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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| kidney epithelial cell | 927 | 1.00 | 0.99 | 1.00 | 0.99 | 0.00 | 0.98 | 1.00 | 0.99 | 1.00 |\n| CD8-positive, alpha-beta T cell | 50 | 0.85 | 0.88 | 0.92 | 0.49 | 0.00 | 0.88 | 0.88 | 0.92 | 0.94 |\n| B cell | 46 | 0.97 | 0.84 | 0.95 | 0.65 | 0.00 | 0.94 | 0.94 | 0.96 | 0.94 |\n| macrophage | 39 | 0.80 | 0.73 | 0.85 | 0.64 | 0.00 | 0.75 | 0.77 | 0.77 | 0.79 |\n| CD4-positive, alpha-beta T cell | 25 | 0.80 | 0.89 | 0.85 | 0.26 | 0.00 | 0.85 | 0.78 | 0.83 | 0.91 |\n| natural killer cell | 23 | 0.93 | 0.94 | 0.96 | 0.41 | 0.00 | 0.94 | 0.96 | 0.98 | 0.96 |\n| endothelial cell | 14 | 0.90 | 0.67 | 0.96 | 0.62 | 0.00 | 0.56 | 0.86 | 0.83 | 0.92 |\n| monocyte | 7 | 0.00 | 0.00 | 0.55 | 0.15 | 0.00 | 0.62 | 0.62 | 0.36 | 0.25 |\n| non-classical monocyte | 2 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.57 | 0.50 | 0.00 | 0.00 |\n| neutrophil | 2 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 1.00 | 0.67 | 1.00 | 1.00 |\n| T cell | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasma cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 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| kidney epithelial cell | 8351 | 1.00 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| CD8-positive, alpha-beta T cell | 487 | 0.85 | 0.80 | 0.90 | 0.67 | 0.00 | 0.94 | 1.00 | 1.00 | 0.97 |\n| B cell | 448 | 0.98 | 0.78 | 0.99 | 0.78 | 0.00 | 0.97 | 1.00 | 1.00 | 0.99 |\n| macrophage | 300 | 0.81 | 0.55 | 0.87 | 0.75 | 0.00 | 0.87 | 0.98 | 0.96 | 0.95 |\n| CD4-positive, alpha-beta T cell | 274 | 0.82 | 0.79 | 0.88 | 0.53 | 0.00 | 0.93 | 1.00 | 1.00 | 0.95 |\n| natural killer cell | 178 | 0.92 | 0.92 | 0.94 | 0.56 | 0.00 | 0.96 | 1.00 | 1.00 | 0.98 |\n| endothelial cell | 87 | 0.92 | 0.00 | 0.97 | 0.68 | 0.00 | 0.49 | 0.91 | 0.91 | 0.98 |\n| monocyte | 47 | 0.00 | 0.00 | 0.52 | 0.43 | 0.00 | 0.93 | 1.00 | 1.00 | 0.88 |\n| non-classical monocyte | 25 | 0.00 | 0.00 | 0.78 | 0.32 | 0.00 | 0.85 | 1.00 | 1.00 | 0.89 |\n| neutrophil | 20 | 1.00 | 0.00 | 0.95 | 0.10 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| T cell | 14 | 0.00 | 0.00 | 0.25 | 0.00 | 0.00 | 0.74 | 1.00 | 1.00 | 0.92 |\n| plasma cell | 5 | 0.00 | 0.00 | 0.75 | 0.00 | 0.00 | 0.91 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.67 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| kidney epithelial cell | 918 | 1.00 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| CD8-positive, alpha-beta T cell | 55 | 0.79 | 0.85 | 0.91 | 0.57 | 0.00 | 0.86 | 0.92 | 0.91 | 0.94 |\n| B cell | 49 | 0.97 | 0.89 | 0.94 | 0.86 | 0.00 | 0.97 | 0.94 | 0.95 | 0.95 |\n| macrophage | 38 | 0.85 | 0.82 | 0.79 | 0.80 | 0.00 | 0.80 | 0.78 | 0.79 | 0.82 |\n| CD4-positive, alpha-beta T cell | 30 | 0.60 | 0.89 | 0.81 | 0.51 | 0.00 | 0.79 | 0.87 | 0.85 | 0.88 |\n| natural killer cell | 25 | 0.84 | 0.92 | 0.94 | 0.45 | 0.00 | 0.94 | 0.94 | 0.96 | 0.94 |\n| endothelial cell | 12 | 0.89 | 0.59 | 0.96 | 0.67 | 0.00 | 0.56 | 0.73 | 0.69 | 0.92 |\n| monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.36 | 0.57 | 0.00 | 0.00 |\n| non-classical monocyte | 2 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.40 | 0.50 | 0.00 |\n| neutrophil | 2 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.80 | 0.67 | 1.00 | 1.00 |\n| T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasma cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 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| kidney epithelial cell | 8360 | 0.99 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| CD8-positive, alpha-beta T cell | 482 | 0.82 | 0.80 | 0.90 | 0.72 | 0.00 | 0.93 | 1.00 | 1.00 | 0.97 |\n| B cell | 445 | 0.98 | 0.82 | 0.99 | 0.91 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| macrophage | 301 | 0.79 | 0.60 | 0.87 | 0.77 | 0.00 | 0.89 | 0.99 | 0.95 | 0.94 |\n| CD4-positive, alpha-beta T cell | 269 | 0.73 | 0.81 | 0.86 | 0.65 | 0.00 | 0.92 | 1.00 | 1.00 | 0.95 |\n| natural killer cell | 176 | 0.89 | 0.91 | 0.94 | 0.65 | 0.00 | 0.94 | 1.00 | 1.00 | 0.98 |\n| endothelial cell | 89 | 0.72 | 0.00 | 0.97 | 0.75 | 0.00 | 0.57 | 0.71 | 0.71 | 0.87 |\n| monocyte | 50 | 0.00 | 0.00 | 0.63 | 0.21 | 0.00 | 0.88 | 1.00 | 1.00 | 0.82 |\n| non-classical monocyte | 25 | 0.00 | 0.00 | 0.62 | 0.18 | 0.00 | 0.88 | 1.00 | 1.00 | 0.75 |\n| neutrophil | 20 | 1.00 | 0.00 | 0.95 | 0.17 | 0.00 | 0.89 | 1.00 | 1.00 | 1.00 |\n| T cell | 14 | 0.00 | 0.00 | 0.24 | 0.00 | 0.00 | 0.78 | 1.00 | 1.00 | 0.96 |\n| plasma cell | 5 | 0.00 | 0.00 | 0.75 | 0.00 | 0.00 | 0.77 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 2 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.33 | 1.00 | 1.00 | 0.67 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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 {
     "gene_names": [
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         "ENSG00000003249",
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-        "ENSG00000119328",
         "ENSG00000119333",
         "ENSG00000119397",
         "ENSG00000119401",
@@ -1121,12 +1109,10 @@
         "ENSG00000119411",
         "ENSG00000119431",
         "ENSG00000119508",
-        "ENSG00000119509",
+        "ENSG00000119514",
         "ENSG00000119523",
         "ENSG00000119574",
         "ENSG00000119599",
-        "ENSG00000119636",
-        "ENSG00000119638",
         "ENSG00000119688",
         "ENSG00000119703",
         "ENSG00000119711",
@@ -1147,32 +1133,29 @@
         "ENSG00000120053",
         "ENSG00000120129",
         "ENSG00000120158",
-        "ENSG00000120254",
         "ENSG00000120262",
         "ENSG00000120278",
         "ENSG00000120280",
         "ENSG00000120334",
         "ENSG00000120370",
         "ENSG00000120438",
-        "ENSG00000120539",
         "ENSG00000120708",
         "ENSG00000120709",
         "ENSG00000120784",
         "ENSG00000120833",
         "ENSG00000120868",
         "ENSG00000120885",
-        "ENSG00000120889",
         "ENSG00000120915",
         "ENSG00000121039",
         "ENSG00000121057",
         "ENSG00000121210",
         "ENSG00000121281",
-        "ENSG00000121406",
         "ENSG00000121417",
         "ENSG00000121440",
         "ENSG00000121481",
         "ENSG00000121542",
         "ENSG00000121552",
+        "ENSG00000121578",
         "ENSG00000121671",
         "ENSG00000121690",
         "ENSG00000121775",
@@ -1186,7 +1169,6 @@
         "ENSG00000122035",
         "ENSG00000122121",
         "ENSG00000122122",
-        "ENSG00000122126",
         "ENSG00000122188",
         "ENSG00000122194",
         "ENSG00000122203",
@@ -1209,13 +1191,13 @@
         "ENSG00000123119",
         "ENSG00000123136",
         "ENSG00000123200",
+        "ENSG00000123338",
         "ENSG00000123358",
         "ENSG00000123374",
         "ENSG00000123411",
         "ENSG00000123427",
         "ENSG00000123444",
         "ENSG00000123453",
-        "ENSG00000123472",
         "ENSG00000123552",
         "ENSG00000123643",
         "ENSG00000123689",
@@ -1232,6 +1214,7 @@
         "ENSG00000124225",
         "ENSG00000124253",
         "ENSG00000124256",
+        "ENSG00000124275",
         "ENSG00000124279",
         "ENSG00000124299",
         "ENSG00000124313",
@@ -1244,8 +1227,8 @@
         "ENSG00000124608",
         "ENSG00000124615",
         "ENSG00000124641",
-        "ENSG00000124688",
         "ENSG00000124731",
+        "ENSG00000124762",
         "ENSG00000124784",
         "ENSG00000124787",
         "ENSG00000124813",
@@ -1255,6 +1238,7 @@
         "ENSG00000125149",
         "ENSG00000125245",
         "ENSG00000125247",
+        "ENSG00000125249",
         "ENSG00000125384",
         "ENSG00000125430",
         "ENSG00000125434",
@@ -1276,6 +1260,7 @@
         "ENSG00000125846",
         "ENSG00000125898",
         "ENSG00000125910",
+        "ENSG00000125912",
         "ENSG00000125962",
         "ENSG00000126001",
         "ENSG00000126003",
@@ -1300,7 +1285,6 @@
         "ENSG00000127084",
         "ENSG00000127191",
         "ENSG00000127220",
-        "ENSG00000127241",
         "ENSG00000127311",
         "ENSG00000127325",
         "ENSG00000127334",
@@ -1316,9 +1300,9 @@
         "ENSG00000127663",
         "ENSG00000127804",
         "ENSG00000127824",
-        "ENSG00000127863",
         "ENSG00000127884",
         "ENSG00000127914",
+        "ENSG00000127947",
         "ENSG00000127948",
         "ENSG00000127951",
         "ENSG00000127952",
@@ -1345,7 +1329,9 @@
         "ENSG00000128833",
         "ENSG00000128872",
         "ENSG00000128881",
+        "ENSG00000128891",
         "ENSG00000128923",
+        "ENSG00000128928",
         "ENSG00000128944",
         "ENSG00000128973",
         "ENSG00000129003",
@@ -1371,7 +1357,9 @@
         "ENSG00000130066",
         "ENSG00000130150",
         "ENSG00000130159",
+        "ENSG00000130177",
         "ENSG00000130193",
+        "ENSG00000130299",
         "ENSG00000130304",
         "ENSG00000130305",
         "ENSG00000130347",
@@ -1402,7 +1390,6 @@
         "ENSG00000130803",
         "ENSG00000130818",
         "ENSG00000130826",
-        "ENSG00000130830",
         "ENSG00000131016",
         "ENSG00000131018",
         "ENSG00000131042",
@@ -1424,6 +1411,7 @@
         "ENSG00000131697",
         "ENSG00000131748",
         "ENSG00000131778",
+        "ENSG00000131779",
         "ENSG00000131781",
         "ENSG00000131788",
         "ENSG00000131831",
@@ -1446,17 +1434,15 @@
         "ENSG00000132334",
         "ENSG00000132359",
         "ENSG00000132376",
-        "ENSG00000132423",
+        "ENSG00000132424",
         "ENSG00000132437",
         "ENSG00000132464",
-        "ENSG00000132467",
         "ENSG00000132475",
         "ENSG00000132478",
         "ENSG00000132507",
         "ENSG00000132530",
         "ENSG00000132541",
         "ENSG00000132561",
-        "ENSG00000132604",
         "ENSG00000132646",
         "ENSG00000132661",
         "ENSG00000132664",
@@ -1477,7 +1463,7 @@
         "ENSG00000132952",
         "ENSG00000132964",
         "ENSG00000132965",
-        "ENSG00000133026",
+        "ENSG00000133019",
         "ENSG00000133056",
         "ENSG00000133111",
         "ENSG00000133169",
@@ -1485,6 +1471,7 @@
         "ENSG00000133313",
         "ENSG00000133392",
         "ENSG00000133424",
+        "ENSG00000133477",
         "ENSG00000133561",
         "ENSG00000133574",
         "ENSG00000133597",
@@ -1503,8 +1490,8 @@
         "ENSG00000134070",
         "ENSG00000134186",
         "ENSG00000134207",
+        "ENSG00000134245",
         "ENSG00000134250",
-        "ENSG00000134287",
         "ENSG00000134291",
         "ENSG00000134308",
         "ENSG00000134313",
@@ -1523,7 +1510,6 @@
         "ENSG00000134698",
         "ENSG00000134744",
         "ENSG00000134779",
-        "ENSG00000134815",
         "ENSG00000134899",
         "ENSG00000134910",
         "ENSG00000134970",
@@ -1541,10 +1527,10 @@
         "ENSG00000135372",
         "ENSG00000135392",
         "ENSG00000135404",
+        "ENSG00000135414",
         "ENSG00000135424",
         "ENSG00000135426",
         "ENSG00000135452",
-        "ENSG00000135469",
         "ENSG00000135476",
         "ENSG00000135482",
         "ENSG00000135486",
@@ -1555,7 +1541,6 @@
         "ENSG00000135587",
         "ENSG00000135596",
         "ENSG00000135604",
-        "ENSG00000135631",
         "ENSG00000135636",
         "ENSG00000135637",
         "ENSG00000135643",
@@ -1568,11 +1553,13 @@
         "ENSG00000135828",
         "ENSG00000135837",
         "ENSG00000135842",
+        "ENSG00000135845",
         "ENSG00000135912",
         "ENSG00000135913",
         "ENSG00000135929",
         "ENSG00000135931",
         "ENSG00000135966",
+        "ENSG00000135974",
         "ENSG00000136026",
         "ENSG00000136048",
         "ENSG00000136052",
@@ -1587,6 +1574,7 @@
         "ENSG00000136279",
         "ENSG00000136280",
         "ENSG00000136319",
+        "ENSG00000136451",
         "ENSG00000136514",
         "ENSG00000136573",
         "ENSG00000136699",
@@ -1609,6 +1597,7 @@
         "ENSG00000136878",
         "ENSG00000136933",
         "ENSG00000136937",
+        "ENSG00000136960",
         "ENSG00000136997",
         "ENSG00000137040",
         "ENSG00000137054",
@@ -1643,9 +1632,7 @@
         "ENSG00000137496",
         "ENSG00000137502",
         "ENSG00000137509",
-        "ENSG00000137513",
         "ENSG00000137561",
-        "ENSG00000137574",
         "ENSG00000137601",
         "ENSG00000137628",
         "ENSG00000137656",
@@ -1665,10 +1652,11 @@
         "ENSG00000137965",
         "ENSG00000138002",
         "ENSG00000138018",
+        "ENSG00000138029",
         "ENSG00000138030",
         "ENSG00000138073",
         "ENSG00000138074",
-        "ENSG00000138092",
+        "ENSG00000138100",
         "ENSG00000138134",
         "ENSG00000138160",
         "ENSG00000138166",
@@ -1684,11 +1672,14 @@
         "ENSG00000138380",
         "ENSG00000138386",
         "ENSG00000138399",
+        "ENSG00000138439",
         "ENSG00000138613",
+        "ENSG00000138614",
         "ENSG00000138617",
         "ENSG00000138621",
         "ENSG00000138629",
         "ENSG00000138663",
+        "ENSG00000138688",
         "ENSG00000138735",
         "ENSG00000138744",
         "ENSG00000138759",
@@ -1760,11 +1751,11 @@
         "ENSG00000140749",
         "ENSG00000140830",
         "ENSG00000140848",
+        "ENSG00000140853",
         "ENSG00000140854",
         "ENSG00000140931",
         "ENSG00000140939",
         "ENSG00000140948",
-        "ENSG00000140950",
         "ENSG00000140961",
         "ENSG00000140968",
         "ENSG00000140983",
@@ -1778,11 +1769,11 @@
         "ENSG00000141076",
         "ENSG00000141098",
         "ENSG00000141232",
+        "ENSG00000141293",
         "ENSG00000141295",
         "ENSG00000141337",
         "ENSG00000141349",
         "ENSG00000141376",
-        "ENSG00000141378",
         "ENSG00000141424",
         "ENSG00000141449",
         "ENSG00000141458",
@@ -1808,6 +1799,7 @@
         "ENSG00000142207",
         "ENSG00000142230",
         "ENSG00000142330",
+        "ENSG00000142347",
         "ENSG00000142484",
         "ENSG00000142512",
         "ENSG00000142528",
@@ -1815,6 +1807,7 @@
         "ENSG00000142541",
         "ENSG00000142556",
         "ENSG00000142751",
+        "ENSG00000142765",
         "ENSG00000142798",
         "ENSG00000142856",
         "ENSG00000142871",
@@ -1828,7 +1821,6 @@
         "ENSG00000143093",
         "ENSG00000143119",
         "ENSG00000143149",
-        "ENSG00000143164",
         "ENSG00000143224",
         "ENSG00000143228",
         "ENSG00000143248",
@@ -1870,13 +1862,10 @@
         "ENSG00000143882",
         "ENSG00000143889",
         "ENSG00000143942",
-        "ENSG00000143951",
         "ENSG00000144026",
         "ENSG00000144028",
         "ENSG00000144035",
-        "ENSG00000144036",
         "ENSG00000144048",
-        "ENSG00000144134",
         "ENSG00000144136",
         "ENSG00000144182",
         "ENSG00000144199",
@@ -1925,12 +1914,14 @@
         "ENSG00000146232",
         "ENSG00000146263",
         "ENSG00000146409",
+        "ENSG00000146433",
         "ENSG00000146587",
         "ENSG00000146701",
         "ENSG00000146707",
         "ENSG00000146729",
         "ENSG00000146733",
         "ENSG00000146757",
+        "ENSG00000146802",
         "ENSG00000146809",
         "ENSG00000146826",
         "ENSG00000146834",
@@ -1949,6 +1940,7 @@
         "ENSG00000147231",
         "ENSG00000147257",
         "ENSG00000147274",
+        "ENSG00000147394",
         "ENSG00000147408",
         "ENSG00000147416",
         "ENSG00000147439",
@@ -1980,7 +1972,6 @@
         "ENSG00000148841",
         "ENSG00000148926",
         "ENSG00000148935",
-        "ENSG00000148942",
         "ENSG00000148985",
         "ENSG00000149016",
         "ENSG00000149054",
@@ -1996,7 +1987,6 @@
         "ENSG00000149328",
         "ENSG00000149346",
         "ENSG00000149418",
-        "ENSG00000149428",
         "ENSG00000149476",
         "ENSG00000149485",
         "ENSG00000149541",
@@ -2004,10 +1994,8 @@
         "ENSG00000149548",
         "ENSG00000149554",
         "ENSG00000149573",
-        "ENSG00000149577",
         "ENSG00000149582",
         "ENSG00000149636",
-        "ENSG00000149658",
         "ENSG00000149781",
         "ENSG00000149782",
         "ENSG00000149929",
@@ -2023,6 +2011,7 @@
         "ENSG00000150756",
         "ENSG00000150867",
         "ENSG00000150991",
+        "ENSG00000151065",
         "ENSG00000151093",
         "ENSG00000151136",
         "ENSG00000151176",
@@ -2038,6 +2027,7 @@
         "ENSG00000151552",
         "ENSG00000151576",
         "ENSG00000151612",
+        "ENSG00000151651",
         "ENSG00000151689",
         "ENSG00000151690",
         "ENSG00000151692",
@@ -2046,10 +2036,8 @@
         "ENSG00000151743",
         "ENSG00000151746",
         "ENSG00000151778",
-        "ENSG00000151779",
         "ENSG00000151835",
         "ENSG00000151849",
-        "ENSG00000151881",
         "ENSG00000151882",
         "ENSG00000151883",
         "ENSG00000151893",
@@ -2084,6 +2072,7 @@
         "ENSG00000153936",
         "ENSG00000154025",
         "ENSG00000154027",
+        "ENSG00000154114",
         "ENSG00000154127",
         "ENSG00000154262",
         "ENSG00000154263",
@@ -2146,10 +2135,12 @@
         "ENSG00000156711",
         "ENSG00000156735",
         "ENSG00000156738",
+        "ENSG00000156787",
         "ENSG00000156795",
         "ENSG00000156804",
         "ENSG00000156869",
         "ENSG00000156873",
+        "ENSG00000156983",
         "ENSG00000156990",
         "ENSG00000157111",
         "ENSG00000157224",
@@ -2188,7 +2179,6 @@
         "ENSG00000158483",
         "ENSG00000158526",
         "ENSG00000158528",
-        "ENSG00000158545",
         "ENSG00000158555",
         "ENSG00000158710",
         "ENSG00000158717",
@@ -2203,18 +2193,20 @@
         "ENSG00000159063",
         "ENSG00000159069",
         "ENSG00000159082",
+        "ENSG00000159086",
         "ENSG00000159111",
         "ENSG00000159147",
         "ENSG00000159176",
         "ENSG00000159208",
         "ENSG00000159214",
         "ENSG00000159217",
-        "ENSG00000159346",
+        "ENSG00000159267",
         "ENSG00000159352",
         "ENSG00000159388",
         "ENSG00000159423",
         "ENSG00000159433",
         "ENSG00000159445",
+        "ENSG00000159459",
         "ENSG00000159596",
         "ENSG00000159618",
         "ENSG00000159674",
@@ -2263,6 +2255,7 @@
         "ENSG00000160888",
         "ENSG00000160908",
         "ENSG00000160917",
+        "ENSG00000160991",
         "ENSG00000160993",
         "ENSG00000160999",
         "ENSG00000161010",
@@ -2280,14 +2273,15 @@
         "ENSG00000161558",
         "ENSG00000161638",
         "ENSG00000161791",
-        "ENSG00000161800",
         "ENSG00000161835",
         "ENSG00000161847",
         "ENSG00000161888",
+        "ENSG00000161896",
         "ENSG00000161904",
         "ENSG00000161921",
         "ENSG00000161929",
         "ENSG00000161960",
+        "ENSG00000161996",
         "ENSG00000162065",
         "ENSG00000162105",
         "ENSG00000162139",
@@ -2304,11 +2298,14 @@
         "ENSG00000162437",
         "ENSG00000162460",
         "ENSG00000162461",
+        "ENSG00000162482",
         "ENSG00000162496",
         "ENSG00000162511",
+        "ENSG00000162517",
         "ENSG00000162542",
         "ENSG00000162551",
         "ENSG00000162595",
+        "ENSG00000162600",
         "ENSG00000162601",
         "ENSG00000162614",
         "ENSG00000162639",
@@ -2338,6 +2335,7 @@
         "ENSG00000163006",
         "ENSG00000163026",
         "ENSG00000163071",
+        "ENSG00000163082",
         "ENSG00000163104",
         "ENSG00000163155",
         "ENSG00000163161",
@@ -2349,7 +2347,6 @@
         "ENSG00000163406",
         "ENSG00000163412",
         "ENSG00000163466",
-        "ENSG00000163468",
         "ENSG00000163481",
         "ENSG00000163482",
         "ENSG00000163492",
@@ -2360,13 +2357,15 @@
         "ENSG00000163521",
         "ENSG00000163535",
         "ENSG00000163541",
-        "ENSG00000163545",
         "ENSG00000163568",
         "ENSG00000163586",
         "ENSG00000163600",
+        "ENSG00000163602",
         "ENSG00000163608",
         "ENSG00000163617",
+        "ENSG00000163626",
         "ENSG00000163629",
+        "ENSG00000163659",
         "ENSG00000163681",
         "ENSG00000163683",
         "ENSG00000163684",
@@ -2382,8 +2381,10 @@
         "ENSG00000163840",
         "ENSG00000163870",
         "ENSG00000163900",
+        "ENSG00000163913",
         "ENSG00000163918",
         "ENSG00000163923",
+        "ENSG00000163930",
         "ENSG00000163931",
         "ENSG00000163932",
         "ENSG00000163933",
@@ -2392,13 +2393,13 @@
         "ENSG00000163945",
         "ENSG00000163947",
         "ENSG00000163959",
+        "ENSG00000163961",
         "ENSG00000163964",
         "ENSG00000164008",
         "ENSG00000164010",
         "ENSG00000164011",
         "ENSG00000164023",
         "ENSG00000164038",
-        "ENSG00000164048",
         "ENSG00000164050",
         "ENSG00000164053",
         "ENSG00000164056",
@@ -2428,11 +2429,11 @@
         "ENSG00000164307",
         "ENSG00000164318",
         "ENSG00000164338",
+        "ENSG00000164342",
         "ENSG00000164366",
         "ENSG00000164379",
         "ENSG00000164402",
         "ENSG00000164403",
-        "ENSG00000164414",
         "ENSG00000164430",
         "ENSG00000164484",
         "ENSG00000164512",
@@ -2455,6 +2456,7 @@
         "ENSG00000164930",
         "ENSG00000164933",
         "ENSG00000164934",
+        "ENSG00000164944",
         "ENSG00000164949",
         "ENSG00000164953",
         "ENSG00000164978",
@@ -2464,7 +2466,6 @@
         "ENSG00000165071",
         "ENSG00000165092",
         "ENSG00000165102",
-        "ENSG00000165115",
         "ENSG00000165138",
         "ENSG00000165140",
         "ENSG00000165168",
@@ -2487,7 +2488,6 @@
         "ENSG00000165501",
         "ENSG00000165526",
         "ENSG00000165572",
-        "ENSG00000165591",
         "ENSG00000165629",
         "ENSG00000165632",
         "ENSG00000165661",
@@ -2535,7 +2535,6 @@
         "ENSG00000166349",
         "ENSG00000166387",
         "ENSG00000166401",
-        "ENSG00000166402",
         "ENSG00000166405",
         "ENSG00000166432",
         "ENSG00000166436",
@@ -2574,6 +2573,7 @@
         "ENSG00000166971",
         "ENSG00000166986",
         "ENSG00000166997",
+        "ENSG00000167037",
         "ENSG00000167065",
         "ENSG00000167077",
         "ENSG00000167112",
@@ -2595,6 +2595,7 @@
         "ENSG00000167394",
         "ENSG00000167395",
         "ENSG00000167487",
+        "ENSG00000167508",
         "ENSG00000167528",
         "ENSG00000167536",
         "ENSG00000167552",
@@ -2634,6 +2635,7 @@
         "ENSG00000167996",
         "ENSG00000168003",
         "ENSG00000168010",
+        "ENSG00000168014",
         "ENSG00000168016",
         "ENSG00000168026",
         "ENSG00000168056",
@@ -2648,7 +2650,7 @@
         "ENSG00000168288",
         "ENSG00000168291",
         "ENSG00000168301",
-        "ENSG00000168306",
+        "ENSG00000168329",
         "ENSG00000168374",
         "ENSG00000168389",
         "ENSG00000168394",
@@ -2673,13 +2675,13 @@
         "ENSG00000168813",
         "ENSG00000168826",
         "ENSG00000168876",
-        "ENSG00000168884",
         "ENSG00000168887",
         "ENSG00000168918",
         "ENSG00000168936",
         "ENSG00000168961",
         "ENSG00000168993",
         "ENSG00000169031",
+        "ENSG00000169087",
         "ENSG00000169116",
         "ENSG00000169118",
         "ENSG00000169193",
@@ -2689,7 +2691,6 @@
         "ENSG00000169255",
         "ENSG00000169439",
         "ENSG00000169508",
-        "ENSG00000169583",
         "ENSG00000169598",
         "ENSG00000169692",
         "ENSG00000169714",
@@ -2767,6 +2768,7 @@
         "ENSG00000171566",
         "ENSG00000171606",
         "ENSG00000171612",
+        "ENSG00000171617",
         "ENSG00000171621",
         "ENSG00000171681",
         "ENSG00000171700",
@@ -2784,9 +2786,9 @@
         "ENSG00000171860",
         "ENSG00000171861",
         "ENSG00000171940",
-        "ENSG00000171943",
         "ENSG00000171953",
         "ENSG00000171962",
+        "ENSG00000171984",
         "ENSG00000172005",
         "ENSG00000172007",
         "ENSG00000172009",
@@ -2822,6 +2824,7 @@
         "ENSG00000172878",
         "ENSG00000172888",
         "ENSG00000172893",
+        "ENSG00000172932",
         "ENSG00000172936",
         "ENSG00000172943",
         "ENSG00000172955",
@@ -2830,6 +2833,7 @@
         "ENSG00000173041",
         "ENSG00000173193",
         "ENSG00000173198",
+        "ENSG00000173200",
         "ENSG00000173208",
         "ENSG00000173273",
         "ENSG00000173275",
@@ -2852,7 +2856,7 @@
         "ENSG00000173786",
         "ENSG00000173846",
         "ENSG00000173852",
-        "ENSG00000173898",
+        "ENSG00000173875",
         "ENSG00000173914",
         "ENSG00000173926",
         "ENSG00000173928",
@@ -2885,6 +2889,7 @@
         "ENSG00000174827",
         "ENSG00000174839",
         "ENSG00000174840",
+        "ENSG00000174842",
         "ENSG00000174885",
         "ENSG00000174915",
         "ENSG00000174928",
@@ -2902,7 +2907,6 @@
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