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OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

@@ -1,4 +1,4 @@
 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| bladder urothelial cell | 2776 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| fibroblast | 1374 | 0.96 | 0.97 | 0.98 | 0.96 | 0.00 | 0.94 | 0.96 | 0.95 | 0.97 |\n| monocyte | 460 | 0.87 | 0.91 | 0.93 | 0.92 | 0.00 | 0.90 | 0.89 | 0.88 | 0.92 |\n| CD8-positive, alpha-beta T cell | 405 | 0.85 | 0.88 | 0.89 | 0.67 | 0.00 | 0.87 | 0.85 | 0.90 | 0.90 |\n| macrophage | 330 | 0.85 | 0.89 | 0.92 | 0.89 | 0.00 | 0.89 | 0.87 | 0.88 | 0.91 |\n| myofibroblast cell | 289 | 0.86 | 0.92 | 0.93 | 0.90 | 0.00 | 0.80 | 0.88 | 0.87 | 0.91 |\n| CD4-positive, alpha-beta T cell | 242 | 0.68 | 0.77 | 0.76 | 0.47 | 0.00 | 0.71 | 0.78 | 0.86 | 0.83 |\n| mast cell | 167 | 0.98 | 0.99 | 0.98 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| plasma cell | 137 | 0.95 | 0.97 | 0.99 | 0.98 | 0.00 | 0.96 | 0.98 | 0.97 | 0.98 |\n| pericyte | 108 | 0.94 | 0.96 | 0.94 | 0.94 | 0.00 | 0.94 | 0.94 | 0.93 | 0.96 |\n| smooth muscle cell | 107 | 0.96 | 0.97 | 0.97 | 0.96 | 0.00 | 0.92 | 0.95 | 0.89 | 0.95 |\n| T cell | 73 | 0.43 | 0.21 | 0.43 | 0.23 | 0.00 | 0.44 | 0.44 | 0.56 | 0.59 |\n| B cell | 46 | 0.98 | 0.98 | 0.96 | 0.96 | 0.00 | 0.96 | 0.97 | 0.93 | 0.97 |\n| vein endothelial cell | 40 | 0.79 | 0.86 | 0.86 | 0.81 | 0.00 | 0.83 | 0.91 | 0.91 | 0.90 |\n| neutrophil | 25 | 0.88 | 0.96 | 0.98 | 0.92 | 0.00 | 0.89 | 0.94 | 0.86 | 0.92 |\n| natural killer cell | 14 | 0.65 | 0.24 | 0.59 | 0.33 | 0.00 | 0.64 | 0.65 | 0.68 | 0.67 |\n| endothelial cell of lymphatic vessel | 13 | 0.89 | 0.92 | 0.75 | 0.70 | 0.00 | 0.92 | 0.89 | 0.89 | 0.92 |\n| capillary endothelial cell | 8 | 0.00 | 0.67 | 0.60 | 0.56 | 0.00 | 0.62 | 0.93 | 1.00 | 0.86 |\n| erythrocyte | 9 | 0.89 | 0.35 | 1.00 | 0.80 | 0.00 | 0.29 | 0.78 | 0.60 | 1.00 |\n| mature NK T cell | 10 | 0.62 | 0.46 | 0.67 | 0.00 | 0.00 | 0.67 | 0.70 | 0.67 | 0.84 |\n| endothelial cell | 4 | 0.00 | 0.00 | 0.00 | 0.40 | 0.00 | 0.25 | 0.40 | 0.00 | 0.40 |\n| regulatory T cell | 2 | 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| bladder urothelial cell | 24465 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| fibroblast | 12392 | 0.95 | 0.96 | 0.98 | 0.98 | 0.00 | 0.94 | 0.96 | 0.95 | 0.97 |\n| monocyte | 4395 | 0.88 | 0.91 | 0.95 | 0.95 | 0.00 | 0.92 | 0.91 | 0.91 | 0.94 |\n| CD8-positive, alpha-beta T cell | 4027 | 0.85 | 0.88 | 0.92 | 0.82 | 0.00 | 0.90 | 0.87 | 0.92 | 0.93 |\n| macrophage | 2822 | 0.84 | 0.87 | 0.93 | 0.93 | 0.00 | 0.88 | 0.87 | 0.88 | 0.91 |\n| myofibroblast cell | 2847 | 0.85 | 0.91 | 0.94 | 0.93 | 0.00 | 0.81 | 0.88 | 0.88 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1947 | 0.69 | 0.71 | 0.80 | 0.64 | 0.00 | 0.74 | 0.82 | 0.88 | 0.86 |\n| mast cell | 1401 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| plasma cell | 1068 | 0.96 | 0.96 | 0.98 | 0.98 | 0.00 | 0.95 | 0.98 | 0.97 | 0.98 |\n| pericyte | 1076 | 0.96 | 0.96 | 0.97 | 0.97 | 0.00 | 0.97 | 0.97 | 0.96 | 0.98 |\n| smooth muscle cell | 946 | 0.96 | 0.96 | 0.98 | 0.97 | 0.00 | 0.94 | 0.96 | 0.91 | 0.96 |\n| T cell | 708 | 0.44 | 0.08 | 0.58 | 0.31 | 0.00 | 0.54 | 0.61 | 0.68 | 0.74 |\n| B cell | 438 | 0.94 | 0.95 | 0.95 | 0.96 | 0.00 | 0.94 | 0.98 | 0.96 | 0.97 |\n| vein endothelial cell | 398 | 0.81 | 0.85 | 0.90 | 0.87 | 0.00 | 0.94 | 0.96 | 0.97 | 0.95 |\n| neutrophil | 216 | 0.88 | 0.96 | 0.98 | 0.95 | 0.00 | 0.93 | 0.98 | 0.92 | 0.95 |\n| natural killer cell | 151 | 0.60 | 0.21 | 0.70 | 0.48 | 0.00 | 0.63 | 0.74 | 0.77 | 0.80 |\n| endothelial cell of lymphatic vessel | 114 | 0.89 | 0.90 | 0.92 | 0.75 | 0.00 | 0.97 | 0.97 | 0.98 | 0.95 |\n| capillary endothelial cell | 99 | 0.00 | 0.49 | 0.74 | 0.66 | 0.00 | 0.88 | 0.98 | 0.99 | 0.93 |\n| erythrocyte | 97 | 0.90 | 0.29 | 0.97 | 0.83 | 0.00 | 0.35 | 0.91 | 0.69 | 0.96 |\n| mature NK T cell | 85 | 0.54 | 0.31 | 0.72 | 0.31 | 0.00 | 0.81 | 0.88 | 0.89 | 0.91 |\n| endothelial cell | 33 | 0.00 | 0.00 | 0.37 | 0.44 | 0.00 | 0.83 | 0.97 | 0.99 | 0.81 |\n| regulatory T cell | 21 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.51 | 0.98 | 0.79 | 0.65 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| bladder urothelial cell | 2798 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |\n| fibroblast | 1333 | 0.96 | 0.96 | 0.98 | 0.97 | 0.00 | 0.93 | 0.95 | 0.95 | 0.97 |\n| monocyte | 471 | 0.86 | 0.91 | 0.91 | 0.90 | 0.00 | 0.88 | 0.86 | 0.88 | 0.91 |\n| CD8-positive, alpha-beta T cell | 402 | 0.86 | 0.88 | 0.88 | 0.73 | 0.00 | 0.87 | 0.85 | 0.91 | 0.91 |\n| macrophage | 344 | 0.84 | 0.89 | 0.89 | 0.89 | 0.00 | 0.84 | 0.85 | 0.87 | 0.89 |\n| myofibroblast cell | 306 | 0.88 | 0.92 | 0.94 | 0.92 | 0.00 | 0.84 | 0.88 | 0.87 | 0.91 |\n| CD4-positive, alpha-beta T cell | 234 | 0.71 | 0.77 | 0.74 | 0.52 | 0.00 | 0.75 | 0.79 | 0.86 | 0.84 |\n| mast cell | 165 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| plasma cell | 137 | 0.95 | 0.97 | 0.99 | 0.97 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| pericyte | 100 | 0.95 | 0.95 | 0.94 | 0.95 | 0.00 | 0.91 | 0.92 | 0.94 | 0.94 |\n| smooth muscle cell | 102 | 0.96 | 0.98 | 0.98 | 0.96 | 0.00 | 0.96 | 0.96 | 0.94 | 0.98 |\n| T cell | 70 | 0.32 | 0.10 | 0.44 | 0.18 | 0.00 | 0.47 | 0.50 | 0.58 | 0.58 |\n| B cell | 49 | 0.96 | 0.94 | 0.93 | 0.94 | 0.00 | 0.94 | 0.91 | 0.89 | 0.94 |\n| vein endothelial cell | 42 | 0.80 | 0.83 | 0.79 | 0.70 | 0.00 | 0.84 | 0.81 | 0.84 | 0.83 |\n| neutrophil | 21 | 0.79 | 0.95 | 0.95 | 0.81 | 0.00 | 0.40 | 0.87 | 0.87 | 0.87 |\n| natural killer cell | 16 | 0.59 | 0.29 | 0.77 | 0.31 | 0.00 | 0.53 | 0.65 | 0.71 | 0.73 |\n| endothelial cell of lymphatic vessel | 12 | 0.85 | 0.87 | 0.77 | 0.22 | 0.00 | 0.80 | 0.85 | 0.80 | 0.85 |\n| capillary endothelial cell | 9 | 0.46 | 0.47 | 0.60 | 0.50 | 0.00 | 0.33 | 0.59 | 0.71 | 0.53 |\n| erythrocyte | 9 | 0.64 | 0.31 | 1.00 | 0.62 | 0.00 | 0.20 | 0.95 | 0.58 | 0.95 |\n| mature NK T cell | 10 | 0.57 | 0.18 | 0.62 | 0.33 | 0.00 | 0.67 | 0.86 | 0.76 | 0.89 |\n| endothelial cell | 7 | 0.00 | 0.00 | 0.00 | 0.44 | 0.00 | 0.29 | 0.60 | 0.36 | 0.44 |\n| regulatory T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 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| bladder urothelial cell | 24443 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 12433 | 0.96 | 0.96 | 0.98 | 0.97 | 0.00 | 0.93 | 0.95 | 0.95 | 0.97 |\n| monocyte | 4384 | 0.89 | 0.91 | 0.95 | 0.94 | 0.00 | 0.90 | 0.91 | 0.91 | 0.94 |\n| CD8-positive, alpha-beta T cell | 4030 | 0.87 | 0.88 | 0.92 | 0.80 | 0.00 | 0.87 | 0.88 | 0.91 | 0.92 |\n| macrophage | 2808 | 0.83 | 0.87 | 0.93 | 0.92 | 0.00 | 0.85 | 0.87 | 0.88 | 0.92 |\n| myofibroblast cell | 2830 | 0.86 | 0.90 | 0.94 | 0.93 | 0.00 | 0.84 | 0.88 | 0.87 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1955 | 0.70 | 0.70 | 0.80 | 0.62 | 0.00 | 0.74 | 0.83 | 0.89 | 0.86 |\n| mast cell | 1403 | 0.97 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.97 | 0.99 |\n| plasma cell | 1068 | 0.96 | 0.96 | 0.98 | 0.99 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| pericyte | 1084 | 0.96 | 0.96 | 0.97 | 0.96 | 0.00 | 0.95 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 951 | 0.95 | 0.96 | 0.97 | 0.97 | 0.00 | 0.96 | 0.96 | 0.95 | 0.97 |\n| T cell | 711 | 0.48 | 0.11 | 0.56 | 0.29 | 0.00 | 0.56 | 0.63 | 0.67 | 0.72 |\n| B cell | 435 | 0.94 | 0.94 | 0.96 | 0.96 | 0.00 | 0.94 | 0.95 | 0.96 | 0.97 |\n| vein endothelial cell | 396 | 0.83 | 0.86 | 0.90 | 0.85 | 0.00 | 0.94 | 0.96 | 0.97 | 0.95 |\n| neutrophil | 220 | 0.85 | 0.96 | 0.98 | 0.90 | 0.00 | 0.48 | 0.97 | 0.91 | 0.96 |\n| natural killer cell | 149 | 0.59 | 0.26 | 0.71 | 0.50 | 0.00 | 0.66 | 0.76 | 0.75 | 0.78 |\n| endothelial cell of lymphatic vessel | 115 | 0.90 | 0.91 | 0.93 | 0.61 | 0.00 | 0.97 | 0.98 | 0.99 | 0.97 |\n| capillary endothelial cell | 98 | 0.35 | 0.48 | 0.72 | 0.71 | 0.00 | 0.87 | 0.98 | 0.98 | 0.90 |\n| erythrocyte | 97 | 0.70 | 0.33 | 0.97 | 0.81 | 0.00 | 0.23 | 0.94 | 0.68 | 0.94 |\n| mature NK T cell | 85 | 0.52 | 0.33 | 0.72 | 0.43 | 0.00 | 0.79 | 0.87 | 0.91 | 0.91 |\n| endothelial cell | 30 | 0.00 | 0.00 | 0.40 | 0.49 | 0.00 | 0.54 | 0.98 | 0.94 | 0.87 |\n| regulatory T cell | 21 | 0.00 | 0.00 | 0.09 | 0.00 | 0.00 | 0.09 | 0.95 | 0.89 | 0.55 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000004799",
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-        "ENSG00000107611",
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         "ENSG00000107669",
         "ENSG00000107672",
@@ -660,7 +645,6 @@
         "ENSG00000108405",
         "ENSG00000108423",
         "ENSG00000108511",
-        "ENSG00000108518",
         "ENSG00000108592",
         "ENSG00000108599",
         "ENSG00000108602",
@@ -682,6 +666,7 @@
         "ENSG00000109072",
         "ENSG00000109083",
         "ENSG00000109089",
+        "ENSG00000109099",
         "ENSG00000109103",
         "ENSG00000109255",
         "ENSG00000109321",
@@ -737,7 +722,6 @@
         "ENSG00000111412",
         "ENSG00000111537",
         "ENSG00000111581",
-        "ENSG00000111640",
         "ENSG00000111644",
         "ENSG00000111664",
         "ENSG00000111665",
@@ -751,6 +735,7 @@
         "ENSG00000111801",
         "ENSG00000111802",
         "ENSG00000111834",
+        "ENSG00000111845",
         "ENSG00000111846",
         "ENSG00000111859",
         "ENSG00000111880",
@@ -759,7 +744,6 @@
         "ENSG00000111961",
         "ENSG00000111981",
         "ENSG00000112029",
-        "ENSG00000112062",
         "ENSG00000112144",
         "ENSG00000112146",
         "ENSG00000112149",
@@ -770,12 +754,12 @@
         "ENSG00000112214",
         "ENSG00000112218",
         "ENSG00000112234",
-        "ENSG00000112290",
         "ENSG00000112303",
         "ENSG00000112309",
         "ENSG00000112425",
         "ENSG00000112486",
         "ENSG00000112578",
+        "ENSG00000112619",
         "ENSG00000112706",
         "ENSG00000112759",
         "ENSG00000112769",
@@ -793,6 +777,7 @@
         "ENSG00000113083",
         "ENSG00000113088",
         "ENSG00000113140",
+        "ENSG00000113209",
         "ENSG00000113212",
         "ENSG00000113231",
         "ENSG00000113248",
@@ -809,12 +794,10 @@
         "ENSG00000113594",
         "ENSG00000113734",
         "ENSG00000113739",
-        "ENSG00000113749",
         "ENSG00000113810",
         "ENSG00000113811",
         "ENSG00000113845",
         "ENSG00000114013",
-        "ENSG00000114098",
         "ENSG00000114107",
         "ENSG00000114113",
         "ENSG00000114115",
@@ -848,8 +831,10 @@
         "ENSG00000115165",
         "ENSG00000115232",
         "ENSG00000115275",
+        "ENSG00000115282",
         "ENSG00000115380",
         "ENSG00000115414",
+        "ENSG00000115425",
         "ENSG00000115468",
         "ENSG00000115504",
         "ENSG00000115514",
@@ -873,6 +858,7 @@
         "ENSG00000115828",
         "ENSG00000115841",
         "ENSG00000115844",
+        "ENSG00000115850",
         "ENSG00000115902",
         "ENSG00000115956",
         "ENSG00000116001",
@@ -931,6 +917,7 @@
         "ENSG00000117650",
         "ENSG00000117682",
         "ENSG00000117707",
+        "ENSG00000117724",
         "ENSG00000117748",
         "ENSG00000117791",
         "ENSG00000118004",
@@ -992,7 +979,6 @@
         "ENSG00000120280",
         "ENSG00000120324",
         "ENSG00000120327",
-        "ENSG00000120332",
         "ENSG00000120333",
         "ENSG00000120334",
         "ENSG00000120437",
@@ -1007,9 +993,9 @@
         "ENSG00000120784",
         "ENSG00000120837",
         "ENSG00000120885",
+        "ENSG00000120925",
         "ENSG00000120949",
         "ENSG00000121067",
-        "ENSG00000121152",
         "ENSG00000121207",
         "ENSG00000121236",
         "ENSG00000121289",
@@ -1027,10 +1013,11 @@
         "ENSG00000121807",
         "ENSG00000121864",
         "ENSG00000121879",
+        "ENSG00000121897",
         "ENSG00000121903",
+        "ENSG00000121933",
         "ENSG00000121966",
         "ENSG00000122025",
-        "ENSG00000122085",
         "ENSG00000122122",
         "ENSG00000122126",
         "ENSG00000122176",
@@ -1041,6 +1028,7 @@
         "ENSG00000122224",
         "ENSG00000122512",
         "ENSG00000122574",
+        "ENSG00000122641",
         "ENSG00000122644",
         "ENSG00000122679",
         "ENSG00000122729",
@@ -1053,6 +1041,7 @@
         "ENSG00000122952",
         "ENSG00000122966",
         "ENSG00000122986",
+        "ENSG00000123080",
         "ENSG00000123130",
         "ENSG00000123131",
         "ENSG00000123213",
@@ -1080,6 +1069,7 @@
         "ENSG00000124201",
         "ENSG00000124209",
         "ENSG00000124217",
+        "ENSG00000124228",
         "ENSG00000124232",
         "ENSG00000124275",
         "ENSG00000124279",
@@ -1087,7 +1077,6 @@
         "ENSG00000124356",
         "ENSG00000124374",
         "ENSG00000124440",
-        "ENSG00000124444",
         "ENSG00000124459",
         "ENSG00000124466",
         "ENSG00000124486",
@@ -1111,6 +1100,7 @@
         "ENSG00000125245",
         "ENSG00000125246",
         "ENSG00000125266",
+        "ENSG00000125319",
         "ENSG00000125337",
         "ENSG00000125351",
         "ENSG00000125352",
@@ -1140,12 +1130,13 @@
         "ENSG00000126261",
         "ENSG00000126337",
         "ENSG00000126353",
-        "ENSG00000126562",
+        "ENSG00000126759",
         "ENSG00000126787",
+        "ENSG00000126814",
         "ENSG00000126838",
         "ENSG00000126860",
-        "ENSG00000126861",
         "ENSG00000126878",
+        "ENSG00000126882",
         "ENSG00000126950",
         "ENSG00000127074",
         "ENSG00000127081",
@@ -1155,6 +1146,7 @@
         "ENSG00000127364",
         "ENSG00000127377",
         "ENSG00000127507",
+        "ENSG00000127530",
         "ENSG00000127533",
         "ENSG00000127561",
         "ENSG00000127564",
@@ -1176,7 +1168,6 @@
         "ENSG00000128050",
         "ENSG00000128052",
         "ENSG00000128059",
-        "ENSG00000128159",
         "ENSG00000128266",
         "ENSG00000128284",
         "ENSG00000128342",
@@ -1214,7 +1205,6 @@
         "ENSG00000129450",
         "ENSG00000129460",
         "ENSG00000129467",
-        "ENSG00000129474",
         "ENSG00000129484",
         "ENSG00000129518",
         "ENSG00000129538",
@@ -1251,7 +1241,6 @@
         "ENSG00000130957",
         "ENSG00000130962",
         "ENSG00000130988",
-        "ENSG00000131015",
         "ENSG00000131016",
         "ENSG00000131018",
         "ENSG00000131055",
@@ -1262,6 +1251,7 @@
         "ENSG00000131400",
         "ENSG00000131435",
         "ENSG00000131480",
+        "ENSG00000131697",
         "ENSG00000131711",
         "ENSG00000131730",
         "ENSG00000131747",
@@ -1269,6 +1259,7 @@
         "ENSG00000131849",
         "ENSG00000131943",
         "ENSG00000131944",
+        "ENSG00000131966",
         "ENSG00000132002",
         "ENSG00000132004",
         "ENSG00000132024",
@@ -1306,7 +1297,6 @@
         "ENSG00000133028",
         "ENSG00000133048",
         "ENSG00000133059",
-        "ENSG00000133065",
         "ENSG00000133107",
         "ENSG00000133110",
         "ENSG00000133169",
@@ -1331,7 +1321,6 @@
         "ENSG00000134153",
         "ENSG00000134183",
         "ENSG00000134184",
-        "ENSG00000134193",
         "ENSG00000134198",
         "ENSG00000134201",
         "ENSG00000134202",
@@ -1353,8 +1342,6 @@
         "ENSG00000134569",
         "ENSG00000134575",
         "ENSG00000134594",
-        "ENSG00000134627",
-        "ENSG00000134690",
         "ENSG00000134697",
         "ENSG00000134698",
         "ENSG00000134827",
@@ -1388,7 +1375,6 @@
         "ENSG00000135604",
         "ENSG00000135622",
         "ENSG00000135625",
-        "ENSG00000135636",
         "ENSG00000135637",
         "ENSG00000135678",
         "ENSG00000135740",
@@ -1418,7 +1404,6 @@
         "ENSG00000136286",
         "ENSG00000136378",
         "ENSG00000136404",
-        "ENSG00000136449",
         "ENSG00000136463",
         "ENSG00000136531",
         "ENSG00000136546",
@@ -1439,7 +1424,6 @@
         "ENSG00000136999",
         "ENSG00000137077",
         "ENSG00000137078",
-        "ENSG00000137094",
         "ENSG00000137098",
         "ENSG00000137106",
         "ENSG00000137135",
@@ -1467,6 +1451,7 @@
         "ENSG00000137806",
         "ENSG00000137809",
         "ENSG00000137819",
+        "ENSG00000137869",
         "ENSG00000137875",
         "ENSG00000137962",
         "ENSG00000138002",
@@ -1485,7 +1470,6 @@
         "ENSG00000138135",
         "ENSG00000138152",
         "ENSG00000138172",
-        "ENSG00000138180",
         "ENSG00000138185",
         "ENSG00000138311",
         "ENSG00000138316",
@@ -1497,6 +1481,7 @@
         "ENSG00000138496",
         "ENSG00000138604",
         "ENSG00000138615",
+        "ENSG00000138629",
         "ENSG00000138642",
         "ENSG00000138650",
         "ENSG00000138658",
@@ -1529,6 +1514,7 @@
         "ENSG00000139547",
         "ENSG00000139549",
         "ENSG00000139572",
+        "ENSG00000139624",
         "ENSG00000139637",
         "ENSG00000139644",
         "ENSG00000139714",
@@ -1536,6 +1522,7 @@
         "ENSG00000139890",
         "ENSG00000139974",
         "ENSG00000139977",
+        "ENSG00000139990",
         "ENSG00000140022",
         "ENSG00000140030",
         "ENSG00000140090",
@@ -1576,9 +1563,9 @@
         "ENSG00000141391",
         "ENSG00000141431",
         "ENSG00000141433",
+        "ENSG00000141449",
         "ENSG00000141543",
         "ENSG00000141562",
-        "ENSG00000141570",
         "ENSG00000141576",
         "ENSG00000141577",
         "ENSG00000141642",
@@ -1605,6 +1592,8 @@
         "ENSG00000142959",
         "ENSG00000142973",
         "ENSG00000143001",
+        "ENSG00000143028",
+        "ENSG00000143110",
         "ENSG00000143119",
         "ENSG00000143125",
         "ENSG00000143126",
@@ -1617,7 +1606,6 @@
         "ENSG00000143248",
         "ENSG00000143258",
         "ENSG00000143297",
-        "ENSG00000143318",
         "ENSG00000143333",
         "ENSG00000143341",
         "ENSG00000143344",
@@ -1626,12 +1614,13 @@
         "ENSG00000143450",
         "ENSG00000143494",
         "ENSG00000143498",
-        "ENSG00000143499",
         "ENSG00000143507",
+        "ENSG00000143515",
         "ENSG00000143575",
         "ENSG00000143622",
         "ENSG00000143630",
         "ENSG00000143839",
+        "ENSG00000143847",
         "ENSG00000143851",
         "ENSG00000143921",
         "ENSG00000143933",
@@ -1650,14 +1639,19 @@
         "ENSG00000144339",
         "ENSG00000144354",
         "ENSG00000144362",
+        "ENSG00000144381",
         "ENSG00000144395",
         "ENSG00000144401",
         "ENSG00000144406",
         "ENSG00000144407",
         "ENSG00000144468",
+        "ENSG00000144485",
+        "ENSG00000144524",
         "ENSG00000144559",
+        "ENSG00000144644",
         "ENSG00000144648",
         "ENSG00000144668",
+        "ENSG00000144677",
         "ENSG00000144681",
         "ENSG00000144712",
         "ENSG00000144730",
@@ -1671,6 +1665,7 @@
         "ENSG00000145020",
         "ENSG00000145088",
         "ENSG00000145244",
+        "ENSG00000145248",
         "ENSG00000145358",
         "ENSG00000145362",
         "ENSG00000145386",
@@ -1698,7 +1693,7 @@
         "ENSG00000146147",
         "ENSG00000146197",
         "ENSG00000146263",
-        "ENSG00000146267",
+        "ENSG00000146285",
         "ENSG00000146374",
         "ENSG00000146376",
         "ENSG00000146386",
@@ -1708,8 +1703,6 @@
         "ENSG00000146666",
         "ENSG00000146670",
         "ENSG00000146676",
-        "ENSG00000146731",
-        "ENSG00000146802",
         "ENSG00000146809",
         "ENSG00000146839",
         "ENSG00000146858",
@@ -1747,7 +1740,6 @@
         "ENSG00000148346",
         "ENSG00000148384",
         "ENSG00000148399",
-        "ENSG00000148411",
         "ENSG00000148483",
         "ENSG00000148488",
         "ENSG00000148516",
@@ -1767,13 +1759,13 @@
         "ENSG00000149218",
         "ENSG00000149262",
         "ENSG00000149313",
-        "ENSG00000149328",
         "ENSG00000149474",
         "ENSG00000149488",
         "ENSG00000149534",
         "ENSG00000149548",
         "ENSG00000149564",
         "ENSG00000149573",
+        "ENSG00000149575",
         "ENSG00000149582",
         "ENSG00000149591",
         "ENSG00000149596",
@@ -1788,17 +1780,20 @@
         "ENSG00000150048",
         "ENSG00000150394",
         "ENSG00000150403",
+        "ENSG00000150433",
         "ENSG00000150471",
         "ENSG00000150510",
         "ENSG00000150594",
         "ENSG00000150625",
         "ENSG00000150627",
+        "ENSG00000150681",
         "ENSG00000150722",
         "ENSG00000150750",
         "ENSG00000150773",
         "ENSG00000150873",
         "ENSG00000151062",
         "ENSG00000151092",
+        "ENSG00000151093",
         "ENSG00000151117",
         "ENSG00000151287",
         "ENSG00000151364",
@@ -1811,7 +1806,6 @@
         "ENSG00000151715",
         "ENSG00000151743",
         "ENSG00000151834",
-        "ENSG00000151835",
         "ENSG00000151876",
         "ENSG00000151917",
         "ENSG00000151923",
@@ -1822,19 +1816,17 @@
         "ENSG00000152223",
         "ENSG00000152292",
         "ENSG00000152382",
-        "ENSG00000152433",
         "ENSG00000152439",
         "ENSG00000152443",
         "ENSG00000152454",
+        "ENSG00000152457",
         "ENSG00000152465",
         "ENSG00000152475",
         "ENSG00000152492",
         "ENSG00000152503",
-        "ENSG00000152578",
         "ENSG00000152583",
         "ENSG00000152620",
         "ENSG00000152661",
-        "ENSG00000152760",
         "ENSG00000152763",
         "ENSG00000152778",
         "ENSG00000152804",
@@ -1864,6 +1856,7 @@
         "ENSG00000154027",
         "ENSG00000154065",
         "ENSG00000154080",
+        "ENSG00000154096",
         "ENSG00000154099",
         "ENSG00000154118",
         "ENSG00000154133",
@@ -1872,6 +1865,7 @@
         "ENSG00000154165",
         "ENSG00000154188",
         "ENSG00000154240",
+        "ENSG00000154258",
         "ENSG00000154265",
         "ENSG00000154269",
         "ENSG00000154330",
@@ -1890,7 +1884,6 @@
         "ENSG00000154783",
         "ENSG00000154813",
         "ENSG00000154832",
-        "ENSG00000154839",
         "ENSG00000154856",
         "ENSG00000154864",
         "ENSG00000154920",
@@ -1910,6 +1903,7 @@
         "ENSG00000155659",
         "ENSG00000155666",
         "ENSG00000155729",
+        "ENSG00000155749",
         "ENSG00000155754",
         "ENSG00000155827",
         "ENSG00000155868",
@@ -1931,10 +1925,11 @@
         "ENSG00000156504",
         "ENSG00000156508",
         "ENSG00000156509",
+        "ENSG00000156574",
         "ENSG00000156650",
         "ENSG00000156738",
-        "ENSG00000156853",
         "ENSG00000156876",
+        "ENSG00000157014",
         "ENSG00000157103",
         "ENSG00000157107",
         "ENSG00000157111",
@@ -1945,6 +1940,7 @@
         "ENSG00000157303",
         "ENSG00000157315",
         "ENSG00000157322",
+        "ENSG00000157343",
         "ENSG00000157353",
         "ENSG00000157399",
         "ENSG00000157404",
@@ -1995,6 +1991,7 @@
         "ENSG00000159261",
         "ENSG00000159337",
         "ENSG00000159352",
+        "ENSG00000159374",
         "ENSG00000159403",
         "ENSG00000159479",
         "ENSG00000159496",
@@ -2033,7 +2030,6 @@
         "ENSG00000160856",
         "ENSG00000160862",
         "ENSG00000160867",
-        "ENSG00000160883",
         "ENSG00000160957",
         "ENSG00000161055",
         "ENSG00000161298",
@@ -2066,8 +2062,6 @@
         "ENSG00000162517",
         "ENSG00000162551",
         "ENSG00000162552",
-        "ENSG00000162572",
-        "ENSG00000162594",
         "ENSG00000162595",
         "ENSG00000162618",
         "ENSG00000162620",
@@ -2079,6 +2073,7 @@
         "ENSG00000162735",
         "ENSG00000162736",
         "ENSG00000162739",
+        "ENSG00000162753",
         "ENSG00000162813",
         "ENSG00000162814",
         "ENSG00000162817",
@@ -2101,6 +2096,7 @@
         "ENSG00000163017",
         "ENSG00000163026",
         "ENSG00000163029",
+        "ENSG00000163040",
         "ENSG00000163053",
         "ENSG00000163069",
         "ENSG00000163072",
@@ -2118,9 +2114,9 @@
         "ENSG00000163359",
         "ENSG00000163364",
         "ENSG00000163376",
+        "ENSG00000163380",
         "ENSG00000163406",
         "ENSG00000163412",
-        "ENSG00000163421",
         "ENSG00000163430",
         "ENSG00000163431",
         "ENSG00000163435",
@@ -2142,10 +2138,10 @@
         "ENSG00000163617",
         "ENSG00000163638",
         "ENSG00000163644",
-        "ENSG00000163655",
         "ENSG00000163661",
         "ENSG00000163684",
         "ENSG00000163687",
+        "ENSG00000163689",
         "ENSG00000163704",
         "ENSG00000163710",
         "ENSG00000163714",
@@ -2167,6 +2163,7 @@
         "ENSG00000163882",
         "ENSG00000163900",
         "ENSG00000163909",
+        "ENSG00000163913",
         "ENSG00000163918",
         "ENSG00000163958",
         "ENSG00000163964",
@@ -2176,15 +2173,13 @@
         "ENSG00000164032",
         "ENSG00000164035",
         "ENSG00000164047",
-        "ENSG00000164049",
         "ENSG00000164051",
         "ENSG00000164056",
         "ENSG00000164068",
+        "ENSG00000164073",
         "ENSG00000164087",
         "ENSG00000164088",
         "ENSG00000164093",
-        "ENSG00000164104",
-        "ENSG00000164109",
         "ENSG00000164116",
         "ENSG00000164117",
         "ENSG00000164125",
@@ -2209,7 +2204,9 @@
         "ENSG00000164400",
         "ENSG00000164404",
         "ENSG00000164406",
+        "ENSG00000164411",
         "ENSG00000164440",
+        "ENSG00000164483",
         "ENSG00000164484",
         "ENSG00000164488",
         "ENSG00000164494",
@@ -2219,6 +2216,7 @@
         "ENSG00000164604",
         "ENSG00000164609",
         "ENSG00000164611",
+        "ENSG00000164626",
         "ENSG00000164631",
         "ENSG00000164638",
         "ENSG00000164647",
@@ -2250,7 +2248,6 @@
         "ENSG00000165168",
         "ENSG00000165186",
         "ENSG00000165188",
-        "ENSG00000165194",
         "ENSG00000165304",
         "ENSG00000165323",
         "ENSG00000165410",
@@ -2270,18 +2267,17 @@
         "ENSG00000165730",
         "ENSG00000165733",
         "ENSG00000165775",
+        "ENSG00000165792",
         "ENSG00000165810",
         "ENSG00000165816",
         "ENSG00000165821",
         "ENSG00000165832",
         "ENSG00000165905",
         "ENSG00000165923",
-        "ENSG00000165934",
         "ENSG00000165943",
         "ENSG00000165949",
         "ENSG00000165972",
         "ENSG00000166004",
-        "ENSG00000166073",
         "ENSG00000166091",
         "ENSG00000166133",
         "ENSG00000166147",
@@ -2298,8 +2294,8 @@
         "ENSG00000166343",
         "ENSG00000166347",
         "ENSG00000166352",
+        "ENSG00000166391",
         "ENSG00000166415",
-        "ENSG00000166428",
         "ENSG00000166450",
         "ENSG00000166451",
         "ENSG00000166452",
@@ -2308,14 +2304,12 @@
         "ENSG00000166501",
         "ENSG00000166508",
         "ENSG00000166510",
-        "ENSG00000166527",
         "ENSG00000166562",
         "ENSG00000166573",
         "ENSG00000166579",
         "ENSG00000166582",
         "ENSG00000166598",
         "ENSG00000166670",
-        "ENSG00000166682",
         "ENSG00000166685",
         "ENSG00000166704",
         "ENSG00000166707",
@@ -2324,7 +2318,6 @@
         "ENSG00000166770",
         "ENSG00000166783",
         "ENSG00000166788",
-        "ENSG00000166801",
         "ENSG00000166803",
         "ENSG00000166816",
         "ENSG00000166819",
@@ -2341,6 +2334,7 @@
         "ENSG00000166963",
         "ENSG00000166971",
         "ENSG00000166974",
+        "ENSG00000166979",
         "ENSG00000166997",
         "ENSG00000167077",
         "ENSG00000167083",
@@ -2383,7 +2377,6 @@
         "ENSG00000168003",
         "ENSG00000168004",
         "ENSG00000168070",
-        "ENSG00000168078",
         "ENSG00000168079",
         "ENSG00000168081",
         "ENSG00000168209",
@@ -2420,7 +2413,6 @@
         "ENSG00000168754",
         "ENSG00000168772",
         "ENSG00000168778",
-        "ENSG00000168806",
         "ENSG00000168811",
         "ENSG00000168826",
         "ENSG00000168876",
@@ -2429,6 +2421,7 @@
         "ENSG00000168952",
         "ENSG00000168995",
         "ENSG00000169018",
+        "ENSG00000169026",
         "ENSG00000169083",
         "ENSG00000169087",
         "ENSG00000169126",
@@ -2447,9 +2440,7 @@
         "ENSG00000169299",
         "ENSG00000169313",
         "ENSG00000169372",
-        "ENSG00000169403",
         "ENSG00000169429",
-        "ENSG00000169442",
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