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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| hepatocyte | 709 | 0.99 | 0.98 | 0.97 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| macrophage | 329 | 0.89 | 0.88 | 0.92 | 0.90 | 0.00 | 0.89 | 0.92 | 0.94 | 0.94 |\n| endothelial cell | 175 | 0.97 | 0.98 | 0.97 | 0.97 | 0.00 | 0.98 | 0.98 | 0.97 | 0.97 |\n| monocyte | 187 | 0.42 | 0.65 | 0.64 | 0.57 | 0.00 | 0.23 | 0.43 | 0.47 | 0.54 |\n| CD8-positive, alpha-beta T cell | 121 | 0.83 | 0.84 | 0.84 | 0.61 | 0.00 | 0.82 | 0.76 | 0.86 | 0.86 |\n| erythrocyte | 112 | 0.96 | 0.94 | 0.96 | 0.97 | 0.00 | 0.94 | 0.99 | 0.96 | 0.99 |\n| mature NK T cell | 74 | 0.60 | 0.56 | 0.60 | 0.54 | 0.00 | 0.57 | 0.54 | 0.66 | 0.63 |\n| plasma cell | 79 | 0.97 | 0.99 | 0.98 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| natural killer cell | 90 | 0.70 | 0.74 | 0.70 | 0.49 | 0.00 | 0.73 | 0.71 | 0.82 | 0.77 |\n| neutrophil | 79 | 0.92 | 0.93 | 0.78 | 0.93 | 0.00 | 0.88 | 0.94 | 0.91 | 0.96 |\n| intrahepatic cholangiocyte | 66 | 0.97 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| intermediate monocyte | 57 | 0.41 | 0.22 | 0.46 | 0.24 | 0.00 | 0.45 | 0.43 | 0.44 | 0.48 |\n| classical monocyte | 25 | 0.08 | 0.00 | 0.15 | 0.26 | 0.00 | 0.26 | 0.18 | 0.24 | 0.16 |\n| CD4-positive, alpha-beta T cell | 26 | 0.62 | 0.56 | 0.64 | 0.19 | 0.00 | 0.62 | 0.52 | 0.68 | 0.70 |\n| hepatic stellate cell | 18 | 0.64 | 0.56 | 0.61 | 0.73 | 0.00 | 0.84 | 0.94 | 0.89 | 0.91 |\n| B cell | 19 | 0.95 | 0.92 | 0.95 | 0.92 | 0.00 | 0.93 | 0.95 | 0.95 | 0.95 |\n| fibroblast | 15 | 0.74 | 0.77 | 0.69 | 0.82 | 0.00 | 0.94 | 0.94 | 0.97 | 0.94 |\n| non-classical monocyte | 13 | 0.71 | 0.13 | 0.60 | 0.10 | 0.00 | 0.57 | 0.81 | 0.88 | 0.88 |\n| myeloid cell | 5 | 0.00 | 0.00 | 0.33 | 0.44 | 0.00 | 0.46 | 0.67 | 0.40 | 0.44 |\n| myeloid dendritic cell | 9 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.47 | 0.75 | 0.60 | 0.75 |\n| hematopoietic precursor cell | 6 | 0.00 | 0.44 | 0.67 | 0.44 | 0.00 | 0.57 | 0.80 | 0.73 | 0.80 |\n| T cell | 5 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 3 | 0.75 | 0.67 | 0.80 | 0.80 | 0.00 | 0.67 | 0.86 | 1.00 | 0.86 |\n| plasmacytoid dendritic 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| hepatocyte | 6705 | 0.99 | 0.97 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| macrophage | 2903 | 0.90 | 0.88 | 0.95 | 0.92 | 0.00 | 0.90 | 0.93 | 0.94 | 0.96 |\n| endothelial cell | 1599 | 0.97 | 0.96 | 0.99 | 0.97 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| monocyte | 1534 | 0.46 | 0.62 | 0.76 | 0.70 | 0.00 | 0.43 | 0.70 | 0.72 | 0.80 |\n| CD8-positive, alpha-beta T cell | 1169 | 0.81 | 0.81 | 0.86 | 0.76 | 0.00 | 0.83 | 0.88 | 0.92 | 0.89 |\n| erythrocyte | 868 | 0.97 | 0.90 | 0.99 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| mature NK T cell | 734 | 0.65 | 0.51 | 0.76 | 0.69 | 0.00 | 0.71 | 0.84 | 0.88 | 0.84 |\n| plasma cell | 687 | 0.97 | 0.95 | 0.99 | 0.98 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| natural killer cell | 655 | 0.68 | 0.64 | 0.79 | 0.69 | 0.00 | 0.80 | 0.89 | 0.91 | 0.88 |\n| neutrophil | 660 | 0.91 | 0.82 | 0.94 | 0.93 | 0.00 | 0.93 | 0.98 | 0.98 | 0.98 |\n| intrahepatic cholangiocyte | 599 | 0.96 | 0.97 | 0.98 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| intermediate monocyte | 500 | 0.41 | 0.26 | 0.65 | 0.54 | 0.00 | 0.60 | 0.75 | 0.74 | 0.78 |\n| classical monocyte | 301 | 0.19 | 0.06 | 0.47 | 0.39 | 0.00 | 0.47 | 0.70 | 0.72 | 0.78 |\n| CD4-positive, alpha-beta T cell | 265 | 0.56 | 0.47 | 0.67 | 0.50 | 0.00 | 0.69 | 0.83 | 0.87 | 0.81 |\n| hepatic stellate cell | 205 | 0.70 | 0.44 | 0.84 | 0.75 | 0.00 | 0.88 | 0.99 | 0.97 | 0.97 |\n| B cell | 144 | 0.94 | 0.95 | 0.96 | 0.92 | 0.00 | 0.95 | 0.99 | 0.99 | 0.98 |\n| fibroblast | 146 | 0.74 | 0.69 | 0.80 | 0.82 | 0.00 | 0.97 | 0.99 | 0.99 | 0.97 |\n| non-classical monocyte | 100 | 0.64 | 0.18 | 0.82 | 0.47 | 0.00 | 0.74 | 0.87 | 0.88 | 0.89 |\n| myeloid cell | 76 | 0.48 | 0.00 | 0.50 | 0.63 | 0.00 | 0.79 | 0.95 | 0.86 | 0.89 |\n| myeloid dendritic cell | 47 | 0.00 | 0.00 | 0.48 | 0.30 | 0.00 | 0.43 | 0.82 | 0.76 | 0.91 |\n| hematopoietic precursor cell | 35 | 0.00 | 0.40 | 0.68 | 0.55 | 0.00 | 0.73 | 1.00 | 0.99 | 0.92 |\n| T cell | 27 | 0.00 | 0.00 | 0.00 | 0.07 | 0.00 | 0.62 | 1.00 | 1.00 | 0.80 |\n| mast cell | 25 | 0.85 | 0.56 | 0.94 | 0.85 | 0.00 | 0.94 | 1.00 | 0.96 | 1.00 |\n| plasmacytoid dendritic cell | 8 | 0.00 | 0.00 | 0.88 | 0.93 | 0.00 | 0.59 | 0.94 | 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| hepatocyte | 739 | 0.99 | 0.98 | 0.97 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| macrophage | 315 | 0.87 | 0.89 | 0.93 | 0.88 | 0.00 | 0.88 | 0.92 | 0.94 | 0.95 |\n| endothelial cell | 180 | 0.97 | 0.97 | 0.98 | 0.98 | 0.00 | 0.98 | 0.97 | 0.97 | 0.98 |\n| monocyte | 174 | 0.50 | 0.61 | 0.62 | 0.61 | 0.00 | 0.48 | 0.43 | 0.46 | 0.62 |\n| CD8-positive, alpha-beta T cell | 119 | 0.82 | 0.82 | 0.82 | 0.58 | 0.00 | 0.82 | 0.76 | 0.82 | 0.86 |\n| erythrocyte | 102 | 0.99 | 0.92 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.97 | 0.99 |\n| mature NK T cell | 63 | 0.59 | 0.47 | 0.62 | 0.47 | 0.00 | 0.57 | 0.53 | 0.62 | 0.63 |\n| plasma cell | 81 | 0.98 | 0.98 | 0.96 | 0.98 | 0.00 | 1.00 | 0.99 | 0.98 | 0.98 |\n| natural killer cell | 84 | 0.74 | 0.72 | 0.74 | 0.44 | 0.00 | 0.74 | 0.74 | 0.78 | 0.78 |\n| neutrophil | 82 | 0.96 | 0.94 | 0.79 | 0.88 | 0.00 | 0.95 | 0.94 | 0.95 | 0.98 |\n| intrahepatic cholangiocyte | 70 | 0.98 | 0.96 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| intermediate monocyte | 56 | 0.47 | 0.27 | 0.41 | 0.19 | 0.00 | 0.29 | 0.37 | 0.39 | 0.41 |\n| classical monocyte | 30 | 0.29 | 0.00 | 0.20 | 0.10 | 0.00 | 0.18 | 0.35 | 0.39 | 0.27 |\n| CD4-positive, alpha-beta T cell | 30 | 0.67 | 0.44 | 0.61 | 0.30 | 0.00 | 0.65 | 0.53 | 0.70 | 0.73 |\n| hepatic stellate cell | 25 | 0.75 | 0.44 | 0.64 | 0.42 | 0.00 | 0.76 | 0.94 | 0.90 | 0.86 |\n| B cell | 17 | 0.94 | 0.94 | 0.91 | 0.77 | 0.00 | 0.94 | 0.97 | 0.94 | 0.94 |\n| fibroblast | 15 | 0.73 | 0.65 | 0.61 | 0.59 | 0.00 | 0.79 | 0.94 | 0.86 | 0.86 |\n| non-classical monocyte | 12 | 0.67 | 0.14 | 0.67 | 0.42 | 0.00 | 0.71 | 0.59 | 0.80 | 0.81 |\n| myeloid cell | 5 | 0.50 | 0.00 | 0.33 | 0.50 | 0.00 | 0.62 | 0.67 | 0.77 | 0.80 |\n| myeloid dendritic cell | 6 | 0.00 | 0.00 | 0.25 | 0.00 | 0.00 | 0.62 | 0.60 | 0.67 | 0.60 |\n| hematopoietic precursor cell | 7 | 0.00 | 0.73 | 0.44 | 0.40 | 0.00 | 0.71 | 0.73 | 0.50 | 0.60 |\n| T cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.22 | 0.00 | 0.00 | 0.00 |\n| mast cell | 4 | 0.44 | 0.50 | 0.89 | 0.75 | 0.00 | 0.80 | 0.89 | 0.89 | 0.89 |\n| plasmacytoid dendritic cell | 1 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.50 | 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| hepatocyte | 6675 | 0.99 | 0.97 | 0.99 | 1.00 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| macrophage | 2917 | 0.89 | 0.89 | 0.95 | 0.92 | 0.00 | 0.91 | 0.93 | 0.94 | 0.96 |\n| endothelial cell | 1594 | 0.96 | 0.96 | 0.98 | 0.97 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| monocyte | 1547 | 0.52 | 0.64 | 0.77 | 0.72 | 0.00 | 0.63 | 0.69 | 0.71 | 0.82 |\n| CD8-positive, alpha-beta T cell | 1171 | 0.79 | 0.81 | 0.87 | 0.74 | 0.00 | 0.85 | 0.89 | 0.92 | 0.89 |\n| erythrocyte | 878 | 0.99 | 0.88 | 0.99 | 0.98 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |\n| mature NK T cell | 745 | 0.63 | 0.50 | 0.76 | 0.66 | 0.00 | 0.72 | 0.85 | 0.87 | 0.84 |\n| plasma cell | 685 | 0.98 | 0.96 | 0.99 | 0.97 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| natural killer cell | 661 | 0.70 | 0.64 | 0.78 | 0.64 | 0.00 | 0.77 | 0.88 | 0.89 | 0.88 |\n| neutrophil | 657 | 0.94 | 0.80 | 0.94 | 0.92 | 0.00 | 0.97 | 0.98 | 0.97 | 0.98 |\n| intrahepatic cholangiocyte | 595 | 0.96 | 0.96 | 0.98 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| intermediate monocyte | 501 | 0.44 | 0.22 | 0.65 | 0.54 | 0.00 | 0.50 | 0.74 | 0.74 | 0.79 |\n| classical monocyte | 296 | 0.21 | 0.02 | 0.43 | 0.37 | 0.00 | 0.54 | 0.68 | 0.71 | 0.76 |\n| CD4-positive, alpha-beta T cell | 261 | 0.51 | 0.51 | 0.67 | 0.55 | 0.00 | 0.71 | 0.82 | 0.87 | 0.80 |\n| hepatic stellate cell | 198 | 0.55 | 0.27 | 0.82 | 0.79 | 0.00 | 0.91 | 0.97 | 0.97 | 0.96 |\n| B cell | 146 | 0.94 | 0.95 | 0.96 | 0.84 | 0.00 | 0.94 | 0.99 | 0.98 | 0.97 |\n| fibroblast | 146 | 0.61 | 0.64 | 0.78 | 0.85 | 0.00 | 0.93 | 0.99 | 0.99 | 0.97 |\n| non-classical monocyte | 101 | 0.63 | 0.22 | 0.83 | 0.46 | 0.00 | 0.80 | 0.87 | 0.86 | 0.89 |\n| myeloid cell | 76 | 0.72 | 0.00 | 0.59 | 0.58 | 0.00 | 0.82 | 0.93 | 0.89 | 0.90 |\n| myeloid dendritic cell | 50 | 0.00 | 0.04 | 0.51 | 0.13 | 0.00 | 0.68 | 0.89 | 0.87 | 0.91 |\n| hematopoietic precursor cell | 34 | 0.00 | 0.38 | 0.64 | 0.55 | 0.00 | 0.83 | 1.00 | 0.99 | 0.90 |\n| T cell | 27 | 0.00 | 0.00 | 0.13 | 0.18 | 0.00 | 0.68 | 1.00 | 1.00 | 0.94 |\n| mast cell | 24 | 0.34 | 0.46 | 0.89 | 0.69 | 0.00 | 0.98 | 1.00 | 0.96 | 1.00 |\n| plasmacytoid dendritic cell | 7 | 0.00 | 0.00 | 0.86 | 0.83 | 0.00 | 0.61 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000000003",
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         "ENSG00000089692",
         "ENSG00000089818",
         "ENSG00000090097",
         "ENSG00000090104",
-        "ENSG00000090316",
         "ENSG00000090382",
         "ENSG00000090432",
         "ENSG00000090447",
@@ -447,17 +449,18 @@
         "ENSG00000091536",
         "ENSG00000091583",
         "ENSG00000091592",
-        "ENSG00000091656",
         "ENSG00000091732",
         "ENSG00000091879",
         "ENSG00000091986",
+        "ENSG00000092068",
         "ENSG00000092094",
         "ENSG00000092096",
         "ENSG00000092098",
         "ENSG00000092201",
         "ENSG00000092208",
-        "ENSG00000092445",
+        "ENSG00000092421",
         "ENSG00000092470",
+        "ENSG00000092841",
         "ENSG00000092847",
         "ENSG00000092853",
         "ENSG00000092871",
@@ -475,17 +478,16 @@
         "ENSG00000095739",
         "ENSG00000095794",
         "ENSG00000095932",
-        "ENSG00000095970",
         "ENSG00000096070",
         "ENSG00000096093",
         "ENSG00000096654",
         "ENSG00000096696",
         "ENSG00000096968",
-        "ENSG00000097096",
+        "ENSG00000096996",
+        "ENSG00000097046",
         "ENSG00000099256",
         "ENSG00000099282",
         "ENSG00000099284",
-        "ENSG00000099326",
         "ENSG00000099810",
         "ENSG00000099849",
         "ENSG00000099860",
@@ -494,7 +496,6 @@
         "ENSG00000099968",
         "ENSG00000099998",
         "ENSG00000100056",
-        "ENSG00000100060",
         "ENSG00000100065",
         "ENSG00000100097",
         "ENSG00000100099",
@@ -507,18 +508,19 @@
         "ENSG00000100124",
         "ENSG00000100139",
         "ENSG00000100150",
+        "ENSG00000100151",
         "ENSG00000100162",
         "ENSG00000100170",
         "ENSG00000100196",
         "ENSG00000100197",
         "ENSG00000100211",
+        "ENSG00000100216",
         "ENSG00000100219",
         "ENSG00000100225",
         "ENSG00000100234",
         "ENSG00000100241",
         "ENSG00000100246",
         "ENSG00000100263",
-        "ENSG00000100271",
         "ENSG00000100290",
         "ENSG00000100294",
         "ENSG00000100296",
@@ -555,7 +557,6 @@
         "ENSG00000100564",
         "ENSG00000100580",
         "ENSG00000100601",
-        "ENSG00000100612",
         "ENSG00000100628",
         "ENSG00000100744",
         "ENSG00000100749",
@@ -563,6 +564,7 @@
         "ENSG00000100802",
         "ENSG00000100814",
         "ENSG00000100906",
+        "ENSG00000100916",
         "ENSG00000100918",
         "ENSG00000100938",
         "ENSG00000100949",
@@ -584,12 +586,12 @@
         "ENSG00000101199",
         "ENSG00000101224",
         "ENSG00000101247",
-        "ENSG00000101255",
         "ENSG00000101310",
         "ENSG00000101331",
         "ENSG00000101333",
         "ENSG00000101335",
         "ENSG00000101343",
+        "ENSG00000101346",
         "ENSG00000101349",
         "ENSG00000101350",
         "ENSG00000101361",
@@ -643,28 +645,27 @@
         "ENSG00000103056",
         "ENSG00000103061",
         "ENSG00000103111",
-        "ENSG00000103174",
         "ENSG00000103196",
         "ENSG00000103199",
         "ENSG00000103264",
         "ENSG00000103343",
         "ENSG00000103353",
+        "ENSG00000103365",
         "ENSG00000103423",
         "ENSG00000103449",
         "ENSG00000103512",
         "ENSG00000103522",
         "ENSG00000103591",
+        "ENSG00000103642",
         "ENSG00000103671",
         "ENSG00000103707",
         "ENSG00000103811",
         "ENSG00000103876",
-        "ENSG00000104064",
         "ENSG00000104129",
         "ENSG00000104142",
         "ENSG00000104147",
         "ENSG00000104177",
         "ENSG00000104219",
-        "ENSG00000104221",
         "ENSG00000104267",
         "ENSG00000104290",
         "ENSG00000104299",
@@ -675,9 +676,9 @@
         "ENSG00000104427",
         "ENSG00000104442",
         "ENSG00000104472",
-        "ENSG00000104522",
         "ENSG00000104524",
         "ENSG00000104537",
+        "ENSG00000104679",
         "ENSG00000104689",
         "ENSG00000104723",
         "ENSG00000104728",
@@ -703,9 +704,7 @@
         "ENSG00000105085",
         "ENSG00000105135",
         "ENSG00000105173",
-        "ENSG00000105186",
         "ENSG00000105229",
-        "ENSG00000105245",
         "ENSG00000105248",
         "ENSG00000105281",
         "ENSG00000105341",
@@ -730,21 +729,18 @@
         "ENSG00000105767",
         "ENSG00000105792",
         "ENSG00000105825",
-        "ENSG00000105829",
         "ENSG00000105835",
         "ENSG00000105849",
         "ENSG00000105851",
         "ENSG00000105854",
+        "ENSG00000105855",
         "ENSG00000105875",
         "ENSG00000105877",
         "ENSG00000105879",
-        "ENSG00000105926",
         "ENSG00000105928",
-        "ENSG00000105971",
         "ENSG00000105974",
         "ENSG00000105989",
         "ENSG00000106004",
-        "ENSG00000106009",
         "ENSG00000106012",
         "ENSG00000106018",
         "ENSG00000106025",
@@ -761,6 +757,7 @@
         "ENSG00000106333",
         "ENSG00000106344",
         "ENSG00000106348",
+        "ENSG00000106397",
         "ENSG00000106462",
         "ENSG00000106477",
         "ENSG00000106484",
@@ -792,7 +789,6 @@
         "ENSG00000107611",
         "ENSG00000107614",
         "ENSG00000107651",
-        "ENSG00000107742",
         "ENSG00000107789",
         "ENSG00000107796",
         "ENSG00000107798",
@@ -804,12 +800,11 @@
         "ENSG00000107960",
         "ENSG00000108001",
         "ENSG00000108010",
-        "ENSG00000108064",
+        "ENSG00000108039",
         "ENSG00000108091",
         "ENSG00000108187",
         "ENSG00000108242",
         "ENSG00000108344",
-        "ENSG00000108352",
         "ENSG00000108370",
         "ENSG00000108379",
         "ENSG00000108381",
@@ -854,7 +849,6 @@
         "ENSG00000109805",
         "ENSG00000109846",
         "ENSG00000109917",
-        "ENSG00000109929",
         "ENSG00000110002",
         "ENSG00000110013",
         "ENSG00000110077",
@@ -869,15 +863,14 @@
         "ENSG00000110492",
         "ENSG00000110660",
         "ENSG00000110665",
+        "ENSG00000110768",
         "ENSG00000110777",
         "ENSG00000110799",
         "ENSG00000110841",
         "ENSG00000110848",
         "ENSG00000110871",
         "ENSG00000110876",
-        "ENSG00000110888",
         "ENSG00000110906",
-        "ENSG00000110934",
         "ENSG00000110955",
         "ENSG00000111057",
         "ENSG00000111203",
@@ -885,6 +878,7 @@
         "ENSG00000111261",
         "ENSG00000111275",
         "ENSG00000111331",
+        "ENSG00000111339",
         "ENSG00000111341",
         "ENSG00000111348",
         "ENSG00000111358",
@@ -913,18 +907,17 @@
         "ENSG00000111725",
         "ENSG00000111726",
         "ENSG00000111727",
-        "ENSG00000111729",
         "ENSG00000111796",
         "ENSG00000111802",
         "ENSG00000111816",
         "ENSG00000111837",
         "ENSG00000111850",
-        "ENSG00000111859",
         "ENSG00000111886",
         "ENSG00000111907",
         "ENSG00000112029",
         "ENSG00000112038",
         "ENSG00000112118",
+        "ENSG00000112144",
         "ENSG00000112167",
         "ENSG00000112186",
         "ENSG00000112208",
@@ -952,6 +945,7 @@
         "ENSG00000112981",
         "ENSG00000112996",
         "ENSG00000113048",
+        "ENSG00000113088",
         "ENSG00000113140",
         "ENSG00000113141",
         "ENSG00000113240",
@@ -960,19 +954,17 @@
         "ENSG00000113356",
         "ENSG00000113369",
         "ENSG00000113389",
+        "ENSG00000113407",
         "ENSG00000113456",
         "ENSG00000113460",
-        "ENSG00000113522",
         "ENSG00000113552",
         "ENSG00000113569",
         "ENSG00000113583",
         "ENSG00000113594",
-        "ENSG00000113595",
         "ENSG00000113597",
         "ENSG00000113638",
         "ENSG00000113721",
         "ENSG00000113734",
-        "ENSG00000113758",
         "ENSG00000113761",
         "ENSG00000113812",
         "ENSG00000113838",
@@ -980,6 +972,7 @@
         "ENSG00000113924",
         "ENSG00000113966",
         "ENSG00000113971",
+        "ENSG00000114021",
         "ENSG00000114054",
         "ENSG00000114098",
         "ENSG00000114107",
@@ -991,24 +984,23 @@
         "ENSG00000114503",
         "ENSG00000114529",
         "ENSG00000114544",
-        "ENSG00000114648",
         "ENSG00000114656",
         "ENSG00000114686",
-        "ENSG00000114735",
         "ENSG00000114737",
         "ENSG00000114738",
         "ENSG00000114744",
         "ENSG00000114767",
         "ENSG00000114771",
-        "ENSG00000114779",
         "ENSG00000114796",
         "ENSG00000114805",
         "ENSG00000114841",
+        "ENSG00000114850",
         "ENSG00000114933",
         "ENSG00000114988",
         "ENSG00000115085",
         "ENSG00000115129",
-        "ENSG00000115145",
+        "ENSG00000115137",
+        "ENSG00000115138",
         "ENSG00000115163",
         "ENSG00000115211",
         "ENSG00000115226",
@@ -1025,13 +1017,11 @@
         "ENSG00000115423",
         "ENSG00000115459",
         "ENSG00000115461",
-        "ENSG00000115468",
         "ENSG00000115484",
         "ENSG00000115514",
         "ENSG00000115520",
         "ENSG00000115525",
         "ENSG00000115540",
-        "ENSG00000115548",
         "ENSG00000115602",
         "ENSG00000115604",
         "ENSG00000115641",
@@ -1039,7 +1029,6 @@
         "ENSG00000115652",
         "ENSG00000115687",
         "ENSG00000115738",
-        "ENSG00000115827",
         "ENSG00000115902",
         "ENSG00000115946",
         "ENSG00000115947",
@@ -1058,13 +1047,13 @@
         "ENSG00000116353",
         "ENSG00000116396",
         "ENSG00000116455",
-        "ENSG00000116459",
         "ENSG00000116478",
         "ENSG00000116489",
         "ENSG00000116525",
         "ENSG00000116574",
         "ENSG00000116649",
         "ENSG00000116661",
+        "ENSG00000116670",
         "ENSG00000116701",
         "ENSG00000116741",
         "ENSG00000116791",
@@ -1072,10 +1061,8 @@
         "ENSG00000116830",
         "ENSG00000116852",
         "ENSG00000116874",
-        "ENSG00000116885",
         "ENSG00000116954",
         "ENSG00000116984",
-        "ENSG00000117036",
         "ENSG00000117054",
         "ENSG00000117090",
         "ENSG00000117133",
@@ -1092,6 +1079,7 @@
         "ENSG00000117394",
         "ENSG00000117399",
         "ENSG00000117408",
+        "ENSG00000117461",
         "ENSG00000117475",
         "ENSG00000117480",
         "ENSG00000117519",
@@ -1121,10 +1109,10 @@
         "ENSG00000118705",
         "ENSG00000118785",
         "ENSG00000118894",
+        "ENSG00000118946",
         "ENSG00000118965",
         "ENSG00000118971",
         "ENSG00000118997",
-        "ENSG00000119041",
         "ENSG00000119121",
         "ENSG00000119203",
         "ENSG00000119280",
@@ -1156,6 +1144,7 @@
         "ENSG00000119917",
         "ENSG00000119922",
         "ENSG00000119929",
+        "ENSG00000119938",
         "ENSG00000119965",
         "ENSG00000119969",
         "ENSG00000119986",
@@ -1178,21 +1167,19 @@
         "ENSG00000120756",
         "ENSG00000120800",
         "ENSG00000120820",
-        "ENSG00000120832",
         "ENSG00000120833",
-        "ENSG00000120868",
+        "ENSG00000120837",
         "ENSG00000120875",
         "ENSG00000120885",
         "ENSG00000120913",
         "ENSG00000120925",
-        "ENSG00000120942",
         "ENSG00000120949",
-        "ENSG00000121005",
         "ENSG00000121039",
         "ENSG00000121067",
         "ENSG00000121068",
         "ENSG00000121104",
         "ENSG00000121152",
+        "ENSG00000121270",
         "ENSG00000121297",
         "ENSG00000121351",
         "ENSG00000121406",
@@ -1200,12 +1187,15 @@
         "ENSG00000121481",
         "ENSG00000121578",
         "ENSG00000121579",
+        "ENSG00000121621",
         "ENSG00000121680",
         "ENSG00000121691",
         "ENSG00000121775",
         "ENSG00000121864",
+        "ENSG00000121879",
         "ENSG00000121900",
         "ENSG00000121933",
+        "ENSG00000121957",
         "ENSG00000121966",
         "ENSG00000122068",
         "ENSG00000122085",
@@ -1240,6 +1230,7 @@
         "ENSG00000123136",
         "ENSG00000123146",
         "ENSG00000123219",
+        "ENSG00000123243",
         "ENSG00000123374",
         "ENSG00000123416",
         "ENSG00000123427",
@@ -1261,7 +1252,6 @@
         "ENSG00000124120",
         "ENSG00000124171",
         "ENSG00000124181",
-        "ENSG00000124209",
         "ENSG00000124279",
         "ENSG00000124440",
         "ENSG00000124444",
@@ -1270,11 +1260,13 @@
         "ENSG00000124508",
         "ENSG00000124523",
         "ENSG00000124564",
+        "ENSG00000124571",
         "ENSG00000124574",
         "ENSG00000124575",
         "ENSG00000124596",
         "ENSG00000124615",
         "ENSG00000124635",
+        "ENSG00000124641",
         "ENSG00000124659",
         "ENSG00000124688",
         "ENSG00000124713",
@@ -1283,16 +1275,15 @@
         "ENSG00000124783",
         "ENSG00000124784",
         "ENSG00000124785",
-        "ENSG00000124786",
         "ENSG00000124787",
         "ENSG00000124875",
         "ENSG00000124920",
         "ENSG00000125144",
         "ENSG00000125148",
         "ENSG00000125170",
-        "ENSG00000125247",
         "ENSG00000125266",
         "ENSG00000125378",
+        "ENSG00000125384",
         "ENSG00000125388",
         "ENSG00000125398",
         "ENSG00000125434",
@@ -1302,15 +1293,15 @@
         "ENSG00000125484",
         "ENSG00000125551",
         "ENSG00000125650",
+        "ENSG00000125656",
         "ENSG00000125703",
+        "ENSG00000125734",
         "ENSG00000125775",
         "ENSG00000125812",
         "ENSG00000125827",
         "ENSG00000125834",
-        "ENSG00000125841",
         "ENSG00000125843",
         "ENSG00000125846",
-        "ENSG00000125848",
         "ENSG00000125851",
         "ENSG00000125868",
         "ENSG00000125912",
@@ -1333,8 +1324,6 @@
         "ENSG00000126603",
         "ENSG00000126790",
         "ENSG00000126803",
-        "ENSG00000126814",
-        "ENSG00000126821",
         "ENSG00000126822",
         "ENSG00000126861",
         "ENSG00000126878",
@@ -1345,7 +1334,6 @@
         "ENSG00000127083",
         "ENSG00000127311",
         "ENSG00000127324",
-        "ENSG00000127328",
         "ENSG00000127329",
         "ENSG00000127334",
         "ENSG00000127337",
@@ -1355,10 +1343,10 @@
         "ENSG00000127452",
         "ENSG00000127580",
         "ENSG00000127804",
+        "ENSG00000127837",
         "ENSG00000127870",
         "ENSG00000127884",
         "ENSG00000127980",
-        "ENSG00000127989",
         "ENSG00000127993",
         "ENSG00000127995",
         "ENSG00000128000",
@@ -1373,29 +1361,32 @@
         "ENSG00000128298",
         "ENSG00000128340",
         "ENSG00000128342",
+        "ENSG00000128487",
         "ENSG00000128567",
         "ENSG00000128578",
         "ENSG00000128581",
         "ENSG00000128590",
+        "ENSG00000128595",
         "ENSG00000128606",
         "ENSG00000128607",
-        "ENSG00000128654",
         "ENSG00000128656",
         "ENSG00000128694",
         "ENSG00000128708",
         "ENSG00000128815",
         "ENSG00000128872",
         "ENSG00000128915",
+        "ENSG00000128917",
         "ENSG00000128923",
         "ENSG00000128928",
         "ENSG00000128944",
         "ENSG00000129007",
-        "ENSG00000129103",
+        "ENSG00000129083",
         "ENSG00000129219",
         "ENSG00000129244",
         "ENSG00000129245",
         "ENSG00000129295",
         "ENSG00000129354",
+        "ENSG00000129355",
         "ENSG00000129465",
         "ENSG00000129472",
         "ENSG00000129473",
@@ -1406,6 +1397,7 @@
         "ENSG00000129680",
         "ENSG00000129691",
         "ENSG00000129696",
+        "ENSG00000129925",
         "ENSG00000129932",
         "ENSG00000129988",
         "ENSG00000130023",
@@ -1416,17 +1408,15 @@
         "ENSG00000130193",
         "ENSG00000130203",
         "ENSG00000130204",
-        "ENSG00000130299",
+        "ENSG00000130244",
         "ENSG00000130300",
+        "ENSG00000130307",
         "ENSG00000130348",
         "ENSG00000130427",
         "ENSG00000130475",
-        "ENSG00000130479",
         "ENSG00000130511",
         "ENSG00000130545",
-        "ENSG00000130558",
         "ENSG00000130560",
-        "ENSG00000130590",
         "ENSG00000130598",
         "ENSG00000130707",
         "ENSG00000130713",
@@ -1436,11 +1426,11 @@
         "ENSG00000130768",
         "ENSG00000130821",
         "ENSG00000130826",
-        "ENSG00000130827",
         "ENSG00000130844",
         "ENSG00000130935",
         "ENSG00000130962",
         "ENSG00000131015",
+        "ENSG00000131016",
         "ENSG00000131037",
         "ENSG00000131043",
         "ENSG00000131061",
@@ -1448,10 +1438,10 @@
         "ENSG00000131171",
         "ENSG00000131188",
         "ENSG00000131238",
+        "ENSG00000131263",
         "ENSG00000131269",
         "ENSG00000131351",
         "ENSG00000131373",
-        "ENSG00000131386",
         "ENSG00000131408",
         "ENSG00000131437",
         "ENSG00000131459",
@@ -1460,11 +1450,11 @@
         "ENSG00000131470",
         "ENSG00000131471",
         "ENSG00000131634",
-        "ENSG00000131652",
         "ENSG00000131697",
         "ENSG00000131711",
         "ENSG00000131730",
         "ENSG00000131732",
+        "ENSG00000131747",
         "ENSG00000131779",
         "ENSG00000131788",
         "ENSG00000131831",
@@ -1498,6 +1488,7 @@
         "ENSG00000132561",
         "ENSG00000132603",
         "ENSG00000132613",
+        "ENSG00000132639",
         "ENSG00000132640",
         "ENSG00000132646",
         "ENSG00000132676",
@@ -1542,6 +1533,7 @@
         "ENSG00000134057",
         "ENSG00000134061",
         "ENSG00000134077",
+        "ENSG00000134183",
         "ENSG00000134243",
         "ENSG00000134245",
         "ENSG00000134247",
@@ -1550,7 +1542,6 @@
         "ENSG00000134262",
         "ENSG00000134283",
         "ENSG00000134285",
-        "ENSG00000134308",
         "ENSG00000134333",
         "ENSG00000134339",
         "ENSG00000134363",
@@ -1563,20 +1554,20 @@
         "ENSG00000134539",
         "ENSG00000134545",
         "ENSG00000134571",
+        "ENSG00000134602",
         "ENSG00000134684",
         "ENSG00000134716",
         "ENSG00000134748",
         "ENSG00000134853",
         "ENSG00000134864",
         "ENSG00000134873",
-        "ENSG00000134897",
+        "ENSG00000134874",
         "ENSG00000134901",
         "ENSG00000134910",
         "ENSG00000135002",
         "ENSG00000135040",
         "ENSG00000135046",
         "ENSG00000135047",
-        "ENSG00000135052",
         "ENSG00000135069",
         "ENSG00000135070",
         "ENSG00000135077",
@@ -1596,7 +1587,7 @@
         "ENSG00000135336",
         "ENSG00000135341",
         "ENSG00000135372",
-        "ENSG00000135373",
+        "ENSG00000135392",
         "ENSG00000135414",
         "ENSG00000135424",
         "ENSG00000135426",
@@ -1606,8 +1597,6 @@
         "ENSG00000135469",
         "ENSG00000135480",
         "ENSG00000135521",
-        "ENSG00000135617",
-        "ENSG00000135624",
         "ENSG00000135632",
         "ENSG00000135643",
         "ENSG00000135678",
@@ -1623,14 +1612,13 @@
         "ENSG00000135916",
         "ENSG00000135919",
         "ENSG00000135929",
-        "ENSG00000135953",
+        "ENSG00000135931",
         "ENSG00000135956",
         "ENSG00000135974",
         "ENSG00000136010",
-        "ENSG00000136014",
         "ENSG00000136044",
-        "ENSG00000136059",
         "ENSG00000136098",
+        "ENSG00000136100",
         "ENSG00000136108",
         "ENSG00000136122",
         "ENSG00000136158",
@@ -1643,17 +1631,20 @@
         "ENSG00000136271",
         "ENSG00000136273",
         "ENSG00000136319",
+        "ENSG00000136367",
         "ENSG00000136404",
         "ENSG00000136444",
         "ENSG00000136463",
         "ENSG00000136478",
         "ENSG00000136514",
         "ENSG00000136518",
+        "ENSG00000136522",
         "ENSG00000136573",
         "ENSG00000136574",
         "ENSG00000136630",
         "ENSG00000136636",
         "ENSG00000136710",
+        "ENSG00000136738",
         "ENSG00000136783",
         "ENSG00000136807",
         "ENSG00000136826",
@@ -1663,7 +1654,6 @@
         "ENSG00000136872",
         "ENSG00000136875",
         "ENSG00000136891",
-        "ENSG00000136897",
         "ENSG00000136932",
         "ENSG00000136940",
         "ENSG00000136997",
@@ -1674,9 +1664,9 @@
         "ENSG00000137106",
         "ENSG00000137124",
         "ENSG00000137168",
-        "ENSG00000137198",
         "ENSG00000137265",
         "ENSG00000137269",
+        "ENSG00000137309",
         "ENSG00000137310",
         "ENSG00000137337",
         "ENSG00000137338",
@@ -1693,6 +1683,7 @@
         "ENSG00000137575",
         "ENSG00000137628",
         "ENSG00000137673",
+        "ENSG00000137700",
         "ENSG00000137752",
         "ENSG00000137760",
         "ENSG00000137804",
@@ -1703,16 +1694,17 @@
         "ENSG00000137842",
         "ENSG00000137872",
         "ENSG00000137877",
-        "ENSG00000137959",
         "ENSG00000137992",
         "ENSG00000137996",
         "ENSG00000138002",
         "ENSG00000138030",
         "ENSG00000138035",
         "ENSG00000138036",
+        "ENSG00000138061",
         "ENSG00000138073",
         "ENSG00000138079",
         "ENSG00000138095",
+        "ENSG00000138111",
         "ENSG00000138115",
         "ENSG00000138138",
         "ENSG00000138166",
@@ -1733,10 +1725,11 @@
         "ENSG00000138613",
         "ENSG00000138614",
         "ENSG00000138617",
+        "ENSG00000138642",
         "ENSG00000138646",
         "ENSG00000138658",
         "ENSG00000138738",
-        "ENSG00000138767",
+        "ENSG00000138744",
         "ENSG00000138772",
         "ENSG00000138778",
         "ENSG00000138780",
@@ -1745,6 +1738,7 @@
         "ENSG00000138867",
         "ENSG00000139133",
         "ENSG00000139160",
+        "ENSG00000139174",
         "ENSG00000139187",
         "ENSG00000139190",
         "ENSG00000139193",
@@ -1756,11 +1750,11 @@
         "ENSG00000139351",
         "ENSG00000139354",
         "ENSG00000139370",
+        "ENSG00000139410",
         "ENSG00000139508",
         "ENSG00000139546",
         "ENSG00000139572",
         "ENSG00000139618",
-        "ENSG00000139620",
         "ENSG00000139624",
         "ENSG00000139626",
         "ENSG00000139651",
@@ -1778,6 +1772,7 @@
         "ENSG00000140104",
         "ENSG00000140157",
         "ENSG00000140259",
+        "ENSG00000140265",
         "ENSG00000140280",
         "ENSG00000140367",
         "ENSG00000140368",
@@ -1788,8 +1783,9 @@
         "ENSG00000140471",
         "ENSG00000140474",
         "ENSG00000140511",
+        "ENSG00000140525",
+        "ENSG00000140682",
         "ENSG00000140691",
-        "ENSG00000140694",
         "ENSG00000140795",
         "ENSG00000140829",
         "ENSG00000140830",
@@ -1804,14 +1800,13 @@
         "ENSG00000141026",
         "ENSG00000141030",
         "ENSG00000141076",
-        "ENSG00000141101",
+        "ENSG00000141098",
         "ENSG00000141179",
         "ENSG00000141232",
         "ENSG00000141258",
         "ENSG00000141295",
         "ENSG00000141338",
         "ENSG00000141424",
-        "ENSG00000141452",
         "ENSG00000141469",
         "ENSG00000141497",
         "ENSG00000141499",
@@ -1829,15 +1824,14 @@
         "ENSG00000141968",
         "ENSG00000142149",
         "ENSG00000142156",
-        "ENSG00000142166",
         "ENSG00000142173",
         "ENSG00000142235",
+        "ENSG00000142330",
         "ENSG00000142484",
         "ENSG00000142556",
         "ENSG00000142621",
         "ENSG00000142627",
         "ENSG00000142632",
-        "ENSG00000142675",
         "ENSG00000142686",
         "ENSG00000142731",
         "ENSG00000142748",
@@ -1858,11 +1852,11 @@
         "ENSG00000143297",
         "ENSG00000143315",
         "ENSG00000143333",
-        "ENSG00000143365",
         "ENSG00000143367",
         "ENSG00000143369",
         "ENSG00000143374",
         "ENSG00000143376",
+        "ENSG00000143379",
         "ENSG00000143387",
         "ENSG00000143401",
         "ENSG00000143450",
@@ -1876,7 +1870,6 @@
         "ENSG00000143554",
         "ENSG00000143603",
         "ENSG00000143633",
-        "ENSG00000143643",
         "ENSG00000143653",
         "ENSG00000143674",
         "ENSG00000143753",
@@ -1890,7 +1883,6 @@
         "ENSG00000144029",
         "ENSG00000144061",
         "ENSG00000144063",
-        "ENSG00000144118",
         "ENSG00000144120",
         "ENSG00000144161",
         "ENSG00000144199",
@@ -1925,6 +1917,7 @@
         "ENSG00000145220",
         "ENSG00000145284",
         "ENSG00000145293",
+        "ENSG00000145362",
         "ENSG00000145365",
         "ENSG00000145386",
         "ENSG00000145391",
@@ -1939,15 +1932,12 @@
         "ENSG00000145730",
         "ENSG00000145817",
         "ENSG00000145824",
-        "ENSG00000145908",
         "ENSG00000145945",
         "ENSG00000146021",
         "ENSG00000146038",
-        "ENSG00000146067",
         "ENSG00000146109",
         "ENSG00000146122",
         "ENSG00000146215",
-        "ENSG00000146232",
         "ENSG00000146233",
         "ENSG00000146263",
         "ENSG00000146374",
@@ -1956,7 +1946,6 @@
         "ENSG00000146410",
         "ENSG00000146411",
         "ENSG00000146453",
-        "ENSG00000146476",
         "ENSG00000146555",
         "ENSG00000146587",
         "ENSG00000146670",
@@ -1968,21 +1957,27 @@
         "ENSG00000146918",
         "ENSG00000147003",
         "ENSG00000147027",
+        "ENSG00000147100",
         "ENSG00000147121",
+        "ENSG00000147164",
         "ENSG00000147316",
         "ENSG00000147383",
         "ENSG00000147400",
         "ENSG00000147439",
+        "ENSG00000147475",
         "ENSG00000147481",
+        "ENSG00000147535",
         "ENSG00000147548",
         "ENSG00000147606",
         "ENSG00000147687",
         "ENSG00000147724",
         "ENSG00000147872",
+        "ENSG00000147889",
         "ENSG00000147955",
         "ENSG00000148019",
         "ENSG00000148053",
         "ENSG00000148057",
+        "ENSG00000148110",
         "ENSG00000148153",
         "ENSG00000148158",
         "ENSG00000148180",
@@ -1991,7 +1986,7 @@
         "ENSG00000148296",
         "ENSG00000148300",
         "ENSG00000148308",
-        "ENSG00000148344",
+        "ENSG00000148337",
         "ENSG00000148357",
         "ENSG00000148384",
         "ENSG00000148399",
@@ -2004,6 +1999,8 @@
         "ENSG00000148832",
         "ENSG00000148835",
         "ENSG00000148841",
+        "ENSG00000148848",
+        "ENSG00000148985",
         "ENSG00000149054",
         "ENSG00000149131",
         "ENSG00000149179",
@@ -2011,8 +2008,8 @@
         "ENSG00000149260",
         "ENSG00000149294",
         "ENSG00000149418",
-        "ENSG00000149489",
         "ENSG00000149527",
+        "ENSG00000149541",
         "ENSG00000149547",
         "ENSG00000149554",
         "ENSG00000149557",
@@ -2034,10 +2031,7 @@
         "ENSG00000150347",
         "ENSG00000150401",
         "ENSG00000150433",
-        "ENSG00000150456",
         "ENSG00000150510",
-        "ENSG00000150540",
-        "ENSG00000150556",
         "ENSG00000150637",
         "ENSG00000150667",
         "ENSG00000150687",
@@ -2067,7 +2061,6 @@
         "ENSG00000151790",
         "ENSG00000151806",
         "ENSG00000151881",
-        "ENSG00000151882",
         "ENSG00000151883",
         "ENSG00000151893",
         "ENSG00000151967",
@@ -2077,6 +2070,7 @@
         "ENSG00000152240",
         "ENSG00000152253",
         "ENSG00000152256",
+        "ENSG00000152359",
         "ENSG00000152377",
         "ENSG00000152382",
         "ENSG00000152439",
@@ -2107,7 +2101,7 @@
         "ENSG00000153563",
         "ENSG00000153767",
         "ENSG00000153832",
-        "ENSG00000153879",
+        "ENSG00000153885",
         "ENSG00000153896",
         "ENSG00000153975",
         "ENSG00000153982",
@@ -2117,10 +2111,10 @@
         "ENSG00000154133",
         "ENSG00000154175",
         "ENSG00000154328",
-        "ENSG00000154380",
         "ENSG00000154451",
         "ENSG00000154493",
         "ENSG00000154553",
+        "ENSG00000154639",
         "ENSG00000154642",
         "ENSG00000154645",
         "ENSG00000154678",
@@ -2136,7 +2130,6 @@
         "ENSG00000154957",
         "ENSG00000155052",
         "ENSG00000155085",
-        "ENSG00000155090",
         "ENSG00000155097",
         "ENSG00000155099",
         "ENSG00000155100",
@@ -2177,16 +2170,15 @@
         "ENSG00000156469",
         "ENSG00000156508",
         "ENSG00000156510",
-        "ENSG00000156515",
         "ENSG00000156671",
         "ENSG00000156709",
         "ENSG00000156735",
         "ENSG00000156738",
         "ENSG00000156787",
-        "ENSG00000156795",
         "ENSG00000156804",
         "ENSG00000156966",
         "ENSG00000156983",
+        "ENSG00000157014",
         "ENSG00000157020",
         "ENSG00000157111",
         "ENSG00000157193",
@@ -2194,7 +2186,6 @@
         "ENSG00000157240",
         "ENSG00000157303",
         "ENSG00000157353",
-        "ENSG00000157399",
         "ENSG00000157404",
         "ENSG00000157423",
         "ENSG00000157429",
@@ -2205,18 +2196,17 @@
         "ENSG00000157538",
         "ENSG00000157554",
         "ENSG00000157578",
-        "ENSG00000157653",
         "ENSG00000157693",
         "ENSG00000157800",
         "ENSG00000157870",
         "ENSG00000157881",
         "ENSG00000157895",
+        "ENSG00000157992",
         "ENSG00000158023",
         "ENSG00000158050",
         "ENSG00000158106",
         "ENSG00000158109",
         "ENSG00000158156",
-        "ENSG00000158158",
         "ENSG00000158186",
         "ENSG00000158258",
         "ENSG00000158290",
@@ -2224,10 +2214,12 @@
         "ENSG00000158411",
         "ENSG00000158435",
         "ENSG00000158473",
+        "ENSG00000158480",
         "ENSG00000158528",
         "ENSG00000158623",
         "ENSG00000158636",
         "ENSG00000158773",
+        "ENSG00000158805",
         "ENSG00000158859",
         "ENSG00000158863",
         "ENSG00000158874",
@@ -2238,7 +2230,6 @@
         "ENSG00000159063",
         "ENSG00000159069",
         "ENSG00000159111",
-        "ENSG00000159131",
         "ENSG00000159147",
         "ENSG00000159166",
         "ENSG00000159167",
@@ -2262,6 +2253,7 @@
         "ENSG00000159685",
         "ENSG00000159713",
         "ENSG00000159720",
+        "ENSG00000159761",
         "ENSG00000159873",
         "ENSG00000159899",
         "ENSG00000160013",
@@ -2288,6 +2280,7 @@
         "ENSG00000160654",
         "ENSG00000160695",
         "ENSG00000160753",
+        "ENSG00000160785",
         "ENSG00000160789",
         "ENSG00000160791",
         "ENSG00000160856",
@@ -2295,11 +2288,11 @@
         "ENSG00000160867",
         "ENSG00000160908",
         "ENSG00000160917",
-        "ENSG00000160949",
         "ENSG00000160959",
         "ENSG00000161031",
         "ENSG00000161036",
         "ENSG00000161048",
+        "ENSG00000161179",
         "ENSG00000161204",
         "ENSG00000161249",
         "ENSG00000161277",
@@ -2309,24 +2302,25 @@
         "ENSG00000161513",
         "ENSG00000161544",
         "ENSG00000161714",
+        "ENSG00000161800",
         "ENSG00000161888",
         "ENSG00000161956",
         "ENSG00000161960",
         "ENSG00000161996",
         "ENSG00000162063",
+        "ENSG00000162065",
         "ENSG00000162086",
         "ENSG00000162300",
         "ENSG00000162367",
         "ENSG00000162374",
         "ENSG00000162409",
+        "ENSG00000162433",
+        "ENSG00000162437",
         "ENSG00000162441",
         "ENSG00000162458",
-        "ENSG00000162482",
         "ENSG00000162511",
         "ENSG00000162517",
-        "ENSG00000162545",
         "ENSG00000162594",
-        "ENSG00000162600",
         "ENSG00000162613",
         "ENSG00000162614",
         "ENSG00000162618",
@@ -2338,9 +2332,9 @@
         "ENSG00000162694",
         "ENSG00000162714",
         "ENSG00000162735",
-        "ENSG00000162746",
         "ENSG00000162755",
         "ENSG00000162769",
+        "ENSG00000162775",
         "ENSG00000162813",
         "ENSG00000162814",
         "ENSG00000162817",
@@ -2349,11 +2343,8 @@
         "ENSG00000162882",
         "ENSG00000162894",
         "ENSG00000162896",
-        "ENSG00000162924",
         "ENSG00000162928",
         "ENSG00000162944",
-        "ENSG00000162972",
-        "ENSG00000162976",
         "ENSG00000162981",
         "ENSG00000162994",
         "ENSG00000162998",
@@ -2363,13 +2354,12 @@
         "ENSG00000163026",
         "ENSG00000163053",
         "ENSG00000163069",
+        "ENSG00000163072",
         "ENSG00000163082",
-        "ENSG00000163083",
         "ENSG00000163093",
         "ENSG00000163121",
         "ENSG00000163132",
         "ENSG00000163154",
-        "ENSG00000163161",
         "ENSG00000163235",
         "ENSG00000163257",
         "ENSG00000163281",
@@ -2415,12 +2405,14 @@
         "ENSG00000163811",
         "ENSG00000163818",
         "ENSG00000163827",
+        "ENSG00000163867",
         "ENSG00000163879",
         "ENSG00000163900",
         "ENSG00000163902",
         "ENSG00000163909",
         "ENSG00000163913",
         "ENSG00000163918",
+        "ENSG00000163932",
         "ENSG00000163960",
         "ENSG00000164002",
         "ENSG00000164008",
@@ -2527,8 +2519,10 @@
         "ENSG00000165458",
         "ENSG00000165480",
         "ENSG00000165487",
+        "ENSG00000165490",
         "ENSG00000165506",
         "ENSG00000165507",
+        "ENSG00000165526",
         "ENSG00000165533",
         "ENSG00000165572",
         "ENSG00000165617",
@@ -2536,10 +2530,12 @@
         "ENSG00000165678",
         "ENSG00000165682",
         "ENSG00000165688",
+        "ENSG00000165716",
         "ENSG00000165724",
         "ENSG00000165733",
         "ENSG00000165752",
         "ENSG00000165795",
+        "ENSG00000165806",
         "ENSG00000165807",
         "ENSG00000165810",
         "ENSG00000165819",
@@ -2562,7 +2558,6 @@
         "ENSG00000166171",
         "ENSG00000166173",
         "ENSG00000166181",
-        "ENSG00000166189",
         "ENSG00000166192",
         "ENSG00000166199",
         "ENSG00000166206",
@@ -2589,7 +2584,6 @@
         "ENSG00000166527",
         "ENSG00000166546",
         "ENSG00000166562",
-        "ENSG00000166578",
         "ENSG00000166598",
         "ENSG00000166704",
         "ENSG00000166710",
@@ -2598,6 +2592,7 @@
         "ENSG00000166821",
         "ENSG00000166823",
         "ENSG00000166840",
+        "ENSG00000166845",
         "ENSG00000166847",
         "ENSG00000166848",
         "ENSG00000166856",
@@ -2624,15 +2619,15 @@
         "ENSG00000167191",
         "ENSG00000167264",
         "ENSG00000167281",
-        "ENSG00000167286",
         "ENSG00000167315",
-        "ENSG00000167333",
+        "ENSG00000167325",
         "ENSG00000167508",
         "ENSG00000167513",
         "ENSG00000167523",
         "ENSG00000167525",
         "ENSG00000167535",
         "ENSG00000167536",
+        "ENSG00000167543",
         "ENSG00000167552",
         "ENSG00000167555",
         "ENSG00000167562",
@@ -2640,13 +2635,11 @@
         "ENSG00000167578",
         "ENSG00000167600",
         "ENSG00000167601",
-        "ENSG00000167608",
         "ENSG00000167635",
         "ENSG00000167641",
         "ENSG00000167695",
         "ENSG00000167700",
         "ENSG00000167705",
-        "ENSG00000167721",
         "ENSG00000167723",
         "ENSG00000167733",
         "ENSG00000167747",
@@ -2656,12 +2649,13 @@
         "ENSG00000167785",
         "ENSG00000167840",
         "ENSG00000167842",
+        "ENSG00000167850",
         "ENSG00000167851",
         "ENSG00000167861",
         "ENSG00000167874",
         "ENSG00000167900",
         "ENSG00000167920",
-        "ENSG00000167965",
+        "ENSG00000167977",
         "ENSG00000167981",
         "ENSG00000167984",
         "ENSG00000168026",
@@ -2672,13 +2666,13 @@
         "ENSG00000168078",
         "ENSG00000168081",
         "ENSG00000168096",
+        "ENSG00000168116",
         "ENSG00000168209",
-        "ENSG00000168234",
+        "ENSG00000168228",
         "ENSG00000168256",
         "ENSG00000168268",
         "ENSG00000168280",
         "ENSG00000168283",
-        "ENSG00000168286",
         "ENSG00000168291",
         "ENSG00000168297",
         "ENSG00000168309",
@@ -2688,6 +2682,7 @@
         "ENSG00000168386",
         "ENSG00000168394",
         "ENSG00000168421",
+        "ENSG00000168439",
         "ENSG00000168476",
         "ENSG00000168477",
         "ENSG00000168495",
@@ -2727,9 +2722,11 @@
         "ENSG00000169189",
         "ENSG00000169220",
         "ENSG00000169231",
+        "ENSG00000169242",
         "ENSG00000169247",
         "ENSG00000169251",
         "ENSG00000169255",
+        "ENSG00000169291",
         "ENSG00000169299",
         "ENSG00000169371",
         "ENSG00000169418",
@@ -2756,9 +2753,7 @@
         "ENSG00000169981",
         "ENSG00000169991",
         "ENSG00000169992",
-        "ENSG00000169994",
         "ENSG00000170037",
-        "ENSG00000170088",
         "ENSG00000170099",
         "ENSG00000170100",
         "ENSG00000170175",
@@ -2776,7 +2771,6 @@
         "ENSG00000170345",
         "ENSG00000170379",
         "ENSG00000170381",
-        "ENSG00000170417",
         "ENSG00000170421",
         "ENSG00000170445",
         "ENSG00000170448",
@@ -2786,6 +2780,7 @@
         "ENSG00000170476",
         "ENSG00000170502",
         "ENSG00000170537",
+        "ENSG00000170540",
         "ENSG00000170542",
         "ENSG00000170571",
         "ENSG00000170604",
@@ -2805,8 +2800,6 @@
         "ENSG00000170917",
         "ENSG00000170955",
         "ENSG00000170962",
-        "ENSG00000170989",
-        "ENSG00000171055",
         "ENSG00000171056",
         "ENSG00000171130",
         "ENSG00000171150",
@@ -2815,19 +2808,20 @@
         "ENSG00000171161",
         "ENSG00000171169",
         "ENSG00000171189",
+        "ENSG00000171206",
         "ENSG00000171208",
-        "ENSG00000171219",
+        "ENSG00000171262",
         "ENSG00000171295",
         "ENSG00000171307",
         "ENSG00000171320",
         "ENSG00000171345",
         "ENSG00000171425",
-        "ENSG00000171443",
         "ENSG00000171448",
         "ENSG00000171453",
         "ENSG00000171469",
         "ENSG00000171476",
         "ENSG00000171492",
+        "ENSG00000171502",
         "ENSG00000171503",
         "ENSG00000171522",
         "ENSG00000171564",
@@ -2835,6 +2829,7 @@
         "ENSG00000171574",
         "ENSG00000171606",
         "ENSG00000171617",
+        "ENSG00000171657",
         "ENSG00000171659",
         "ENSG00000171720",
         "ENSG00000171747",
@@ -2844,13 +2839,11 @@
         "ENSG00000171792",
         "ENSG00000171806",
         "ENSG00000171827",
-        "ENSG00000171843",
         "ENSG00000171848",
         "ENSG00000171928",
         "ENSG00000171953",
         "ENSG00000171962",
         "ENSG00000172007",
-        "ENSG00000172046",
         "ENSG00000172113",
         "ENSG00000172115",
         "ENSG00000172116",
@@ -2867,21 +2860,17 @@
         "ENSG00000172375",
         "ENSG00000172403",
         "ENSG00000172409",
-        "ENSG00000172465",
         "ENSG00000172466",
         "ENSG00000172482",
         "ENSG00000172543",
-        "ENSG00000172575",
         "ENSG00000172578",
         "ENSG00000172638",
         "ENSG00000172771",
-        "ENSG00000172794",
         "ENSG00000172819",
         "ENSG00000172830",
         "ENSG00000172840",
         "ENSG00000172878",
         "ENSG00000172888",
-        "ENSG00000172890",
         "ENSG00000172893",
         "ENSG00000172915",
         "ENSG00000173011",
@@ -2893,6 +2882,7 @@
         "ENSG00000173227",
         "ENSG00000173261",
         "ENSG00000173269",
+        "ENSG00000173275",
         "ENSG00000173409",
         "ENSG00000173432",
         "ENSG00000173456",
@@ -2909,12 +2899,12 @@
         "ENSG00000173890",
         "ENSG00000173914",
         "ENSG00000173928",
-        "ENSG00000173933",
         "ENSG00000174007",
         "ENSG00000174013",
         "ENSG00000174059",
         "ENSG00000174099",
         "ENSG00000174132",
+        "ENSG00000174165",
         "ENSG00000174173",
         "ENSG00000174206",
         "ENSG00000174243",
@@ -2930,15 +2920,16 @@
         "ENSG00000174684",
         "ENSG00000174799",
         "ENSG00000174804",
+        "ENSG00000174840",
         "ENSG00000174842",
         "ENSG00000174844",
-        "ENSG00000174938",
         "ENSG00000174943",
         "ENSG00000174944",
         "ENSG00000174946",
         "ENSG00000174951",
         "ENSG00000174989",
         "ENSG00000174992",
+        "ENSG00000175040",
         "ENSG00000175054",
         "ENSG00000175087",
         "ENSG00000175104",
@@ -2972,13 +2963,13 @@
         "ENSG00000176055",
         "ENSG00000176058",
         "ENSG00000176087",
-        "ENSG00000176108",
         "ENSG00000176142",
         "ENSG00000176182",
         "ENSG00000176401",
         "ENSG00000176410",
         "ENSG00000176428",
         "ENSG00000176435",
+        "ENSG00000176438",
         "ENSG00000176444",
         "ENSG00000176476",
         "ENSG00000176563",
@@ -2986,20 +2977,23 @@
         "ENSG00000176624",
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