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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| neutrophil | 887 | 0.97 | 0.96 | 0.97 | 0.96 | 0.00 | 0.92 | 0.95 | 0.95 | 0.98 |\n| CD4-positive, alpha-beta T cell | 302 | 0.84 | 0.86 | 0.84 | 0.81 | 0.00 | 0.83 | 0.86 | 0.89 | 0.87 |\n| CD8-positive, alpha-beta T cell | 251 | 0.81 | 0.84 | 0.82 | 0.75 | 0.00 | 0.78 | 0.83 | 0.87 | 0.85 |\n| monocyte | 233 | 0.77 | 0.80 | 0.81 | 0.77 | 0.00 | 0.67 | 0.67 | 0.75 | 0.80 |\n| B cell | 195 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| hematopoietic precursor cell | 173 | 0.80 | 0.83 | 0.84 | 0.83 | 0.00 | 0.79 | 0.81 | 0.84 | 0.86 |\n| plasma cell | 132 | 0.99 | 1.00 | 0.99 | 1.00 | 0.00 | 0.98 | 1.00 | 0.99 | 1.00 |\n| natural killer cell | 94 | 0.91 | 0.95 | 0.94 | 0.89 | 0.00 | 0.86 | 0.94 | 0.93 | 0.96 |\n| erythroid progenitor cell | 97 | 0.70 | 0.75 | 0.71 | 0.71 | 0.00 | 0.72 | 0.80 | 0.82 | 0.79 |\n| hematopoietic stem cell | 78 | 0.75 | 0.82 | 0.86 | 0.82 | 0.00 | 0.86 | 0.80 | 0.84 | 0.85 |\n| granulocyte | 64 | 0.69 | 0.34 | 0.69 | 0.37 | 0.00 | 0.48 | 0.64 | 0.63 | 0.80 |\n| erythrocyte | 43 | 0.66 | 0.64 | 0.67 | 0.66 | 0.00 | 0.62 | 0.80 | 0.75 | 0.70 |\n| common myeloid progenitor | 47 | 0.64 | 0.75 | 0.64 | 0.67 | 0.00 | 0.69 | 0.69 | 0.85 | 0.73 |\n| macrophage | 38 | 0.56 | 0.47 | 0.64 | 0.59 | 0.00 | 0.63 | 0.66 | 0.69 | 0.72 |\n| classical monocyte | 22 | 0.08 | 0.00 | 0.15 | 0.11 | 0.00 | 0.25 | 0.14 | 0.26 | 0.07 |\n| intermediate monocyte | 21 | 0.45 | 0.49 | 0.53 | 0.32 | 0.00 | 0.37 | 0.41 | 0.47 | 0.52 |\n| myeloid dendritic cell | 7 | 0.36 | 0.33 | 0.62 | 0.46 | 0.00 | 0.46 | 0.44 | 0.67 | 0.58 |\n| T cell | 12 | 0.52 | 0.15 | 0.38 | 0.27 | 0.00 | 0.42 | 0.55 | 0.67 | 0.76 |\n| mature NK T cell | 7 | 0.00 | 0.44 | 0.00 | 0.00 | 0.00 | 0.33 | 0.55 | 0.22 | 0.40 |\n| non-classical monocyte | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 0.22 | 0.43 | 0.00 |\n| basophil | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| regulatory T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| fibroblast | 1 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.25 | 0.00 | 0.00 | 1.00 |\n| plasmacytoid dendritic cell | 2 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 |\n| endothelial 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| neutrophil | 7790 | 0.97 | 0.96 | 0.98 | 0.97 | 0.00 | 0.96 | 0.96 | 0.95 | 0.98 |\n| CD4-positive, alpha-beta T cell | 2871 | 0.85 | 0.86 | 0.90 | 0.86 | 0.00 | 0.86 | 0.88 | 0.92 | 0.90 |\n| CD8-positive, alpha-beta T cell | 2385 | 0.82 | 0.84 | 0.89 | 0.81 | 0.00 | 0.82 | 0.86 | 0.89 | 0.88 |\n| monocyte | 1807 | 0.79 | 0.80 | 0.86 | 0.84 | 0.00 | 0.76 | 0.81 | 0.86 | 0.89 |\n| B cell | 1624 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| hematopoietic precursor cell | 1547 | 0.81 | 0.86 | 0.92 | 0.89 | 0.00 | 0.85 | 0.88 | 0.89 | 0.93 |\n| plasma cell | 1316 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| natural killer cell | 1005 | 0.92 | 0.94 | 0.96 | 0.88 | 0.00 | 0.91 | 0.96 | 0.95 | 0.97 |\n| erythroid progenitor cell | 874 | 0.71 | 0.74 | 0.82 | 0.83 | 0.00 | 0.90 | 0.93 | 0.96 | 0.94 |\n| hematopoietic stem cell | 714 | 0.74 | 0.83 | 0.89 | 0.87 | 0.00 | 0.88 | 0.93 | 0.94 | 0.94 |\n| granulocyte | 571 | 0.70 | 0.25 | 0.78 | 0.46 | 0.00 | 0.72 | 0.73 | 0.70 | 0.84 |\n| erythrocyte | 410 | 0.70 | 0.66 | 0.80 | 0.79 | 0.00 | 0.90 | 0.96 | 0.96 | 0.92 |\n| common myeloid progenitor | 406 | 0.62 | 0.65 | 0.76 | 0.77 | 0.00 | 0.82 | 0.91 | 0.95 | 0.91 |\n| macrophage | 320 | 0.60 | 0.57 | 0.72 | 0.69 | 0.00 | 0.82 | 0.91 | 0.93 | 0.92 |\n| classical monocyte | 209 | 0.08 | 0.00 | 0.38 | 0.39 | 0.00 | 0.55 | 0.69 | 0.77 | 0.73 |\n| intermediate monocyte | 203 | 0.42 | 0.48 | 0.66 | 0.53 | 0.00 | 0.71 | 0.88 | 0.92 | 0.85 |\n| myeloid dendritic cell | 101 | 0.50 | 0.47 | 0.72 | 0.72 | 0.00 | 0.69 | 0.81 | 0.83 | 0.89 |\n| T cell | 86 | 0.40 | 0.16 | 0.44 | 0.38 | 0.00 | 0.44 | 0.66 | 0.63 | 0.67 |\n| mature NK T cell | 57 | 0.00 | 0.47 | 0.54 | 0.13 | 0.00 | 0.69 | 0.95 | 0.94 | 0.97 |\n| non-classical monocyte | 47 | 0.00 | 0.25 | 0.48 | 0.33 | 0.00 | 0.81 | 0.93 | 0.97 | 0.86 |\n| basophil | 23 | 0.00 | 0.00 | 0.64 | 0.63 | 0.00 | 0.55 | 0.82 | 0.75 | 0.81 |\n| regulatory T cell | 14 | 0.00 | 0.00 | 0.22 | 0.00 | 0.00 | 0.61 | 0.85 | 0.70 | 0.24 |\n| fibroblast | 10 | 0.00 | 0.55 | 0.61 | 0.61 | 0.00 | 0.30 | 0.91 | 0.95 | 0.91 |\n| plasmacytoid dendritic cell | 7 | 0.00 | 0.12 | 0.46 | 0.62 | 0.00 | 0.40 | 0.93 | 0.88 | 0.88 |\n| endothelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.60 | 1.00 | 1.00 | 0.50 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| neutrophil | 861 | 0.96 | 0.96 | 0.97 | 0.95 | 0.00 | 0.91 | 0.95 | 0.95 | 0.97 |\n| CD4-positive, alpha-beta T cell | 299 | 0.86 | 0.88 | 0.87 | 0.85 | 0.00 | 0.84 | 0.88 | 0.89 | 0.89 |\n| CD8-positive, alpha-beta T cell | 243 | 0.84 | 0.86 | 0.84 | 0.76 | 0.00 | 0.82 | 0.84 | 0.86 | 0.87 |\n| monocyte | 211 | 0.75 | 0.79 | 0.83 | 0.74 | 0.00 | 0.63 | 0.68 | 0.78 | 0.81 |\n| B cell | 188 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| hematopoietic precursor cell | 182 | 0.82 | 0.85 | 0.87 | 0.85 | 0.00 | 0.82 | 0.84 | 0.86 | 0.87 |\n| plasma cell | 153 | 0.98 | 0.99 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| natural killer cell | 96 | 0.92 | 0.94 | 0.94 | 0.82 | 0.00 | 0.88 | 0.94 | 0.95 | 0.95 |\n| erythroid progenitor cell | 107 | 0.74 | 0.78 | 0.73 | 0.75 | 0.00 | 0.73 | 0.80 | 0.85 | 0.83 |\n| hematopoietic stem cell | 79 | 0.83 | 0.83 | 0.86 | 0.87 | 0.00 | 0.92 | 0.87 | 0.87 | 0.91 |\n| granulocyte | 75 | 0.72 | 0.37 | 0.70 | 0.34 | 0.00 | 0.49 | 0.64 | 0.66 | 0.77 |\n| erythrocyte | 49 | 0.61 | 0.66 | 0.71 | 0.62 | 0.00 | 0.59 | 0.80 | 0.81 | 0.74 |\n| common myeloid progenitor | 45 | 0.68 | 0.81 | 0.68 | 0.70 | 0.00 | 0.72 | 0.75 | 0.81 | 0.76 |\n| macrophage | 32 | 0.59 | 0.51 | 0.68 | 0.43 | 0.00 | 0.52 | 0.57 | 0.67 | 0.75 |\n| classical monocyte | 24 | 0.00 | 0.00 | 0.28 | 0.16 | 0.00 | 0.16 | 0.29 | 0.29 | 0.12 |\n| intermediate monocyte | 23 | 0.47 | 0.42 | 0.49 | 0.38 | 0.00 | 0.41 | 0.31 | 0.48 | 0.58 |\n| myeloid dendritic cell | 11 | 0.44 | 0.44 | 0.59 | 0.70 | 0.00 | 0.81 | 0.34 | 0.81 | 0.78 |\n| T cell | 11 | 0.67 | 0.40 | 0.29 | 0.40 | 0.00 | 0.51 | 0.65 | 0.79 | 0.69 |\n| mature NK T cell | 6 | 0.00 | 0.67 | 0.29 | 0.00 | 0.00 | 0.20 | 0.44 | 0.67 | 0.67 |\n| non-classical monocyte | 8 | 0.00 | 0.00 | 0.40 | 0.20 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 1 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.20 | 0.00 | 0.00 | 0.00 |\n| regulatory T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 |\n| fibroblast | 1 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.22 | 0.00 | 0.00 | 1.00 |\n| plasmacytoid dendritic cell | 4 | 0.00 | 0.00 | 0.00 | 0.40 | 0.00 | 0.80 | 0.00 | 0.86 | 0.67 |\n| endothelial 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| neutrophil | 7816 | 0.96 | 0.96 | 0.98 | 0.97 | 0.00 | 0.96 | 0.96 | 0.95 | 0.98 |\n| CD4-positive, alpha-beta T cell | 2874 | 0.85 | 0.86 | 0.90 | 0.86 | 0.00 | 0.85 | 0.89 | 0.92 | 0.90 |\n| CD8-positive, alpha-beta T cell | 2393 | 0.84 | 0.84 | 0.88 | 0.81 | 0.00 | 0.82 | 0.87 | 0.89 | 0.88 |\n| monocyte | 1829 | 0.78 | 0.80 | 0.87 | 0.85 | 0.00 | 0.74 | 0.81 | 0.86 | 0.90 |\n| B cell | 1631 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| hematopoietic precursor cell | 1538 | 0.80 | 0.85 | 0.91 | 0.90 | 0.00 | 0.86 | 0.88 | 0.91 | 0.93 |\n| plasma cell | 1295 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| natural killer cell | 1003 | 0.93 | 0.94 | 0.96 | 0.88 | 0.00 | 0.90 | 0.97 | 0.96 | 0.97 |\n| erythroid progenitor cell | 864 | 0.73 | 0.74 | 0.80 | 0.81 | 0.00 | 0.89 | 0.92 | 0.95 | 0.93 |\n| hematopoietic stem cell | 713 | 0.77 | 0.83 | 0.88 | 0.87 | 0.00 | 0.88 | 0.94 | 0.95 | 0.94 |\n| granulocyte | 560 | 0.69 | 0.24 | 0.78 | 0.63 | 0.00 | 0.70 | 0.71 | 0.67 | 0.84 |\n| erythrocyte | 404 | 0.62 | 0.67 | 0.79 | 0.78 | 0.00 | 0.89 | 0.95 | 0.96 | 0.91 |\n| common myeloid progenitor | 408 | 0.67 | 0.66 | 0.75 | 0.77 | 0.00 | 0.83 | 0.92 | 0.94 | 0.92 |\n| macrophage | 326 | 0.62 | 0.54 | 0.74 | 0.69 | 0.00 | 0.82 | 0.90 | 0.91 | 0.91 |\n| classical monocyte | 207 | 0.00 | 0.00 | 0.44 | 0.41 | 0.00 | 0.45 | 0.74 | 0.78 | 0.78 |\n| intermediate monocyte | 201 | 0.49 | 0.47 | 0.67 | 0.59 | 0.00 | 0.71 | 0.84 | 0.93 | 0.84 |\n| myeloid dendritic cell | 97 | 0.40 | 0.50 | 0.70 | 0.71 | 0.00 | 0.68 | 0.78 | 0.85 | 0.84 |\n| T cell | 87 | 0.48 | 0.36 | 0.58 | 0.46 | 0.00 | 0.57 | 0.66 | 0.69 | 0.77 |\n| mature NK T cell | 58 | 0.16 | 0.38 | 0.53 | 0.18 | 0.00 | 0.56 | 0.94 | 0.93 | 0.95 |\n| non-classical monocyte | 45 | 0.00 | 0.24 | 0.44 | 0.42 | 0.00 | 0.85 | 0.97 | 0.94 | 0.92 |\n| basophil | 22 | 0.00 | 0.00 | 0.70 | 0.67 | 0.00 | 0.40 | 0.86 | 0.79 | 0.83 |\n| regulatory T cell | 11 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.34 | 1.00 | 0.85 | 0.00 |\n| fibroblast | 10 | 0.00 | 0.46 | 0.57 | 0.38 | 0.00 | 0.26 | 1.00 | 0.91 | 0.76 |\n| plasmacytoid dendritic cell | 5 | 0.00 | 0.00 | 0.00 | 0.44 | 0.00 | 0.20 | 1.00 | 0.83 | 0.83 |\n| endothelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.86 | 1.00 | 1.00 | 0.50 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000004975",
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         "ENSG00000006695",
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         "ENSG00000104881",
         "ENSG00000104921",
         "ENSG00000104936",
-        "ENSG00000104951",
+        "ENSG00000104946",
         "ENSG00000104972",
         "ENSG00000104974",
         "ENSG00000105072",
@@ -564,11 +564,10 @@
         "ENSG00000105255",
         "ENSG00000105270",
         "ENSG00000105289",
-        "ENSG00000105355",
+        "ENSG00000105298",
         "ENSG00000105357",
         "ENSG00000105372",
         "ENSG00000105427",
-        "ENSG00000105443",
         "ENSG00000105447",
         "ENSG00000105464",
         "ENSG00000105499",
@@ -582,23 +581,24 @@
         "ENSG00000105732",
         "ENSG00000105750",
         "ENSG00000105784",
-        "ENSG00000105792",
         "ENSG00000105810",
         "ENSG00000105835",
         "ENSG00000105855",
         "ENSG00000105865",
         "ENSG00000105866",
         "ENSG00000105877",
+        "ENSG00000105879",
         "ENSG00000105928",
-        "ENSG00000105971",
         "ENSG00000105982",
         "ENSG00000106004",
+        "ENSG00000106012",
         "ENSG00000106013",
+        "ENSG00000106025",
+        "ENSG00000106049",
         "ENSG00000106086",
         "ENSG00000106089",
         "ENSG00000106258",
         "ENSG00000106327",
-        "ENSG00000106328",
         "ENSG00000106333",
         "ENSG00000106346",
         "ENSG00000106351",
@@ -607,14 +607,15 @@
         "ENSG00000106479",
         "ENSG00000106484",
         "ENSG00000106560",
-        "ENSG00000106565",
         "ENSG00000106608",
         "ENSG00000106624",
+        "ENSG00000106686",
         "ENSG00000106804",
         "ENSG00000106809",
         "ENSG00000106819",
         "ENSG00000106853",
         "ENSG00000106952",
+        "ENSG00000106992",
         "ENSG00000106993",
         "ENSG00000107014",
         "ENSG00000107021",
@@ -622,17 +623,19 @@
         "ENSG00000107186",
         "ENSG00000107201",
         "ENSG00000107249",
+        "ENSG00000107290",
+        "ENSG00000107331",
         "ENSG00000107338",
         "ENSG00000107404",
         "ENSG00000107438",
         "ENSG00000107562",
         "ENSG00000107611",
         "ENSG00000107679",
-        "ENSG00000107771",
         "ENSG00000107789",
         "ENSG00000107798",
         "ENSG00000107815",
         "ENSG00000108039",
+        "ENSG00000108094",
         "ENSG00000108179",
         "ENSG00000108187",
         "ENSG00000108239",
@@ -650,6 +653,7 @@
         "ENSG00000108651",
         "ENSG00000108654",
         "ENSG00000108666",
+        "ENSG00000108679",
         "ENSG00000108771",
         "ENSG00000108797",
         "ENSG00000108799",
@@ -659,12 +663,12 @@
         "ENSG00000108861",
         "ENSG00000108883",
         "ENSG00000108924",
+        "ENSG00000108984",
         "ENSG00000109063",
         "ENSG00000109065",
         "ENSG00000109099",
         "ENSG00000109103",
         "ENSG00000109107",
-        "ENSG00000109133",
         "ENSG00000109339",
         "ENSG00000109436",
         "ENSG00000109572",
@@ -681,10 +685,12 @@
         "ENSG00000109944",
         "ENSG00000109956",
         "ENSG00000109971",
+        "ENSG00000110002",
         "ENSG00000110025",
         "ENSG00000110042",
         "ENSG00000110060",
         "ENSG00000110077",
+        "ENSG00000110079",
         "ENSG00000110080",
         "ENSG00000110092",
         "ENSG00000110104",
@@ -694,6 +700,7 @@
         "ENSG00000110436",
         "ENSG00000110448",
         "ENSG00000110514",
+        "ENSG00000110583",
         "ENSG00000110693",
         "ENSG00000110697",
         "ENSG00000110723",
@@ -707,7 +714,9 @@
         "ENSG00000110876",
         "ENSG00000110888",
         "ENSG00000110955",
+        "ENSG00000110958",
         "ENSG00000111087",
+        "ENSG00000111110",
         "ENSG00000111144",
         "ENSG00000111145",
         "ENSG00000111269",
@@ -729,7 +738,6 @@
         "ENSG00000111679",
         "ENSG00000111696",
         "ENSG00000111725",
-        "ENSG00000111727",
         "ENSG00000111728",
         "ENSG00000111785",
         "ENSG00000111790",
@@ -738,8 +746,8 @@
         "ENSG00000111863",
         "ENSG00000111879",
         "ENSG00000111880",
-        "ENSG00000111961",
         "ENSG00000112077",
+        "ENSG00000112078",
         "ENSG00000112118",
         "ENSG00000112130",
         "ENSG00000112139",
@@ -751,6 +759,7 @@
         "ENSG00000112218",
         "ENSG00000112290",
         "ENSG00000112293",
+        "ENSG00000112294",
         "ENSG00000112303",
         "ENSG00000112308",
         "ENSG00000112320",
@@ -761,7 +770,7 @@
         "ENSG00000112530",
         "ENSG00000112599",
         "ENSG00000112697",
-        "ENSG00000112763",
+        "ENSG00000112759",
         "ENSG00000112769",
         "ENSG00000112782",
         "ENSG00000112796",
@@ -781,6 +790,7 @@
         "ENSG00000113389",
         "ENSG00000113552",
         "ENSG00000113555",
+        "ENSG00000113583",
         "ENSG00000113645",
         "ENSG00000113758",
         "ENSG00000113790",
@@ -803,6 +813,7 @@
         "ENSG00000114770",
         "ENSG00000114790",
         "ENSG00000114805",
+        "ENSG00000114841",
         "ENSG00000114859",
         "ENSG00000114904",
         "ENSG00000114948",
@@ -817,6 +828,7 @@
         "ENSG00000115255",
         "ENSG00000115257",
         "ENSG00000115282",
+        "ENSG00000115289",
         "ENSG00000115290",
         "ENSG00000115295",
         "ENSG00000115306",
@@ -833,6 +845,7 @@
         "ENSG00000115598",
         "ENSG00000115602",
         "ENSG00000115738",
+        "ENSG00000115762",
         "ENSG00000115827",
         "ENSG00000115840",
         "ENSG00000115884",
@@ -847,10 +860,11 @@
         "ENSG00000116128",
         "ENSG00000116147",
         "ENSG00000116194",
+        "ENSG00000116213",
         "ENSG00000116299",
+        "ENSG00000116353",
         "ENSG00000116396",
         "ENSG00000116525",
-        "ENSG00000116544",
         "ENSG00000116678",
         "ENSG00000116690",
         "ENSG00000116704",
@@ -858,6 +872,7 @@
         "ENSG00000116741",
         "ENSG00000116748",
         "ENSG00000116771",
+        "ENSG00000116791",
         "ENSG00000116819",
         "ENSG00000116824",
         "ENSG00000116885",
@@ -879,6 +894,7 @@
         "ENSG00000117399",
         "ENSG00000117400",
         "ENSG00000117408",
+        "ENSG00000117475",
         "ENSG00000117477",
         "ENSG00000117480",
         "ENSG00000117519",
@@ -894,8 +910,8 @@
         "ENSG00000117697",
         "ENSG00000117724",
         "ENSG00000117758",
-        "ENSG00000117791",
         "ENSG00000117906",
+        "ENSG00000118162",
         "ENSG00000118197",
         "ENSG00000118242",
         "ENSG00000118257",
@@ -910,6 +926,7 @@
         "ENSG00000118515",
         "ENSG00000118518",
         "ENSG00000118596",
+        "ENSG00000118620",
         "ENSG00000118707",
         "ENSG00000118777",
         "ENSG00000118804",
@@ -919,6 +936,7 @@
         "ENSG00000118961",
         "ENSG00000118997",
         "ENSG00000119041",
+        "ENSG00000119138",
         "ENSG00000119227",
         "ENSG00000119242",
         "ENSG00000119328",
@@ -932,7 +950,6 @@
         "ENSG00000119686",
         "ENSG00000119688",
         "ENSG00000119699",
-        "ENSG00000119703",
         "ENSG00000119714",
         "ENSG00000119760",
         "ENSG00000119862",
@@ -940,7 +957,6 @@
         "ENSG00000119917",
         "ENSG00000119922",
         "ENSG00000119927",
-        "ENSG00000119943",
         "ENSG00000119946",
         "ENSG00000119950",
         "ENSG00000119965",
@@ -974,7 +990,6 @@
         "ENSG00000121578",
         "ENSG00000121690",
         "ENSG00000121691",
-        "ENSG00000121807",
         "ENSG00000121864",
         "ENSG00000121897",
         "ENSG00000121904",
@@ -989,6 +1004,7 @@
         "ENSG00000122043",
         "ENSG00000122122",
         "ENSG00000122223",
+        "ENSG00000122224",
         "ENSG00000122406",
         "ENSG00000122417",
         "ENSG00000122420",
@@ -1004,7 +1020,6 @@
         "ENSG00000122861",
         "ENSG00000122870",
         "ENSG00000122877",
-        "ENSG00000122884",
         "ENSG00000122952",
         "ENSG00000122971",
         "ENSG00000123064",
@@ -1012,13 +1027,16 @@
         "ENSG00000123131",
         "ENSG00000123159",
         "ENSG00000123243",
+        "ENSG00000123342",
         "ENSG00000123360",
         "ENSG00000123384",
         "ENSG00000123405",
+        "ENSG00000123411",
         "ENSG00000123416",
         "ENSG00000123453",
         "ENSG00000123500",
         "ENSG00000123600",
+        "ENSG00000123700",
         "ENSG00000123728",
         "ENSG00000123975",
         "ENSG00000124067",
@@ -1039,7 +1057,6 @@
         "ENSG00000124459",
         "ENSG00000124466",
         "ENSG00000124490",
-        "ENSG00000124491",
         "ENSG00000124496",
         "ENSG00000124613",
         "ENSG00000124701",
@@ -1057,7 +1074,6 @@
         "ENSG00000125434",
         "ENSG00000125450",
         "ENSG00000125462",
-        "ENSG00000125505",
         "ENSG00000125538",
         "ENSG00000125630",
         "ENSG00000125650",
@@ -1094,6 +1110,7 @@
         "ENSG00000127080",
         "ENSG00000127083",
         "ENSG00000127191",
+        "ENSG00000127249",
         "ENSG00000127329",
         "ENSG00000127334",
         "ENSG00000127364",
@@ -1120,6 +1137,7 @@
         "ENSG00000128284",
         "ENSG00000128298",
         "ENSG00000128322",
+        "ENSG00000128394",
         "ENSG00000128513",
         "ENSG00000128536",
         "ENSG00000128567",
@@ -1141,7 +1159,6 @@
         "ENSG00000129204",
         "ENSG00000129219",
         "ENSG00000129244",
-        "ENSG00000129465",
         "ENSG00000129467",
         "ENSG00000129472",
         "ENSG00000129480",
@@ -1183,10 +1200,9 @@
         "ENSG00000130783",
         "ENSG00000130787",
         "ENSG00000130812",
+        "ENSG00000130818",
         "ENSG00000130821",
         "ENSG00000130830",
-        "ENSG00000130844",
-        "ENSG00000130856",
         "ENSG00000130935",
         "ENSG00000130940",
         "ENSG00000130956",
@@ -1221,6 +1237,7 @@
         "ENSG00000131951",
         "ENSG00000132002",
         "ENSG00000132122",
+        "ENSG00000132128",
         "ENSG00000132185",
         "ENSG00000132274",
         "ENSG00000132305",
@@ -1239,11 +1256,13 @@
         "ENSG00000132613",
         "ENSG00000132623",
         "ENSG00000132639",
+        "ENSG00000132640",
         "ENSG00000132646",
         "ENSG00000132664",
         "ENSG00000132704",
         "ENSG00000132744",
         "ENSG00000132768",
+        "ENSG00000132792",
         "ENSG00000132801",
         "ENSG00000132825",
         "ENSG00000132849",
@@ -1303,14 +1322,16 @@
         "ENSG00000134376",
         "ENSG00000134444",
         "ENSG00000134460",
+        "ENSG00000134470",
         "ENSG00000134531",
         "ENSG00000134539",
         "ENSG00000134545",
         "ENSG00000134548",
         "ENSG00000134571",
-        "ENSG00000134602",
+        "ENSG00000134575",
         "ENSG00000134697",
         "ENSG00000134755",
+        "ENSG00000134769",
         "ENSG00000134775",
         "ENSG00000134864",
         "ENSG00000134873",
@@ -1334,6 +1355,7 @@
         "ENSG00000135315",
         "ENSG00000135318",
         "ENSG00000135362",
+        "ENSG00000135378",
         "ENSG00000135407",
         "ENSG00000135409",
         "ENSG00000135437",
@@ -1348,6 +1370,7 @@
         "ENSG00000135631",
         "ENSG00000135643",
         "ENSG00000135678",
+        "ENSG00000135686",
         "ENSG00000135736",
         "ENSG00000135740",
         "ENSG00000135749",
@@ -1375,7 +1398,6 @@
         "ENSG00000136235",
         "ENSG00000136250",
         "ENSG00000136379",
-        "ENSG00000136404",
         "ENSG00000136425",
         "ENSG00000136436",
         "ENSG00000136449",
@@ -1400,10 +1422,11 @@
         "ENSG00000136928",
         "ENSG00000136929",
         "ENSG00000136935",
+        "ENSG00000136943",
         "ENSG00000136960",
         "ENSG00000136997",
-        "ENSG00000137040",
         "ENSG00000137054",
+        "ENSG00000137070",
         "ENSG00000137075",
         "ENSG00000137101",
         "ENSG00000137103",
@@ -1429,7 +1452,6 @@
         "ENSG00000137752",
         "ENSG00000137760",
         "ENSG00000137801",
-        "ENSG00000137802",
         "ENSG00000137807",
         "ENSG00000137818",
         "ENSG00000137821",
@@ -1448,13 +1470,15 @@
         "ENSG00000138138",
         "ENSG00000138172",
         "ENSG00000138193",
+        "ENSG00000138231",
         "ENSG00000138271",
+        "ENSG00000138303",
         "ENSG00000138316",
-        "ENSG00000138363",
         "ENSG00000138395",
         "ENSG00000138430",
         "ENSG00000138434",
         "ENSG00000138435",
+        "ENSG00000138439",
         "ENSG00000138449",
         "ENSG00000138459",
         "ENSG00000138468",
@@ -1497,7 +1521,6 @@
         "ENSG00000139890",
         "ENSG00000139915",
         "ENSG00000139970",
-        "ENSG00000139977",
         "ENSG00000139990",
         "ENSG00000139998",
         "ENSG00000140006",
@@ -1516,7 +1539,6 @@
         "ENSG00000140451",
         "ENSG00000140463",
         "ENSG00000140471",
-        "ENSG00000140474",
         "ENSG00000140479",
         "ENSG00000140511",
         "ENSG00000140527",
@@ -1529,13 +1551,13 @@
         "ENSG00000140950",
         "ENSG00000140961",
         "ENSG00000140968",
+        "ENSG00000140987",
         "ENSG00000140988",
         "ENSG00000141013",
         "ENSG00000141034",
         "ENSG00000141040",
         "ENSG00000141096",
         "ENSG00000141098",
-        "ENSG00000141179",
         "ENSG00000141232",
         "ENSG00000141338",
         "ENSG00000141391",
@@ -1543,6 +1565,7 @@
         "ENSG00000141424",
         "ENSG00000141441",
         "ENSG00000141449",
+        "ENSG00000141458",
         "ENSG00000141469",
         "ENSG00000141497",
         "ENSG00000141505",
@@ -1557,6 +1580,7 @@
         "ENSG00000141753",
         "ENSG00000141837",
         "ENSG00000142173",
+        "ENSG00000142303",
         "ENSG00000142330",
         "ENSG00000142444",
         "ENSG00000142453",
@@ -1573,7 +1597,6 @@
         "ENSG00000142686",
         "ENSG00000142794",
         "ENSG00000142798",
-        "ENSG00000142871",
         "ENSG00000142920",
         "ENSG00000142949",
         "ENSG00000142961",
@@ -1588,14 +1611,13 @@
         "ENSG00000143226",
         "ENSG00000143248",
         "ENSG00000143297",
+        "ENSG00000143322",
         "ENSG00000143333",
         "ENSG00000143341",
         "ENSG00000143344",
-        "ENSG00000143363",
         "ENSG00000143365",
         "ENSG00000143367",
         "ENSG00000143373",
-        "ENSG00000143387",
         "ENSG00000143398",
         "ENSG00000143401",
         "ENSG00000143416",
@@ -1609,9 +1631,11 @@
         "ENSG00000143554",
         "ENSG00000143578",
         "ENSG00000143603",
+        "ENSG00000143622",
         "ENSG00000143630",
         "ENSG00000143740",
         "ENSG00000143751",
+        "ENSG00000143776",
         "ENSG00000143842",
         "ENSG00000143850",
         "ENSG00000143858",
@@ -1630,6 +1654,7 @@
         "ENSG00000144306",
         "ENSG00000144339",
         "ENSG00000144369",
+        "ENSG00000144481",
         "ENSG00000144485",
         "ENSG00000144504",
         "ENSG00000144642",
@@ -1642,18 +1667,20 @@
         "ENSG00000144792",
         "ENSG00000144821",
         "ENSG00000144824",
+        "ENSG00000144843",
         "ENSG00000144868",
         "ENSG00000144891",
         "ENSG00000144893",
         "ENSG00000144909",
         "ENSG00000145014",
         "ENSG00000145022",
+        "ENSG00000145041",
         "ENSG00000145191",
         "ENSG00000145214",
-        "ENSG00000145242",
+        "ENSG00000145244",
         "ENSG00000145246",
-        "ENSG00000145248",
         "ENSG00000145284",
+        "ENSG00000145293",
         "ENSG00000145362",
         "ENSG00000145388",
         "ENSG00000145416",
@@ -1696,6 +1723,7 @@
         "ENSG00000146729",
         "ENSG00000146833",
         "ENSG00000146904",
+        "ENSG00000146955",
         "ENSG00000147082",
         "ENSG00000147099",
         "ENSG00000147118",
@@ -1704,7 +1732,6 @@
         "ENSG00000147138",
         "ENSG00000147144",
         "ENSG00000147145",
-        "ENSG00000147164",
         "ENSG00000147174",
         "ENSG00000147231",
         "ENSG00000147324",
@@ -1758,6 +1785,7 @@
         "ENSG00000149573",
         "ENSG00000149577",
         "ENSG00000149582",
+        "ENSG00000149591",
         "ENSG00000149781",
         "ENSG00000149782",
         "ENSG00000149792",
@@ -1765,12 +1793,10 @@
         "ENSG00000150045",
         "ENSG00000150275",
         "ENSG00000150281",
-        "ENSG00000150433",
         "ENSG00000150636",
         "ENSG00000150687",
         "ENSG00000150760",
         "ENSG00000150867",
-        "ENSG00000151012",
         "ENSG00000151023",
         "ENSG00000151062",
         "ENSG00000151164",
@@ -1780,6 +1806,7 @@
         "ENSG00000151320",
         "ENSG00000151332",
         "ENSG00000151338",
+        "ENSG00000151376",
         "ENSG00000151468",
         "ENSG00000151490",
         "ENSG00000151498",
@@ -1791,9 +1818,7 @@
         "ENSG00000151718",
         "ENSG00000151746",
         "ENSG00000151773",
-        "ENSG00000151778",
         "ENSG00000151835",
-        "ENSG00000151881",
         "ENSG00000151914",
         "ENSG00000151929",
         "ENSG00000152104",
@@ -1841,6 +1866,7 @@
         "ENSG00000153531",
         "ENSG00000153558",
         "ENSG00000153563",
+        "ENSG00000153721",
         "ENSG00000153786",
         "ENSG00000153832",
         "ENSG00000153896",
@@ -1849,8 +1875,8 @@
         "ENSG00000153930",
         "ENSG00000153933",
         "ENSG00000154027",
+        "ENSG00000154059",
         "ENSG00000154099",
-        "ENSG00000154122",
         "ENSG00000154133",
         "ENSG00000154165",
         "ENSG00000154175",
@@ -1906,7 +1932,7 @@
         "ENSG00000156172",
         "ENSG00000156206",
         "ENSG00000156218",
-        "ENSG00000156253",
+        "ENSG00000156265",
         "ENSG00000156345",
         "ENSG00000156374",
         "ENSG00000156381",
@@ -1960,17 +1986,20 @@
         "ENSG00000158079",
         "ENSG00000158158",
         "ENSG00000158163",
+        "ENSG00000158164",
         "ENSG00000158169",
         "ENSG00000158186",
         "ENSG00000158258",
         "ENSG00000158270",
         "ENSG00000158292",
         "ENSG00000158352",
+        "ENSG00000158423",
         "ENSG00000158427",
         "ENSG00000158435",
         "ENSG00000158457",
         "ENSG00000158473",
         "ENSG00000158481",
+        "ENSG00000158483",
         "ENSG00000158528",
         "ENSG00000158555",
         "ENSG00000158560",
@@ -1984,12 +2013,12 @@
         "ENSG00000158813",
         "ENSG00000158856",
         "ENSG00000158863",
+        "ENSG00000158966",
         "ENSG00000158987",
         "ENSG00000159082",
         "ENSG00000159164",
         "ENSG00000159189",
         "ENSG00000159214",
-        "ENSG00000159231",
         "ENSG00000159261",
         "ENSG00000159348",
         "ENSG00000159388",
@@ -1998,23 +2027,23 @@
         "ENSG00000159674",
         "ENSG00000159714",
         "ENSG00000159761",
-        "ENSG00000159788",
         "ENSG00000159882",
         "ENSG00000159885",
         "ENSG00000159905",
         "ENSG00000159915",
+        "ENSG00000160013",
         "ENSG00000160051",
         "ENSG00000160111",
         "ENSG00000160145",
         "ENSG00000160185",
         "ENSG00000160188",
         "ENSG00000160191",
+        "ENSG00000160208",
         "ENSG00000160219",
         "ENSG00000160305",
         "ENSG00000160307",
         "ENSG00000160321",
         "ENSG00000160325",
-        "ENSG00000160326",
         "ENSG00000160336",
         "ENSG00000160345",
         "ENSG00000160469",
@@ -2022,7 +2051,6 @@
         "ENSG00000160588",
         "ENSG00000160593",
         "ENSG00000160602",
-        "ENSG00000160606",
         "ENSG00000160654",
         "ENSG00000160781",
         "ENSG00000160791",
@@ -2044,6 +2072,7 @@
         "ENSG00000161395",
         "ENSG00000161544",
         "ENSG00000161551",
+        "ENSG00000161610",
         "ENSG00000161647",
         "ENSG00000161664",
         "ENSG00000161681",
@@ -2057,8 +2086,8 @@
         "ENSG00000161944",
         "ENSG00000161960",
         "ENSG00000162004",
-        "ENSG00000162062",
         "ENSG00000162078",
+        "ENSG00000162139",
         "ENSG00000162366",
         "ENSG00000162390",
         "ENSG00000162396",
@@ -2080,7 +2109,6 @@
         "ENSG00000162645",
         "ENSG00000162650",
         "ENSG00000162654",
-        "ENSG00000162669",
         "ENSG00000162676",
         "ENSG00000162692",
         "ENSG00000162722",
@@ -2101,7 +2129,6 @@
         "ENSG00000162944",
         "ENSG00000162999",
         "ENSG00000163013",
-        "ENSG00000163026",
         "ENSG00000163053",
         "ENSG00000163069",
         "ENSG00000163082",
@@ -2124,7 +2151,6 @@
         "ENSG00000163462",
         "ENSG00000163464",
         "ENSG00000163472",
-        "ENSG00000163491",
         "ENSG00000163508",
         "ENSG00000163516",
         "ENSG00000163517",
@@ -2133,7 +2159,6 @@
         "ENSG00000163521",
         "ENSG00000163531",
         "ENSG00000163534",
-        "ENSG00000163536",
         "ENSG00000163545",
         "ENSG00000163554",
         "ENSG00000163564",
@@ -2149,7 +2174,9 @@
         "ENSG00000163661",
         "ENSG00000163666",
         "ENSG00000163683",
+        "ENSG00000163689",
         "ENSG00000163702",
+        "ENSG00000163703",
         "ENSG00000163704",
         "ENSG00000163734",
         "ENSG00000163739",
@@ -2162,7 +2189,6 @@
         "ENSG00000163827",
         "ENSG00000163930",
         "ENSG00000163935",
-        "ENSG00000163995",
         "ENSG00000164032",
         "ENSG00000164035",
         "ENSG00000164037",
@@ -2171,12 +2197,10 @@
         "ENSG00000164066",
         "ENSG00000164068",
         "ENSG00000164070",
-        "ENSG00000164077",
         "ENSG00000164100",
         "ENSG00000164104",
         "ENSG00000164114",
         "ENSG00000164116",
-        "ENSG00000164118",
         "ENSG00000164120",
         "ENSG00000164125",
         "ENSG00000164136",
@@ -2191,6 +2215,7 @@
         "ENSG00000164211",
         "ENSG00000164220",
         "ENSG00000164251",
+        "ENSG00000164291",
         "ENSG00000164296",
         "ENSG00000164304",
         "ENSG00000164305",
@@ -2244,12 +2269,12 @@
         "ENSG00000165169",
         "ENSG00000165171",
         "ENSG00000165182",
+        "ENSG00000165246",
         "ENSG00000165259",
         "ENSG00000165300",
         "ENSG00000165323",
         "ENSG00000165338",
         "ENSG00000165359",
-        "ENSG00000165424",
         "ENSG00000165449",
         "ENSG00000165457",
         "ENSG00000165507",
@@ -2272,6 +2297,7 @@
         "ENSG00000165730",
         "ENSG00000165795",
         "ENSG00000165801",
+        "ENSG00000165804",
         "ENSG00000165832",
         "ENSG00000165868",
         "ENSG00000165891",
@@ -2310,14 +2336,17 @@
         "ENSG00000166387",
         "ENSG00000166428",
         "ENSG00000166444",
-        "ENSG00000166477",
+        "ENSG00000166446",
+        "ENSG00000166450",
         "ENSG00000166483",
+        "ENSG00000166508",
         "ENSG00000166510",
         "ENSG00000166526",
         "ENSG00000166562",
         "ENSG00000166575",
         "ENSG00000166598",
         "ENSG00000166619",
+        "ENSG00000166676",
         "ENSG00000166707",
         "ENSG00000166710",
         "ENSG00000166716",
@@ -2349,7 +2378,6 @@
         "ENSG00000167216",
         "ENSG00000167232",
         "ENSG00000167264",
-        "ENSG00000167281",
         "ENSG00000167291",
         "ENSG00000167306",
         "ENSG00000167333",
@@ -2359,9 +2387,9 @@
         "ENSG00000167460",
         "ENSG00000167483",
         "ENSG00000167526",
+        "ENSG00000167528",
         "ENSG00000167535",
         "ENSG00000167550",
-        "ENSG00000167554",
         "ENSG00000167555",
         "ENSG00000167562",
         "ENSG00000167600",
@@ -2421,7 +2449,6 @@
         "ENSG00000168781",
         "ENSG00000168792",
         "ENSG00000168806",
-        "ENSG00000168807",
         "ENSG00000168824",
         "ENSG00000168826",
         "ENSG00000168827",
@@ -2434,7 +2461,6 @@
         "ENSG00000169071",
         "ENSG00000169105",
         "ENSG00000169122",
-        "ENSG00000169126",
         "ENSG00000169129",
         "ENSG00000169131",
         "ENSG00000169184",
@@ -2458,7 +2484,6 @@
         "ENSG00000169607",
         "ENSG00000169683",
         "ENSG00000169704",
-        "ENSG00000169752",
         "ENSG00000169760",
         "ENSG00000169855",
         "ENSG00000169877",
@@ -2517,6 +2542,7 @@
         "ENSG00000171163",
         "ENSG00000171169",
         "ENSG00000171189",
+        "ENSG00000171206",
         "ENSG00000171219",
         "ENSG00000171223",
         "ENSG00000171224",
@@ -2532,16 +2558,14 @@
         "ENSG00000171595",
         "ENSG00000171596",
         "ENSG00000171617",
-        "ENSG00000171631",
-        "ENSG00000171657",
         "ENSG00000171659",
-        "ENSG00000171714",
         "ENSG00000171729",
         "ENSG00000171766",
         "ENSG00000171806",
         "ENSG00000171817",
         "ENSG00000171827",
         "ENSG00000171848",
+        "ENSG00000171861",
         "ENSG00000171867",
         "ENSG00000171877",
         "ENSG00000171962",
@@ -2555,11 +2579,11 @@
         "ENSG00000172215",
         "ENSG00000172236",
         "ENSG00000172273",
-        "ENSG00000172296",
         "ENSG00000172331",
         "ENSG00000172349",
         "ENSG00000172361",
         "ENSG00000172375",
+        "ENSG00000172403",
         "ENSG00000172456",
         "ENSG00000172476",
         "ENSG00000172575",
@@ -2575,11 +2599,11 @@
         "ENSG00000172780",
         "ENSG00000172794",
         "ENSG00000172819",
+        "ENSG00000172824",
         "ENSG00000172840",
         "ENSG00000172878",
         "ENSG00000172893",
         "ENSG00000172915",
-        "ENSG00000172936",
         "ENSG00000173040",
         "ENSG00000173068",
         "ENSG00000173083",
@@ -2647,11 +2671,13 @@
         "ENSG00000174944",
         "ENSG00000174951",
         "ENSG00000175063",
+        "ENSG00000175066",
         "ENSG00000175084",
         "ENSG00000175106",
         "ENSG00000175137",
         "ENSG00000175164",
         "ENSG00000175182",
+        "ENSG00000175213",
         "ENSG00000175274",
         "ENSG00000175283",
         "ENSG00000175287",
@@ -2669,7 +2695,6 @@
         "ENSG00000175691",
         "ENSG00000175787",
         "ENSG00000175906",
-        "ENSG00000175928",
         "ENSG00000175984",
         "ENSG00000176018",
         "ENSG00000176024",
@@ -2697,10 +2722,8 @@
         "ENSG00000176994",
         "ENSG00000177000",
         "ENSG00000177025",
-        "ENSG00000177119",
         "ENSG00000177169",
         "ENSG00000177191",
-        "ENSG00000177239",
         "ENSG00000177301",
         "ENSG00000177352",
         "ENSG00000177406",
@@ -2726,27 +2749,23 @@
         "ENSG00000177888",
         "ENSG00000177917",
         "ENSG00000177932",
-        "ENSG00000177943",
         "ENSG00000177963",
         "ENSG00000178026",
-        "ENSG00000178078",
         "ENSG00000178093",
-        "ENSG00000178150",
         "ENSG00000178184",
         "ENSG00000178209",
         "ENSG00000178222",
         "ENSG00000178229",
         "ENSG00000178295",
         "ENSG00000178301",
-        "ENSG00000178385",
         "ENSG00000178386",
         "ENSG00000178445",
         "ENSG00000178460",
-        "ENSG00000178467",
         "ENSG00000178498",
         "ENSG00000178538",
         "ENSG00000178562",
         "ENSG00000178662",
+        "ENSG00000178685",
         "ENSG00000178700",
         "ENSG00000178726",
         "ENSG00000178789",
@@ -2754,6 +2773,7 @@
         "ENSG00000178809",
         "ENSG00000178814",
         "ENSG00000178860",
+        "ENSG00000178997",
         "ENSG00000178999",
         "ENSG00000179041",
         "ENSG00000179057",
@@ -2762,7 +2782,6 @@
         "ENSG00000179163",
         "ENSG00000179335",
         "ENSG00000179348",
-        "ENSG00000179399",
         "ENSG00000179454",
         "ENSG00000179476",
         "ENSG00000179523",
@@ -2770,7 +2789,6 @@
         "ENSG00000179562",
         "ENSG00000179583",
         "ENSG00000179593",
-        "ENSG00000179603",
         "ENSG00000179604",
         "ENSG00000179627",
         "ENSG00000179630",
@@ -2780,6 +2798,7 @@
         "ENSG00000179859",
         "ENSG00000179909",
         "ENSG00000179941",
+        "ENSG00000179965",
         "ENSG00000180035",
         "ENSG00000180044",
         "ENSG00000180061",
@@ -2824,11 +2843,13 @@
         "ENSG00000181322",
         "ENSG00000181472",
         "ENSG00000181523",
+        "ENSG00000181638",
         "ENSG00000181649",
         "ENSG00000181652",
         "ENSG00000181690",
         "ENSG00000181744",
         "ENSG00000181754",
+        "ENSG00000181800",
         "ENSG00000181830",
         "ENSG00000181847",
         "ENSG00000181856",
@@ -2843,10 +2864,12 @@
         "ENSG00000182173",
         "ENSG00000182175",
         "ENSG00000182179",
+        "ENSG00000182253",
         "ENSG00000182263",
         "ENSG00000182318",
         "ENSG00000182324",
         "ENSG00000182326",
+        "ENSG00000182389",
         "ENSG00000182463",
         "ENSG00000182481",
         "ENSG00000182534",
@@ -2860,17 +2883,17 @@
         "ENSG00000182809",
         "ENSG00000182810",
         "ENSG00000182866",
+        "ENSG00000182985",
         "ENSG00000183044",
         "ENSG00000183060",
-        "ENSG00000183090",
         "ENSG00000183091",
-        "ENSG00000183092",
         "ENSG00000183150",
         "ENSG00000183166",
         "ENSG00000183307",
         "ENSG00000183309",
         "ENSG00000183439",
         "ENSG00000183454",
+        "ENSG00000183475",
         "ENSG00000183625",
         "ENSG00000183647",
         "ENSG00000183655",
@@ -2907,7 +2930,6 @@
         "ENSG00000184613",
         "ENSG00000184675",
         "ENSG00000184786",
-        "ENSG00000184792",
         "ENSG00000184860",
         "ENSG00000184867",
         "ENSG00000184939",
@@ -2922,6 +2944,7 @@
         "ENSG00000185100",
         "ENSG00000185101",
         "ENSG00000185112",
+        "ENSG00000185127",
         "ENSG00000185155",
         "ENSG00000185220",
         "ENSG00000185245",
@@ -2929,21 +2952,19 @@
         "ENSG00000185250",
         "ENSG00000185272",
         "ENSG00000185274",
-        "ENSG00000185278",
         "ENSG00000185324",
         "ENSG00000185339",
         "ENSG00000185347",
         "ENSG00000185386",
-        "ENSG00000185436",
         "ENSG00000185513",
         "ENSG00000185515",
         "ENSG00000185527",
         "ENSG00000185561",
         "ENSG00000185585",
+        "ENSG00000185614",
         "ENSG00000185621",
         "ENSG00000185658",
         "ENSG00000185674",
-        "ENSG00000185730",
         "ENSG00000185745",
         "ENSG00000185800",
         "ENSG00000185880",
@@ -2958,8 +2979,10 @@
         "ENSG00000186019",
         "ENSG00000186026",
         "ENSG00000186074",
+        "ENSG00000186088",
         "ENSG00000186105",
         "ENSG00000186193",
+        "ENSG00000186260",
         "ENSG00000186272",
         "ENSG00000186281",
         "ENSG00000186300",
@@ -2976,6 +2999,7 @@
         "ENSG00000186487",
         "ENSG00000186496",
         "ENSG00000186501",
+        "ENSG00000186522",
         "ENSG00000186567",
         "ENSG00000186594",
         "ENSG00000186628",
@@ -2991,6 +3015,7 @@
         "ENSG00000186994",
         "ENSG00000187010",
         "ENSG00000187017",
+        "ENSG00000187068",
         "ENSG00000187079",
         "ENSG00000187091",
         "ENSG00000187122",
@@ -3000,6 +3025,7 @@
         "ENSG00000187240",
         "ENSG00000187244",
         "ENSG00000187323",
+        "ENSG00000187325",
         "ENSG00000187474",
         "ENSG00000187479",
         "ENSG00000187510",
@@ -3007,7 +3033,6 @@
         "ENSG00000187514",
         "ENSG00000187535",
         "ENSG00000187554",
-        "ENSG00000187556",
         "ENSG00000187583",
         "ENSG00000187626",
         "ENSG00000187650",
@@ -3033,9 +3058,7 @@
         "ENSG00000187987",
         "ENSG00000187997",
         "ENSG00000188042",
-        "ENSG00000188070",
         "ENSG00000188185",
-        "ENSG00000188211",
         "ENSG00000188215",
         "ENSG00000188229",
         "ENSG00000188266",
@@ -3131,7 +3154,6 @@
         "ENSG00000196724",
         "ENSG00000196741",
         "ENSG00000196757",
-        "ENSG00000196793",
         "ENSG00000196810",
         "ENSG00000196812",
         "ENSG00000196814",
@@ -3146,11 +3168,11 @@
         "ENSG00000197008",
         "ENSG00000197013",
         "ENSG00000197016",
+        "ENSG00000197024",
         "ENSG00000197044",
         "ENSG00000197050",
         "ENSG00000197054",
         "ENSG00000197056",
-        "ENSG00000197057",
         "ENSG00000197061",
         "ENSG00000197062",
         "ENSG00000197099",
@@ -3172,6 +3194,7 @@
         "ENSG00000197467",
         "ENSG00000197483",
         "ENSG00000197497",
+        "ENSG00000197506",
         "ENSG00000197520",
         "ENSG00000197561",
         "ENSG00000197562",
@@ -3180,6 +3203,7 @@
         "ENSG00000197580",
         "ENSG00000197594",
         "ENSG00000197599",
+        "ENSG00000197608",
         "ENSG00000197619",
         "ENSG00000197629",
         "ENSG00000197635",
@@ -3188,7 +3212,7 @@
         "ENSG00000197713",
         "ENSG00000197714",
         "ENSG00000197748",
-        "ENSG00000197779",
+        "ENSG00000197808",
         "ENSG00000197816",
         "ENSG00000197837",
         "ENSG00000197841",
@@ -3203,15 +3227,16 @@
         "ENSG00000197948",
         "ENSG00000197951",
         "ENSG00000197992",
-        "ENSG00000198003",
         "ENSG00000198040",
         "ENSG00000198060",
         "ENSG00000198075",
         "ENSG00000198088",
         "ENSG00000198089",
+        "ENSG00000198093",
         "ENSG00000198108",
         "ENSG00000198131",
         "ENSG00000198133",
+        "ENSG00000198176",
         "ENSG00000198185",
         "ENSG00000198205",
         "ENSG00000198246",
@@ -3225,7 +3250,6 @@
         "ENSG00000198453",
         "ENSG00000198483",
         "ENSG00000198515",
-        "ENSG00000198523",
         "ENSG00000198542",
         "ENSG00000198551",
         "ENSG00000198554",
@@ -3235,9 +3259,7 @@
         "ENSG00000198682",
         "ENSG00000198689",
         "ENSG00000198690",
-        "ENSG00000198692",
         "ENSG00000198712",
-        "ENSG00000198722",
         "ENSG00000198727",
         "ENSG00000198746",
         "ENSG00000198752",
@@ -3258,7 +3280,6 @@
         "ENSG00000198885",
         "ENSG00000198886",
         "ENSG00000198888",
-        "ENSG00000198898",
         "ENSG00000198899",
         "ENSG00000198917",
         "ENSG00000198919",
@@ -3271,7 +3292,6 @@
         "ENSG00000198948",
         "ENSG00000198954",
         "ENSG00000198959",
-        "ENSG00000198963",
         "ENSG00000203288",
         "ENSG00000203326",
         "ENSG00000203356",
@@ -3287,7 +3307,6 @@
         "ENSG00000203963",
         "ENSG00000203965",
         "ENSG00000203993",
-        "ENSG00000203995",
         "ENSG00000204070",
         "ENSG00000204086",
         "ENSG00000204103",
@@ -3318,7 +3337,6 @@
         "ENSG00000204628",
         "ENSG00000204644",
         "ENSG00000204706",
-        "ENSG00000204713",
         "ENSG00000204740",
         "ENSG00000204815",
         "ENSG00000204839",
@@ -3331,7 +3349,6 @@
         "ENSG00000205181",
         "ENSG00000205213",
         "ENSG00000205221",
-        "ENSG00000205307",
         "ENSG00000205464",
         "ENSG00000205517",
         "ENSG00000205542",
@@ -3343,9 +3360,11 @@
         "ENSG00000205744",
         "ENSG00000205791",
         "ENSG00000205809",
+        "ENSG00000205838",
         "ENSG00000205853",
         "ENSG00000205913",
         "ENSG00000205978",
+        "ENSG00000206140",
         "ENSG00000206172",
         "ENSG00000206177",
         "ENSG00000206190",
@@ -3361,10 +3380,10 @@
         "ENSG00000211677",
         "ENSG00000211679",
         "ENSG00000212719",
-        "ENSG00000212864",
         "ENSG00000212916",
         "ENSG00000213085",
         "ENSG00000213088",
+        "ENSG00000213139",
         "ENSG00000213190",
         "ENSG00000213203",
         "ENSG00000213214",
@@ -3433,7 +3452,6 @@
         "ENSG00000223695",
         "ENSG00000223715",
         "ENSG00000223749",
-        "ENSG00000223799",
         "ENSG00000223813",
         "ENSG00000224137",
         "ENSG00000224152",
@@ -3457,7 +3475,6 @@
         "ENSG00000225231",
         "ENSG00000225265",
         "ENSG00000225342",
-        "ENSG00000225361",
         "ENSG00000225465",
         "ENSG00000225526",
         "ENSG00000225535",
@@ -3473,7 +3490,6 @@
         "ENSG00000225964",
         "ENSG00000225975",
         "ENSG00000226009",
-        "ENSG00000226137",
         "ENSG00000226312",
         "ENSG00000226445",
         "ENSG00000226476",
@@ -3481,21 +3497,19 @@
         "ENSG00000226581",
         "ENSG00000226674",
         "ENSG00000226711",
-        "ENSG00000226746",
         "ENSG00000226763",
         "ENSG00000226791",
         "ENSG00000226833",
         "ENSG00000226856",
         "ENSG00000226979",
         "ENSG00000227036",
-        "ENSG00000227110",
         "ENSG00000227117",
         "ENSG00000227155",
         "ENSG00000227165",
         "ENSG00000227191",
         "ENSG00000227252",
-        "ENSG00000227258",
         "ENSG00000227268",
+        "ENSG00000227345",
         "ENSG00000227502",
         "ENSG00000227533",
         "ENSG00000227630",
@@ -3508,9 +3522,9 @@
         "ENSG00000228223",
         "ENSG00000228414",
         "ENSG00000228526",
+        "ENSG00000228594",
         "ENSG00000228677",
         "ENSG00000228701",
-        "ENSG00000228775",
         "ENSG00000228784",
         "ENSG00000228801",
         "ENSG00000228878",
@@ -3521,11 +3535,10 @@
         "ENSG00000229127",
         "ENSG00000229236",
         "ENSG00000229334",
-        "ENSG00000229388",
         "ENSG00000229666",
-        "ENSG00000229739",
         "ENSG00000230013",
         "ENSG00000230082",
+        "ENSG00000230084",
         "ENSG00000230091",
         "ENSG00000230131",
         "ENSG00000230257",
@@ -3536,13 +3549,11 @@
         "ENSG00000230487",
         "ENSG00000230489",
         "ENSG00000230555",
-        "ENSG00000230613",
         "ENSG00000230679",
         "ENSG00000230749",
         "ENSG00000230797",
         "ENSG00000230817",
         "ENSG00000230844",
-        "ENSG00000230910",
         "ENSG00000231028",
         "ENSG00000231105",
         "ENSG00000231177",
@@ -3552,6 +3563,7 @@
         "ENSG00000231507",
         "ENSG00000231680",
         "ENSG00000231689",
+        "ENSG00000232065",
         "ENSG00000232098",
         "ENSG00000232310",
         "ENSG00000232354",
@@ -3559,6 +3571,7 @@
         "ENSG00000232564",
         "ENSG00000232593",
         "ENSG00000232613",
+        "ENSG00000232618",
         "ENSG00000232810",
         "ENSG00000232859",
         "ENSG00000232912",
@@ -3574,14 +3587,12 @@
         "ENSG00000233334",
         "ENSG00000233355",
         "ENSG00000233436",
-        "ENSG00000233452",
         "ENSG00000233672",
         "ENSG00000233723",
         "ENSG00000233791",
-        "ENSG00000233797",
         "ENSG00000233896",
+        "ENSG00000233901",
         "ENSG00000233930",
-        "ENSG00000234263",
         "ENSG00000234284",
         "ENSG00000234336",
         "ENSG00000234432",
@@ -3602,7 +3613,6 @@
         "ENSG00000235034",
         "ENSG00000235092",
         "ENSG00000235106",
-        "ENSG00000235109",
         "ENSG00000235159",
         "ENSG00000235172",
         "ENSG00000235191",
@@ -3647,13 +3657,12 @@
         "ENSG00000237515",
         "ENSG00000237637",
         "ENSG00000237914",
+        "ENSG00000237945",
         "ENSG00000238045",
         "ENSG00000238058",
-        "ENSG00000238133",
         "ENSG00000238160",
         "ENSG00000238198",
         "ENSG00000239219",
-        "ENSG00000239335",
         "ENSG00000239388",
         "ENSG00000239705",
         "ENSG00000239941",
@@ -3664,24 +3673,25 @@
         "ENSG00000240204",
         "ENSG00000240211",
         "ENSG00000240254",
-        "ENSG00000240373",
         "ENSG00000240403",
         "ENSG00000240498",
         "ENSG00000240583",
+        "ENSG00000240770",
         "ENSG00000240790",
+        "ENSG00000240849",
         "ENSG00000240859",
         "ENSG00000240891",
         "ENSG00000241135",
         "ENSG00000241316",
         "ENSG00000241560",
         "ENSG00000241769",
+        "ENSG00000241839",
         "ENSG00000241852",
         "ENSG00000241933",
         "ENSG00000242258",
         "ENSG00000242516",
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