG00000167881",
-        "ENSG00000167900",
         "ENSG00000167904",
         "ENSG00000167912",
         "ENSG00000167914",
@@ -2462,6 +2472,7 @@
         "ENSG00000168237",
         "ENSG00000168256",
         "ENSG00000168280",
+        "ENSG00000168291",
         "ENSG00000168297",
         "ENSG00000168301",
         "ENSG00000168309",
@@ -2473,7 +2484,6 @@
         "ENSG00000168491",
         "ENSG00000168496",
         "ENSG00000168497",
-        "ENSG00000168564",
         "ENSG00000168566",
         "ENSG00000168612",
         "ENSG00000168646",
@@ -2492,7 +2502,6 @@
         "ENSG00000168824",
         "ENSG00000168826",
         "ENSG00000168827",
-        "ENSG00000168876",
         "ENSG00000168883",
         "ENSG00000168890",
         "ENSG00000168904",
@@ -2513,6 +2522,7 @@
         "ENSG00000169255",
         "ENSG00000169258",
         "ENSG00000169282",
+        "ENSG00000169291",
         "ENSG00000169299",
         "ENSG00000169313",
         "ENSG00000169330",
@@ -2534,9 +2544,9 @@
         "ENSG00000169877",
         "ENSG00000169884",
         "ENSG00000169908",
+        "ENSG00000169919",
         "ENSG00000169951",
         "ENSG00000169972",
-        "ENSG00000169981",
         "ENSG00000169992",
         "ENSG00000170011",
         "ENSG00000170049",
@@ -2567,7 +2577,6 @@
         "ENSG00000170545",
         "ENSG00000170627",
         "ENSG00000170631",
-        "ENSG00000170633",
         "ENSG00000170836",
         "ENSG00000170852",
         "ENSG00000170855",
@@ -2595,6 +2604,7 @@
         "ENSG00000171503",
         "ENSG00000171517",
         "ENSG00000171522",
+        "ENSG00000171533",
         "ENSG00000171566",
         "ENSG00000171631",
         "ENSG00000171649",
@@ -2602,6 +2612,7 @@
         "ENSG00000171680",
         "ENSG00000171695",
         "ENSG00000171720",
+        "ENSG00000171747",
         "ENSG00000171757",
         "ENSG00000171759",
         "ENSG00000171766",
@@ -2612,20 +2623,17 @@
         "ENSG00000171860",
         "ENSG00000171867",
         "ENSG00000171916",
+        "ENSG00000171928",
         "ENSG00000171953",
         "ENSG00000171970",
-        "ENSG00000171992",
         "ENSG00000172007",
-        "ENSG00000172014",
         "ENSG00000172031",
         "ENSG00000172037",
         "ENSG00000172053",
         "ENSG00000172113",
         "ENSG00000172115",
         "ENSG00000172116",
-        "ENSG00000172197",
         "ENSG00000172215",
-        "ENSG00000172239",
         "ENSG00000172244",
         "ENSG00000172273",
         "ENSG00000172331",
@@ -2640,6 +2648,7 @@
         "ENSG00000172548",
         "ENSG00000172602",
         "ENSG00000172667",
+        "ENSG00000172673",
         "ENSG00000172732",
         "ENSG00000172766",
         "ENSG00000172819",
@@ -2655,7 +2664,6 @@
         "ENSG00000173218",
         "ENSG00000173226",
         "ENSG00000173258",
-        "ENSG00000173267",
         "ENSG00000173269",
         "ENSG00000173276",
         "ENSG00000173281",
@@ -2674,13 +2682,16 @@
         "ENSG00000173825",
         "ENSG00000173852",
         "ENSG00000173894",
+        "ENSG00000173928",
         "ENSG00000173988",
         "ENSG00000173991",
         "ENSG00000174013",
+        "ENSG00000174032",
         "ENSG00000174059",
         "ENSG00000174080",
+        "ENSG00000174109",
         "ENSG00000174125",
-        "ENSG00000174130",
+        "ENSG00000174151",
         "ENSG00000174173",
         "ENSG00000174175",
         "ENSG00000174206",
@@ -2715,8 +2726,10 @@
         "ENSG00000175170",
         "ENSG00000175183",
         "ENSG00000175213",
+        "ENSG00000175216",
         "ENSG00000175221",
         "ENSG00000175262",
+        "ENSG00000175267",
         "ENSG00000175274",
         "ENSG00000175287",
         "ENSG00000175348",
@@ -2746,6 +2759,7 @@
         "ENSG00000176171",
         "ENSG00000176383",
         "ENSG00000176410",
+        "ENSG00000176422",
         "ENSG00000176472",
         "ENSG00000176601",
         "ENSG00000176624",
@@ -2756,7 +2770,7 @@
         "ENSG00000176896",
         "ENSG00000176907",
         "ENSG00000176994",
-        "ENSG00000177054",
+        "ENSG00000177042",
         "ENSG00000177096",
         "ENSG00000177103",
         "ENSG00000177106",
@@ -2809,6 +2823,7 @@
         "ENSG00000178252",
         "ENSG00000178307",
         "ENSG00000178386",
+        "ENSG00000178409",
         "ENSG00000178412",
         "ENSG00000178445",
         "ENSG00000178467",
@@ -2837,16 +2852,17 @@
         "ENSG00000179542",
         "ENSG00000179593",
         "ENSG00000179627",
+        "ENSG00000179630",
         "ENSG00000179750",
         "ENSG00000179776",
         "ENSG00000179855",
         "ENSG00000179859",
-        "ENSG00000179886",
         "ENSG00000179909",
         "ENSG00000179918",
         "ENSG00000179941",
         "ENSG00000179965",
         "ENSG00000179988",
+        "ENSG00000180071",
         "ENSG00000180245",
         "ENSG00000180257",
         "ENSG00000180329",
@@ -2859,7 +2875,6 @@
         "ENSG00000180667",
         "ENSG00000180694",
         "ENSG00000180730",
-        "ENSG00000180801",
         "ENSG00000180817",
         "ENSG00000180846",
         "ENSG00000180855",
@@ -2929,6 +2944,7 @@
         "ENSG00000182993",
         "ENSG00000183032",
         "ENSG00000183060",
+        "ENSG00000183092",
         "ENSG00000183137",
         "ENSG00000183150",
         "ENSG00000183155",
@@ -2936,6 +2952,7 @@
         "ENSG00000183161",
         "ENSG00000183250",
         "ENSG00000183255",
+        "ENSG00000183258",
         "ENSG00000183283",
         "ENSG00000183309",
         "ENSG00000183317",
@@ -2957,10 +2974,8 @@
         "ENSG00000183963",
         "ENSG00000184009",
         "ENSG00000184113",
-        "ENSG00000184144",
         "ENSG00000184156",
         "ENSG00000184164",
-        "ENSG00000184182",
         "ENSG00000184185",
         "ENSG00000184226",
         "ENSG00000184232",
@@ -2980,6 +2995,7 @@
         "ENSG00000184867",
         "ENSG00000184905",
         "ENSG00000184916",
+        "ENSG00000184925",
         "ENSG00000184933",
         "ENSG00000184949",
         "ENSG00000184956",
@@ -3006,14 +3022,13 @@
         "ENSG00000185361",
         "ENSG00000185433",
         "ENSG00000185499",
-        "ENSG00000185513",
         "ENSG00000185515",
         "ENSG00000185551",
         "ENSG00000185591",
         "ENSG00000185614",
         "ENSG00000185621",
+        "ENSG00000185630",
         "ENSG00000185634",
-        "ENSG00000185664",
         "ENSG00000185670",
         "ENSG00000185689",
         "ENSG00000185722",
@@ -3034,6 +3049,7 @@
         "ENSG00000186026",
         "ENSG00000186073",
         "ENSG00000186104",
+        "ENSG00000186106",
         "ENSG00000186130",
         "ENSG00000186205",
         "ENSG00000186222",
@@ -3058,7 +3074,6 @@
         "ENSG00000186642",
         "ENSG00000186648",
         "ENSG00000186660",
-        "ENSG00000186665",
         "ENSG00000186792",
         "ENSG00000186818",
         "ENSG00000186854",
@@ -3068,7 +3083,6 @@
         "ENSG00000186994",
         "ENSG00000187010",
         "ENSG00000187017",
-        "ENSG00000187066",
         "ENSG00000187091",
         "ENSG00000187097",
         "ENSG00000187122",
@@ -3090,18 +3104,17 @@
         "ENSG00000187609",
         "ENSG00000187626",
         "ENSG00000187650",
-        "ENSG00000187678",
         "ENSG00000187688",
         "ENSG00000187726",
         "ENSG00000187736",
         "ENSG00000187800",
-        "ENSG00000187862",
         "ENSG00000187866",
         "ENSG00000187942",
         "ENSG00000187961",
         "ENSG00000187980",
         "ENSG00000188001",
         "ENSG00000188021",
+        "ENSG00000188042",
         "ENSG00000188070",
         "ENSG00000188124",
         "ENSG00000188130",
@@ -3120,9 +3133,7 @@
         "ENSG00000188487",
         "ENSG00000188488",
         "ENSG00000188501",
-        "ENSG00000188522",
         "ENSG00000188536",
-        "ENSG00000188542",
         "ENSG00000188549",
         "ENSG00000188613",
         "ENSG00000188636",
@@ -3142,6 +3153,7 @@
         "ENSG00000188822",
         "ENSG00000188827",
         "ENSG00000188868",
+        "ENSG00000188916",
         "ENSG00000188917",
         "ENSG00000188921",
         "ENSG00000188938",
@@ -3149,6 +3161,8 @@
         "ENSG00000189007",
         "ENSG00000189013",
         "ENSG00000189042",
+        "ENSG00000189091",
+        "ENSG00000189134",
         "ENSG00000189144",
         "ENSG00000189157",
         "ENSG00000189164",
@@ -3157,12 +3171,10 @@
         "ENSG00000189298",
         "ENSG00000189308",
         "ENSG00000189350",
-        "ENSG00000189362",
         "ENSG00000189366",
         "ENSG00000189419",
         "ENSG00000189420",
         "ENSG00000196074",
-        "ENSG00000196083",
         "ENSG00000196091",
         "ENSG00000196110",
         "ENSG00000196116",
@@ -3181,16 +3193,18 @@
         "ENSG00000196263",
         "ENSG00000196267",
         "ENSG00000196290",
+        "ENSG00000196363",
         "ENSG00000196368",
         "ENSG00000196388",
         "ENSG00000196421",
+        "ENSG00000196422",
         "ENSG00000196437",
         "ENSG00000196466",
         "ENSG00000196476",
         "ENSG00000196510",
-        "ENSG00000196517",
         "ENSG00000196542",
         "ENSG00000196547",
+        "ENSG00000196586",
         "ENSG00000196591",
         "ENSG00000196653",
         "ENSG00000196670",
@@ -3208,18 +3222,15 @@
         "ENSG00000196890",
         "ENSG00000196911",
         "ENSG00000196923",
-        "ENSG00000196954",
         "ENSG00000196981",
         "ENSG00000197008",
         "ENSG00000197016",
         "ENSG00000197037",
-        "ENSG00000197044",
         "ENSG00000197050",
         "ENSG00000197061",
         "ENSG00000197093",
         "ENSG00000197128",
         "ENSG00000197140",
-        "ENSG00000197165",
         "ENSG00000197168",
         "ENSG00000197181",
         "ENSG00000197182",
@@ -3235,7 +3246,6 @@
         "ENSG00000197446",
         "ENSG00000197467",
         "ENSG00000197497",
-        "ENSG00000197506",
         "ENSG00000197520",
         "ENSG00000197562",
         "ENSG00000197566",
@@ -3264,12 +3274,12 @@
         "ENSG00000197992",
         "ENSG00000198018",
         "ENSG00000198039",
-        "ENSG00000198040",
         "ENSG00000198046",
         "ENSG00000198088",
         "ENSG00000198093",
         "ENSG00000198133",
         "ENSG00000198142",
+        "ENSG00000198176",
         "ENSG00000198182",
         "ENSG00000198205",
         "ENSG00000198208",
@@ -3281,9 +3291,7 @@
         "ENSG00000198324",
         "ENSG00000198336",
         "ENSG00000198342",
-        "ENSG00000198346",
         "ENSG00000198393",
-        "ENSG00000198400",
         "ENSG00000198440",
         "ENSG00000198453",
         "ENSG00000198455",
@@ -3295,6 +3303,7 @@
         "ENSG00000198574",
         "ENSG00000198663",
         "ENSG00000198668",
+        "ENSG00000198677",
         "ENSG00000198689",
         "ENSG00000198692",
         "ENSG00000198712",
@@ -3372,17 +3381,16 @@
         "ENSG00000204611",
         "ENSG00000204624",
         "ENSG00000204706",
+        "ENSG00000204713",
         "ENSG00000204758",
         "ENSG00000204792",
         "ENSG00000204815",
-        "ENSG00000204832",
-        "ENSG00000204859",
+        "ENSG00000204899",
         "ENSG00000204946",
         "ENSG00000204954",
         "ENSG00000205060",
         "ENSG00000205084",
         "ENSG00000205277",
-        "ENSG00000205302",
         "ENSG00000205309",
         "ENSG00000205403",
         "ENSG00000205423",
@@ -3402,7 +3410,6 @@
         "ENSG00000206559",
         "ENSG00000206561",
         "ENSG00000206573",
-        "ENSG00000211445",
         "ENSG00000211448",
         "ENSG00000211456",
         "ENSG00000211460",
@@ -3419,6 +3426,7 @@
         "ENSG00000213190",
         "ENSG00000213213",
         "ENSG00000213341",
+        "ENSG00000213366",
         "ENSG00000213373",
         "ENSG00000213398",
         "ENSG00000213468",
@@ -3435,8 +3443,10 @@
         "ENSG00000213949",
         "ENSG00000213995",
         "ENSG00000214013",
+        "ENSG00000214029",
         "ENSG00000214087",
         "ENSG00000214106",
+        "ENSG00000214194",
         "ENSG00000214212",
         "ENSG00000214290",
         "ENSG00000214293",
@@ -3455,20 +3465,20 @@
         "ENSG00000215218",
         "ENSG00000215251",
         "ENSG00000215374",
+        "ENSG00000215712",
         "ENSG00000215883",
         "ENSG00000215910",
         "ENSG00000215912",
         "ENSG00000218357",
+        "ENSG00000218739",
         "ENSG00000218819",
         "ENSG00000219545",
         "ENSG00000219607",
         "ENSG00000220201",
         "ENSG00000221866",
         "ENSG00000221882",
-        "ENSG00000221883",
         "ENSG00000221886",
         "ENSG00000221916",
-        "ENSG00000221947",
         "ENSG00000221988",
         "ENSG00000221990",
         "ENSG00000222046",
@@ -3489,16 +3499,16 @@
         "ENSG00000224424",
         "ENSG00000224509",
         "ENSG00000224536",
-        "ENSG00000224614",
         "ENSG00000224616",
         "ENSG00000224903",
         "ENSG00000224934",
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