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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| luminal epithelial cell of mammary gland | 1539 | 0.99 | 0.95 | 1.00 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |\n| fibroblast of breast | 521 | 0.99 | 0.96 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |\n| CD8-positive, alpha-beta T cell | 268 | 0.91 | 0.91 | 0.90 | 0.83 | 0.00 | 0.88 | 0.91 | 0.92 | 0.93 |\n| basal cell | 186 | 0.96 | 0.91 | 0.98 | 0.97 | 0.00 | 0.94 | 0.97 | 0.95 | 0.98 |\n| progenitor cell of mammary luminal epithelium | 160 | 0.98 | 0.38 | 0.98 | 0.99 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| endothelial cell | 168 | 0.97 | 0.97 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.97 | 0.99 |\n| macrophage | 71 | 0.97 | 0.93 | 0.99 | 0.99 | 0.00 | 0.99 | 0.98 | 0.97 | 0.99 |\n| CD4-positive, alpha-beta T cell | 78 | 0.69 | 0.67 | 0.64 | 0.25 | 0.00 | 0.63 | 0.74 | 0.80 | 0.76 |\n| vascular associated smooth muscle cell | 53 | 0.94 | 0.94 | 0.96 | 0.93 | 0.00 | 0.92 | 0.93 | 0.90 | 0.95 |\n| plasma cell | 25 | 1.00 | 0.94 | 0.96 | 0.94 | 0.00 | 0.72 | 0.98 | 0.96 | 1.00 |\n| T cell | 19 | 0.49 | 0.29 | 0.38 | 0.00 | 0.00 | 0.45 | 0.49 | 0.56 | 0.49 |\n| mast cell | 3 | 0.57 | 0.50 | 1.00 | 0.80 | 0.00 | 0.67 | 0.86 | 1.00 | 0.86 |\n| B cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| mature NK T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| natural killer cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| regulatory T cell | 1 | 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| luminal epithelial cell of mammary gland | 13893 | 0.99 | 0.93 | 1.00 | 1.00 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |\n| fibroblast of breast | 4749 | 0.99 | 0.94 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 2385 | 0.90 | 0.89 | 0.94 | 0.87 | 0.00 | 0.92 | 0.92 | 0.94 | 0.96 |\n| basal cell | 1633 | 0.96 | 0.83 | 0.98 | 0.97 | 0.00 | 0.93 | 0.97 | 0.96 | 0.98 |\n| progenitor cell of mammary luminal epithelium | 1534 | 0.99 | 0.00 | 0.99 | 0.99 | 0.00 | 0.98 | 0.97 | 0.98 | 1.00 |\n| endothelial cell | 1366 | 0.97 | 0.96 | 0.98 | 0.99 | 0.00 | 0.97 | 0.98 | 0.97 | 0.99 |\n| macrophage | 614 | 0.96 | 0.95 | 0.99 | 0.97 | 0.00 | 0.98 | 0.98 | 0.97 | 0.99 |\n| CD4-positive, alpha-beta T cell | 603 | 0.66 | 0.60 | 0.77 | 0.43 | 0.00 | 0.78 | 0.81 | 0.86 | 0.88 |\n| vascular associated smooth muscle cell | 513 | 0.95 | 0.93 | 0.97 | 0.95 | 0.00 | 0.94 | 0.96 | 0.94 | 0.97 |\n| plasma cell | 268 | 0.98 | 0.85 | 0.98 | 0.91 | 0.00 | 0.73 | 0.99 | 0.97 | 0.99 |\n| T cell | 204 | 0.61 | 0.17 | 0.67 | 0.42 | 0.00 | 0.64 | 0.82 | 0.83 | 0.86 |\n| mast cell | 34 | 0.55 | 0.00 | 0.89 | 0.81 | 0.00 | 0.77 | 0.99 | 0.93 | 0.99 |\n| B cell | 14 | 0.00 | 0.53 | 1.00 | 0.30 | 0.00 | 0.88 | 1.00 | 0.97 | 1.00 |\n| mature NK T cell | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.73 | 1.00 | 1.00 | 0.76 |\n| basophil | 12 | 0.00 | 0.15 | 0.40 | 0.35 | 0.00 | 0.65 | 1.00 | 0.89 | 0.91 |\n| natural killer cell | 6 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.57 | 0.86 | 1.00 | 0.50 |\n| regulatory T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| luminal epithelial cell of mammary gland | 1535 | 0.99 | 0.95 | 1.00 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 1.00 |\n| fibroblast of breast | 530 | 0.98 | 0.97 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 262 | 0.89 | 0.90 | 0.90 | 0.85 | 0.00 | 0.85 | 0.89 | 0.90 | 0.92 |\n| basal cell | 204 | 0.98 | 0.94 | 0.98 | 0.96 | 0.00 | 0.92 | 0.99 | 0.97 | 0.99 |\n| progenitor cell of mammary luminal epithelium | 173 | 0.99 | 0.34 | 1.00 | 0.99 | 0.00 | 0.96 | 0.99 | 0.98 | 1.00 |\n| endothelial cell | 151 | 0.97 | 0.97 | 0.98 | 0.97 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| macrophage | 72 | 0.95 | 0.96 | 0.97 | 0.97 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |\n| CD4-positive, alpha-beta T cell | 68 | 0.72 | 0.65 | 0.69 | 0.27 | 0.00 | 0.64 | 0.69 | 0.76 | 0.77 |\n| vascular associated smooth muscle cell | 47 | 0.94 | 0.96 | 0.97 | 0.95 | 0.00 | 0.91 | 0.92 | 0.91 | 0.97 |\n| plasma cell | 28 | 1.00 | 0.96 | 0.96 | 0.91 | 0.00 | 0.70 | 0.98 | 1.00 | 1.00 |\n| T cell | 20 | 0.50 | 0.19 | 0.37 | 0.29 | 0.00 | 0.51 | 0.55 | 0.51 | 0.56 |\n| mast cell | 2 | 0.40 | 0.00 | 1.00 | 0.00 | 0.00 | 0.33 | 0.80 | 0.80 | 0.80 |\n| B cell | 1 | 0.00 | 1.00 | 1.00 | 0.67 | 0.00 | 1.00 | 1.00 | 0.00 | 1.00 |\n| mature NK T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 |\n| basophil | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| natural killer cell | 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 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| luminal epithelial cell of mammary gland | 13897 | 0.99 | 0.94 | 1.00 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 1.00 |\n| fibroblast of breast | 4740 | 0.97 | 0.96 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| CD8-positive, alpha-beta T cell | 2391 | 0.90 | 0.90 | 0.94 | 0.87 | 0.00 | 0.90 | 0.92 | 0.94 | 0.96 |\n| basal cell | 1615 | 0.94 | 0.90 | 0.98 | 0.97 | 0.00 | 0.92 | 0.97 | 0.96 | 0.98 |\n| progenitor cell of mammary luminal epithelium | 1521 | 0.99 | 0.04 | 0.99 | 0.99 | 0.00 | 0.94 | 0.98 | 0.98 | 0.99 |\n| endothelial cell | 1383 | 0.97 | 0.97 | 0.98 | 0.98 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |\n| macrophage | 613 | 0.96 | 0.95 | 0.98 | 0.97 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| CD4-positive, alpha-beta T cell | 613 | 0.68 | 0.64 | 0.81 | 0.44 | 0.00 | 0.76 | 0.83 | 0.87 | 0.89 |\n| vascular associated smooth muscle cell | 519 | 0.94 | 0.93 | 0.97 | 0.94 | 0.00 | 0.94 | 0.96 | 0.94 | 0.97 |\n| plasma cell | 265 | 0.98 | 0.88 | 0.98 | 0.89 | 0.00 | 0.69 | 0.99 | 0.98 | 0.99 |\n| T cell | 203 | 0.56 | 0.19 | 0.66 | 0.31 | 0.00 | 0.64 | 0.80 | 0.81 | 0.85 |\n| mast cell | 35 | 0.55 | 0.09 | 0.87 | 0.68 | 0.00 | 0.93 | 1.00 | 0.97 | 0.99 |\n| B cell | 14 | 0.00 | 0.73 | 1.00 | 0.48 | 0.00 | 0.93 | 1.00 | 1.00 | 1.00 |\n| mature NK T cell | 13 | 0.00 | 0.00 | 0.27 | 0.00 | 0.00 | 0.51 | 1.00 | 1.00 | 0.70 |\n| basophil | 12 | 0.00 | 0.11 | 0.29 | 0.22 | 0.00 | 0.63 | 0.96 | 0.92 | 0.96 |\n| natural killer cell | 6 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.56 | 0.86 | 1.00 | 0.29 |\n| regulatory T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 1.00 | 0.00 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000006744",
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+        "ENSG00000111667",
         "ENSG00000111669",
         "ENSG00000111671",
         "ENSG00000111674",
@@ -833,6 +844,7 @@
         "ENSG00000112029",
         "ENSG00000112039",
         "ENSG00000112081",
+        "ENSG00000112167",
         "ENSG00000112208",
         "ENSG00000112210",
         "ENSG00000112290",
@@ -864,17 +876,16 @@
         "ENSG00000113108",
         "ENSG00000113140",
         "ENSG00000113194",
-        "ENSG00000113240",
         "ENSG00000113272",
         "ENSG00000113273",
         "ENSG00000113356",
         "ENSG00000113369",
+        "ENSG00000113456",
         "ENSG00000113522",
         "ENSG00000113532",
         "ENSG00000113552",
         "ENSG00000113555",
         "ENSG00000113583",
-        "ENSG00000113593",
         "ENSG00000113594",
         "ENSG00000113638",
         "ENSG00000113649",
@@ -884,14 +895,15 @@
         "ENSG00000113812",
         "ENSG00000113845",
         "ENSG00000113924",
-        "ENSG00000113966",
         "ENSG00000114019",
         "ENSG00000114026",
         "ENSG00000114054",
         "ENSG00000114062",
+        "ENSG00000114120",
         "ENSG00000114127",
         "ENSG00000114251",
         "ENSG00000114439",
+        "ENSG00000114446",
         "ENSG00000114544",
         "ENSG00000114554",
         "ENSG00000114573",
@@ -941,6 +953,7 @@
         "ENSG00000115998",
         "ENSG00000116039",
         "ENSG00000116106",
+        "ENSG00000116120",
         "ENSG00000116132",
         "ENSG00000116133",
         "ENSG00000116141",
@@ -959,7 +972,6 @@
         "ENSG00000116649",
         "ENSG00000116663",
         "ENSG00000116678",
-        "ENSG00000116685",
         "ENSG00000116690",
         "ENSG00000116691",
         "ENSG00000116698",
@@ -976,6 +988,7 @@
         "ENSG00000117010",
         "ENSG00000117016",
         "ENSG00000117036",
+        "ENSG00000117139",
         "ENSG00000117143",
         "ENSG00000117155",
         "ENSG00000117226",
@@ -985,7 +998,7 @@
         "ENSG00000117318",
         "ENSG00000117385",
         "ENSG00000117394",
-        "ENSG00000117408",
+        "ENSG00000117399",
         "ENSG00000117472",
         "ENSG00000117477",
         "ENSG00000117479",
@@ -998,12 +1011,10 @@
         "ENSG00000117676",
         "ENSG00000117707",
         "ENSG00000117791",
-        "ENSG00000118004",
         "ENSG00000118096",
         "ENSG00000118162",
         "ENSG00000118197",
         "ENSG00000118200",
-        "ENSG00000118307",
         "ENSG00000118308",
         "ENSG00000118369",
         "ENSG00000118402",
@@ -1028,6 +1039,8 @@
         "ENSG00000119203",
         "ENSG00000119280",
         "ENSG00000119326",
+        "ENSG00000119333",
+        "ENSG00000119392",
         "ENSG00000119397",
         "ENSG00000119401",
         "ENSG00000119408",
@@ -1040,9 +1053,9 @@
         "ENSG00000119599",
         "ENSG00000119681",
         "ENSG00000119684",
+        "ENSG00000119686",
         "ENSG00000119711",
         "ENSG00000119720",
-        "ENSG00000119729",
         "ENSG00000119772",
         "ENSG00000119782",
         "ENSG00000119865",
@@ -1056,6 +1069,7 @@
         "ENSG00000119986",
         "ENSG00000120049",
         "ENSG00000120093",
+        "ENSG00000120129",
         "ENSG00000120156",
         "ENSG00000120158",
         "ENSG00000120162",
@@ -1096,7 +1110,8 @@
         "ENSG00000121578",
         "ENSG00000121775",
         "ENSG00000121797",
-        "ENSG00000121858",
+        "ENSG00000121864",
+        "ENSG00000121895",
         "ENSG00000121898",
         "ENSG00000121903",
         "ENSG00000121940",
@@ -1125,10 +1140,13 @@
         "ENSG00000123096",
         "ENSG00000123119",
         "ENSG00000123191",
+        "ENSG00000123219",
+        "ENSG00000123329",
         "ENSG00000123342",
         "ENSG00000123358",
         "ENSG00000123415",
         "ENSG00000123427",
+        "ENSG00000123570",
         "ENSG00000123572",
         "ENSG00000123607",
         "ENSG00000123610",
@@ -1177,6 +1195,7 @@
         "ENSG00000125245",
         "ENSG00000125378",
         "ENSG00000125398",
+        "ENSG00000125409",
         "ENSG00000125430",
         "ENSG00000125434",
         "ENSG00000125447",
@@ -1199,7 +1218,6 @@
         "ENSG00000125910",
         "ENSG00000125999",
         "ENSG00000126003",
-        "ENSG00000126016",
         "ENSG00000126088",
         "ENSG00000126091",
         "ENSG00000126106",
@@ -1217,7 +1235,6 @@
         "ENSG00000126903",
         "ENSG00000126945",
         "ENSG00000126947",
-        "ENSG00000126953",
         "ENSG00000127081",
         "ENSG00000127083",
         "ENSG00000127129",
@@ -1227,7 +1244,6 @@
         "ENSG00000127364",
         "ENSG00000127399",
         "ENSG00000127415",
-        "ENSG00000127423",
         "ENSG00000127445",
         "ENSG00000127526",
         "ENSG00000127533",
@@ -1236,22 +1252,20 @@
         "ENSG00000127585",
         "ENSG00000127586",
         "ENSG00000127743",
-        "ENSG00000127884",
         "ENSG00000127903",
         "ENSG00000127920",
+        "ENSG00000128016",
         "ENSG00000128039",
         "ENSG00000128050",
         "ENSG00000128059",
         "ENSG00000128203",
         "ENSG00000128266",
-        "ENSG00000128394",
         "ENSG00000128422",
         "ENSG00000128513",
         "ENSG00000128567",
         "ENSG00000128573",
         "ENSG00000128581",
         "ENSG00000128590",
-        "ENSG00000128591",
         "ENSG00000128594",
         "ENSG00000128595",
         "ENSG00000128596",
@@ -1262,27 +1276,28 @@
         "ENSG00000128791",
         "ENSG00000128881",
         "ENSG00000128917",
-        "ENSG00000128944",
         "ENSG00000128965",
         "ENSG00000129009",
         "ENSG00000129028",
         "ENSG00000129103",
+        "ENSG00000129128",
         "ENSG00000129158",
         "ENSG00000129194",
-        "ENSG00000129204",
         "ENSG00000129255",
         "ENSG00000129315",
+        "ENSG00000129317",
         "ENSG00000129355",
         "ENSG00000129450",
         "ENSG00000129465",
         "ENSG00000129467",
         "ENSG00000129474",
         "ENSG00000129484",
+        "ENSG00000129515",
         "ENSG00000129521",
         "ENSG00000129534",
         "ENSG00000129680",
         "ENSG00000129691",
-        "ENSG00000129749",
+        "ENSG00000129932",
         "ENSG00000129988",
         "ENSG00000129993",
         "ENSG00000130021",
@@ -1291,7 +1306,6 @@
         "ENSG00000130035",
         "ENSG00000130038",
         "ENSG00000130066",
-        "ENSG00000130150",
         "ENSG00000130177",
         "ENSG00000130193",
         "ENSG00000130227",
@@ -1301,7 +1315,6 @@
         "ENSG00000130309",
         "ENSG00000130347",
         "ENSG00000130349",
-        "ENSG00000130477",
         "ENSG00000130487",
         "ENSG00000130508",
         "ENSG00000130513",
@@ -1328,15 +1341,18 @@
         "ENSG00000131043",
         "ENSG00000131069",
         "ENSG00000131080",
+        "ENSG00000131115",
         "ENSG00000131153",
         "ENSG00000131171",
         "ENSG00000131242",
         "ENSG00000131351",
+        "ENSG00000131373",
         "ENSG00000131375",
         "ENSG00000131381",
         "ENSG00000131386",
         "ENSG00000131389",
         "ENSG00000131437",
+        "ENSG00000131462",
         "ENSG00000131470",
         "ENSG00000131591",
         "ENSG00000131634",
@@ -1359,14 +1375,12 @@
         "ENSG00000132305",
         "ENSG00000132321",
         "ENSG00000132329",
-        "ENSG00000132330",
         "ENSG00000132357",
         "ENSG00000132359",
         "ENSG00000132376",
         "ENSG00000132386",
         "ENSG00000132423",
         "ENSG00000132424",
-        "ENSG00000132436",
         "ENSG00000132470",
         "ENSG00000132475",
         "ENSG00000132478",
@@ -1375,8 +1389,8 @@
         "ENSG00000132541",
         "ENSG00000132554",
         "ENSG00000132561",
-        "ENSG00000132591",
         "ENSG00000132604",
+        "ENSG00000132635",
         "ENSG00000132646",
         "ENSG00000132664",
         "ENSG00000132718",
@@ -1386,6 +1400,7 @@
         "ENSG00000132768",
         "ENSG00000132773",
         "ENSG00000132793",
+        "ENSG00000132823",
         "ENSG00000132846",
         "ENSG00000132970",
         "ENSG00000133026",
@@ -1423,8 +1438,11 @@
         "ENSG00000134333",
         "ENSG00000134343",
         "ENSG00000134363",
+        "ENSG00000134376",
         "ENSG00000134440",
         "ENSG00000134460",
+        "ENSG00000134470",
+        "ENSG00000134516",
         "ENSG00000134531",
         "ENSG00000134533",
         "ENSG00000134575",
@@ -1438,6 +1456,7 @@
         "ENSG00000134824",
         "ENSG00000134851",
         "ENSG00000134853",
+        "ENSG00000134871",
         "ENSG00000134874",
         "ENSG00000134897",
         "ENSG00000134901",
@@ -1450,14 +1469,11 @@
         "ENSG00000135124",
         "ENSG00000135148",
         "ENSG00000135164",
-        "ENSG00000135211",
         "ENSG00000135245",
         "ENSG00000135249",
         "ENSG00000135253",
-        "ENSG00000135272",
         "ENSG00000135318",
         "ENSG00000135324",
-        "ENSG00000135336",
         "ENSG00000135338",
         "ENSG00000135362",
         "ENSG00000135404",
@@ -1468,6 +1484,7 @@
         "ENSG00000135473",
         "ENSG00000135480",
         "ENSG00000135482",
+        "ENSG00000135535",
         "ENSG00000135587",
         "ENSG00000135631",
         "ENSG00000135632",
@@ -1488,13 +1505,13 @@
         "ENSG00000136014",
         "ENSG00000136044",
         "ENSG00000136045",
-        "ENSG00000136059",
         "ENSG00000136098",
         "ENSG00000136104",
         "ENSG00000136108",
-        "ENSG00000136122",
         "ENSG00000136143",
         "ENSG00000136144",
+        "ENSG00000136158",
+        "ENSG00000136159",
         "ENSG00000136160",
         "ENSG00000136161",
         "ENSG00000136193",
@@ -1502,12 +1519,11 @@
         "ENSG00000136244",
         "ENSG00000136247",
         "ENSG00000136319",
+        "ENSG00000136367",
         "ENSG00000136378",
-        "ENSG00000136383",
         "ENSG00000136404",
         "ENSG00000136425",
         "ENSG00000136450",
-        "ENSG00000136457",
         "ENSG00000136463",
         "ENSG00000136514",
         "ENSG00000136630",
@@ -1516,6 +1532,7 @@
         "ENSG00000136699",
         "ENSG00000136717",
         "ENSG00000136783",
+        "ENSG00000136807",
         "ENSG00000136811",
         "ENSG00000136826",
         "ENSG00000136840",
@@ -1531,12 +1548,12 @@
         "ENSG00000136960",
         "ENSG00000136982",
         "ENSG00000136997",
-        "ENSG00000136999",
         "ENSG00000137033",
         "ENSG00000137040",
         "ENSG00000137054",
         "ENSG00000137055",
         "ENSG00000137077",
+        "ENSG00000137078",
         "ENSG00000137124",
         "ENSG00000137135",
         "ENSG00000137154",
@@ -1544,6 +1561,7 @@
         "ENSG00000137185",
         "ENSG00000137198",
         "ENSG00000137200",
+        "ENSG00000137265",
         "ENSG00000137310",
         "ENSG00000137337",
         "ENSG00000137338",
@@ -1560,7 +1578,6 @@
         "ENSG00000137507",
         "ENSG00000137509",
         "ENSG00000137513",
-        "ENSG00000137558",
         "ENSG00000137563",
         "ENSG00000137575",
         "ENSG00000137628",
@@ -1576,6 +1593,7 @@
         "ENSG00000137809",
         "ENSG00000137819",
         "ENSG00000137822",
+        "ENSG00000137824",
         "ENSG00000137831",
         "ENSG00000137841",
         "ENSG00000137843",
@@ -1593,6 +1611,7 @@
         "ENSG00000138061",
         "ENSG00000138069",
         "ENSG00000138073",
+        "ENSG00000138074",
         "ENSG00000138078",
         "ENSG00000138079",
         "ENSG00000138080",
@@ -1609,7 +1628,6 @@
         "ENSG00000138375",
         "ENSG00000138380",
         "ENSG00000138381",
-        "ENSG00000138386",
         "ENSG00000138400",
         "ENSG00000138413",
         "ENSG00000138442",
@@ -1624,9 +1642,11 @@
         "ENSG00000138642",
         "ENSG00000138650",
         "ENSG00000138658",
+        "ENSG00000138663",
         "ENSG00000138722",
         "ENSG00000138735",
         "ENSG00000138741",
+        "ENSG00000138759",
         "ENSG00000138768",
         "ENSG00000138772",
         "ENSG00000138778",
@@ -1639,7 +1659,6 @@
         "ENSG00000139116",
         "ENSG00000139117",
         "ENSG00000139133",
-        "ENSG00000139154",
         "ENSG00000139168",
         "ENSG00000139187",
         "ENSG00000139190",
@@ -1690,6 +1709,7 @@
         "ENSG00000140395",
         "ENSG00000140398",
         "ENSG00000140403",
+        "ENSG00000140463",
         "ENSG00000140465",
         "ENSG00000140471",
         "ENSG00000140511",
@@ -1697,6 +1717,7 @@
         "ENSG00000140527",
         "ENSG00000140694",
         "ENSG00000140740",
+        "ENSG00000140743",
         "ENSG00000140829",
         "ENSG00000140832",
         "ENSG00000140836",
@@ -1723,6 +1744,7 @@
         "ENSG00000141540",
         "ENSG00000141642",
         "ENSG00000141696",
+        "ENSG00000141738",
         "ENSG00000141744",
         "ENSG00000141753",
         "ENSG00000141837",
@@ -1733,9 +1755,9 @@
         "ENSG00000142089",
         "ENSG00000142102",
         "ENSG00000142156",
-        "ENSG00000142185",
         "ENSG00000142330",
         "ENSG00000142347",
+        "ENSG00000142449",
         "ENSG00000142528",
         "ENSG00000142541",
         "ENSG00000142552",
@@ -1766,7 +1788,6 @@
         "ENSG00000143199",
         "ENSG00000143258",
         "ENSG00000143303",
-        "ENSG00000143315",
         "ENSG00000143322",
         "ENSG00000143333",
         "ENSG00000143341",
@@ -1777,7 +1798,6 @@
         "ENSG00000143369",
         "ENSG00000143374",
         "ENSG00000143387",
-        "ENSG00000143393",
         "ENSG00000143409",
         "ENSG00000143412",
         "ENSG00000143416",
@@ -1791,7 +1811,8 @@
         "ENSG00000143590",
         "ENSG00000143603",
         "ENSG00000143633",
-        "ENSG00000143742",
+        "ENSG00000143653",
+        "ENSG00000143727",
         "ENSG00000143786",
         "ENSG00000143842",
         "ENSG00000143845",
@@ -1804,7 +1825,6 @@
         "ENSG00000144233",
         "ENSG00000144290",
         "ENSG00000144362",
-        "ENSG00000144401",
         "ENSG00000144504",
         "ENSG00000144524",
         "ENSG00000144554",
@@ -1825,11 +1845,11 @@
         "ENSG00000145014",
         "ENSG00000145041",
         "ENSG00000145103",
-        "ENSG00000145113",
         "ENSG00000145246",
         "ENSG00000145283",
         "ENSG00000145284",
         "ENSG00000145331",
+        "ENSG00000145332",
         "ENSG00000145335",
         "ENSG00000145354",
         "ENSG00000145362",
@@ -1838,7 +1858,7 @@
         "ENSG00000145476",
         "ENSG00000145604",
         "ENSG00000145649",
-        "ENSG00000145700",
+        "ENSG00000145723",
         "ENSG00000145777",
         "ENSG00000145780",
         "ENSG00000145817",
@@ -1859,7 +1879,6 @@
         "ENSG00000146242",
         "ENSG00000146282",
         "ENSG00000146285",
-        "ENSG00000146409",
         "ENSG00000146414",
         "ENSG00000146463",
         "ENSG00000146476",
@@ -1888,14 +1907,12 @@
         "ENSG00000147202",
         "ENSG00000147257",
         "ENSG00000147416",
-        "ENSG00000147443",
         "ENSG00000147454",
         "ENSG00000147526",
         "ENSG00000147535",
         "ENSG00000147536",
         "ENSG00000147576",
         "ENSG00000147604",
-        "ENSG00000147606",
         "ENSG00000147724",
         "ENSG00000147852",
         "ENSG00000147872",
@@ -1976,9 +1993,11 @@
         "ENSG00000151470",
         "ENSG00000151474",
         "ENSG00000151498",
+        "ENSG00000151553",
         "ENSG00000151611",
         "ENSG00000151617",
         "ENSG00000151715",
+        "ENSG00000151725",
         "ENSG00000151726",
         "ENSG00000151773",
         "ENSG00000151778",
@@ -1988,7 +2007,6 @@
         "ENSG00000152076",
         "ENSG00000152223",
         "ENSG00000152234",
-        "ENSG00000152359",
         "ENSG00000152380",
         "ENSG00000152422",
         "ENSG00000152433",
@@ -2006,7 +2024,6 @@
         "ENSG00000152683",
         "ENSG00000152763",
         "ENSG00000152779",
-        "ENSG00000152782",
         "ENSG00000152804",
         "ENSG00000152904",
         "ENSG00000152926",
@@ -2029,13 +2046,14 @@
         "ENSG00000153767",
         "ENSG00000153823",
         "ENSG00000153885",
+        "ENSG00000153898",
         "ENSG00000153975",
         "ENSG00000153982",
         "ENSG00000154016",
         "ENSG00000154102",
         "ENSG00000154133",
         "ENSG00000154134",
-        "ENSG00000154175",
+        "ENSG00000154237",
         "ENSG00000154258",
         "ENSG00000154262",
         "ENSG00000154263",
@@ -2049,9 +2067,9 @@
         "ENSG00000154734",
         "ENSG00000154736",
         "ENSG00000154743",
-        "ENSG00000154760",
         "ENSG00000154783",
         "ENSG00000154813",
+        "ENSG00000154832",
         "ENSG00000154917",
         "ENSG00000154957",
         "ENSG00000155011",
@@ -2112,11 +2130,11 @@
         "ENSG00000156973",
         "ENSG00000156990",
         "ENSG00000157017",
-        "ENSG00000157036",
         "ENSG00000157150",
         "ENSG00000157214",
         "ENSG00000157227",
         "ENSG00000157240",
+        "ENSG00000157303",
         "ENSG00000157353",
         "ENSG00000157404",
         "ENSG00000157429",
@@ -2127,7 +2145,6 @@
         "ENSG00000157570",
         "ENSG00000157578",
         "ENSG00000157613",
-        "ENSG00000157637",
         "ENSG00000157734",
         "ENSG00000157870",
         "ENSG00000157881",
@@ -2170,21 +2187,21 @@
         "ENSG00000159882",
         "ENSG00000159885",
         "ENSG00000159899",
-        "ENSG00000159921",
         "ENSG00000160013",
+        "ENSG00000160055",
         "ENSG00000160062",
         "ENSG00000160094",
-        "ENSG00000160097",
         "ENSG00000160111",
         "ENSG00000160113",
         "ENSG00000160131",
-        "ENSG00000160180",
+        "ENSG00000160179",
         "ENSG00000160183",
         "ENSG00000160188",
         "ENSG00000160207",
         "ENSG00000160219",
         "ENSG00000160255",
         "ENSG00000160285",
+        "ENSG00000160299",
         "ENSG00000160325",
         "ENSG00000160352",
         "ENSG00000160392",
@@ -2194,10 +2211,12 @@
         "ENSG00000160408",
         "ENSG00000160410",
         "ENSG00000160606",
+        "ENSG00000160688",
         "ENSG00000160753",
+        "ENSG00000160785",
         "ENSG00000160791",
-        "ENSG00000160796",
         "ENSG00000160862",
+        "ENSG00000160867",
         "ENSG00000160957",
         "ENSG00000160959",
         "ENSG00000160963",
@@ -2228,6 +2247,8 @@
         "ENSG00000161996",
         "ENSG00000162063",
         "ENSG00000162065",
+        "ENSG00000162139",
+        "ENSG00000162144",
         "ENSG00000162174",
         "ENSG00000162194",
         "ENSG00000162227",
@@ -2271,7 +2292,6 @@
         "ENSG00000162944",
         "ENSG00000162976",
         "ENSG00000162980",
-        "ENSG00000162981",
         "ENSG00000163006",
         "ENSG00000163026",
         "ENSG00000163029",
@@ -2279,6 +2299,7 @@
         "ENSG00000163069",
         "ENSG00000163072",
         "ENSG00000163093",
+        "ENSG00000163138",
         "ENSG00000163155",
         "ENSG00000163161",
         "ENSG00000163214",
@@ -2298,7 +2319,6 @@
         "ENSG00000163482",
         "ENSG00000163492",
         "ENSG00000163510",
-        "ENSG00000163512",
         "ENSG00000163513",
         "ENSG00000163517",
         "ENSG00000163520",
@@ -2319,8 +2339,11 @@
         "ENSG00000163686",
         "ENSG00000163703",
         "ENSG00000163704",
+        "ENSG00000163728",
         "ENSG00000163734",
         "ENSG00000163739",
+        "ENSG00000163749",
+        "ENSG00000163755",
         "ENSG00000163794",
         "ENSG00000163795",
         "ENSG00000163808",
@@ -2351,7 +2374,6 @@
         "ENSG00000164118",
         "ENSG00000164125",
         "ENSG00000164136",
-        "ENSG00000164168",
         "ENSG00000164187",
         "ENSG00000164211",
         "ENSG00000164220",
@@ -2394,10 +2416,13 @@
         "ENSG00000164889",
         "ENSG00000164896",
         "ENSG00000164920",
+        "ENSG00000164932",
         "ENSG00000164933",
+        "ENSG00000164941",
         "ENSG00000164949",
         "ENSG00000164951",
         "ENSG00000165023",
+        "ENSG00000165025",
         "ENSG00000165028",
         "ENSG00000165029",
         "ENSG00000165084",
@@ -2424,7 +2449,6 @@
         "ENSG00000165533",
         "ENSG00000165572",
         "ENSG00000165633",
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