popV version: 0.6.0

.gitattributes

@@ -35,3 +35,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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 OnClass.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
 minified_ref_adata.h5ad filter=lfs diff=lfs merge=lfs -text
+faiss_index.index filter=lfs diff=lfs merge=lfs -text
+harmony_knn_classifier.index filter=lfs diff=lfs merge=lfs -text
+scvi_knn_classifier.index filter=lfs diff=lfs merge=lfs -text

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 | 2777 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.95 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 1364 | 0.96 | 0.97 | 0.98 | 0.96 | 0.00 | 0.95 | 0.95 | 0.95 | 0.97 |\n| monocyte | 456 | 0.88 | 0.91 | 0.91 | 0.91 | 0.00 | 0.91 | 0.90 | 0.90 | 0.93 |\n| CD8-positive, alpha-beta T cell | 409 | 0.86 | 0.88 | 0.88 | 0.76 | 0.00 | 0.86 | 0.88 | 0.90 | 0.91 |\n| macrophage | 329 | 0.86 | 0.89 | 0.91 | 0.90 | 0.00 | 0.90 | 0.88 | 0.88 | 0.91 |\n| myofibroblast cell | 302 | 0.87 | 0.92 | 0.94 | 0.91 | 0.00 | 0.87 | 0.88 | 0.86 | 0.92 |\n| CD4-positive, alpha-beta T cell | 237 | 0.71 | 0.75 | 0.74 | 0.55 | 0.00 | 0.68 | 0.79 | 0.86 | 0.83 |\n| mast cell | 159 | 0.98 | 0.98 | 0.98 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| plasma cell | 133 | 0.95 | 0.96 | 0.98 | 0.99 | 0.00 | 0.97 | 0.99 | 0.97 | 0.99 |\n| pericyte | 108 | 0.95 | 0.95 | 0.94 | 0.96 | 0.00 | 0.95 | 0.95 | 0.91 | 0.96 |\n| smooth muscle cell | 109 | 0.93 | 0.97 | 0.97 | 0.96 | 0.00 | 0.94 | 0.96 | 0.94 | 0.96 |\n| T cell | 73 | 0.48 | 0.14 | 0.46 | 0.13 | 0.00 | 0.42 | 0.53 | 0.59 | 0.60 |\n| B cell | 51 | 0.99 | 0.99 | 0.94 | 0.99 | 0.00 | 0.94 | 0.91 | 0.94 | 0.98 |\n| vein endothelial cell | 41 | 0.80 | 0.86 | 0.87 | 0.77 | 0.00 | 0.92 | 0.87 | 0.89 | 0.89 |\n| neutrophil | 26 | 0.88 | 0.98 | 0.96 | 0.77 | 0.00 | 0.81 | 0.93 | 0.87 | 0.93 |\n| natural killer cell | 13 | 0.57 | 0.33 | 0.57 | 0.10 | 0.00 | 0.46 | 0.59 | 0.63 | 0.72 |\n| endothelial cell of lymphatic vessel | 13 | 0.89 | 0.92 | 0.92 | 0.50 | 0.00 | 0.80 | 0.92 | 0.89 | 0.92 |\n| capillary endothelial cell | 8 | 0.00 | 0.46 | 0.67 | 0.50 | 0.00 | 0.60 | 0.82 | 0.94 | 0.86 |\n| erythrocyte | 9 | 0.89 | 0.35 | 1.00 | 0.36 | 0.00 | 0.08 | 0.95 | 0.72 | 1.00 |\n| mature NK T cell | 13 | 0.67 | 0.38 | 0.70 | 0.25 | 0.00 | 0.56 | 0.69 | 0.80 | 0.88 |\n| endothelial cell | 4 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.50 | 0.29 | 0.00 | 0.40 |\n| regulatory T cell | 5 | 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 | 24464 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.95 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 12402 | 0.95 | 0.96 | 0.98 | 0.97 | 0.00 | 0.95 | 0.96 | 0.95 | 0.97 |\n| monocyte | 4399 | 0.89 | 0.91 | 0.95 | 0.95 | 0.00 | 0.91 | 0.91 | 0.92 | 0.95 |\n| CD8-positive, alpha-beta T cell | 4023 | 0.86 | 0.88 | 0.92 | 0.85 | 0.00 | 0.86 | 0.89 | 0.92 | 0.92 |\n| macrophage | 2823 | 0.84 | 0.87 | 0.93 | 0.92 | 0.00 | 0.88 | 0.88 | 0.89 | 0.92 |\n| myofibroblast cell | 2834 | 0.86 | 0.90 | 0.94 | 0.93 | 0.00 | 0.87 | 0.89 | 0.87 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1952 | 0.70 | 0.72 | 0.80 | 0.67 | 0.00 | 0.73 | 0.82 | 0.89 | 0.85 |\n| mast cell | 1409 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.97 | 0.99 |\n| plasma cell | 1072 | 0.95 | 0.96 | 0.98 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| pericyte | 1076 | 0.96 | 0.96 | 0.97 | 0.97 | 0.00 | 0.95 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 944 | 0.94 | 0.96 | 0.98 | 0.97 | 0.00 | 0.94 | 0.97 | 0.95 | 0.97 |\n| T cell | 708 | 0.45 | 0.08 | 0.58 | 0.30 | 0.00 | 0.52 | 0.64 | 0.70 | 0.72 |\n| B cell | 433 | 0.94 | 0.94 | 0.95 | 0.95 | 0.00 | 0.92 | 0.95 | 0.97 | 0.97 |\n| vein endothelial cell | 397 | 0.81 | 0.87 | 0.91 | 0.86 | 0.00 | 0.95 | 0.97 | 0.98 | 0.95 |\n| neutrophil | 215 | 0.88 | 0.97 | 0.97 | 0.84 | 0.00 | 0.80 | 0.98 | 0.89 | 0.94 |\n| natural killer cell | 152 | 0.60 | 0.21 | 0.71 | 0.45 | 0.00 | 0.62 | 0.77 | 0.75 | 0.80 |\n| endothelial cell of lymphatic vessel | 114 | 0.89 | 0.90 | 0.91 | 0.58 | 0.00 | 0.95 | 0.97 | 0.99 | 0.98 |\n| capillary endothelial cell | 99 | 0.00 | 0.50 | 0.74 | 0.64 | 0.00 | 0.80 | 0.95 | 0.99 | 0.93 |\n| erythrocyte | 97 | 0.87 | 0.33 | 0.97 | 0.80 | 0.00 | 0.09 | 0.92 | 0.77 | 0.93 |\n| mature NK T cell | 82 | 0.52 | 0.32 | 0.70 | 0.33 | 0.00 | 0.61 | 0.85 | 0.86 | 0.88 |\n| endothelial cell | 33 | 0.00 | 0.00 | 0.36 | 0.51 | 0.00 | 0.80 | 0.97 | 0.97 | 0.92 |\n| regulatory T cell | 18 | 0.00 | 0.00 | 0.11 | 0.00 | 0.00 | 0.72 | 0.90 | 0.92 | 0.43 |"
+    "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 | 2783 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 1384 | 0.96 | 0.97 | 0.98 | 0.97 | 0.00 | 0.95 | 0.96 | 0.95 | 0.97 |\n| monocyte | 444 | 0.87 | 0.91 | 0.92 | 0.92 | 0.00 | 0.88 | 0.89 | 0.89 | 0.93 |\n| CD8-positive, alpha-beta T cell | 418 | 0.84 | 0.87 | 0.89 | 0.79 | 0.00 | 0.86 | 0.85 | 0.88 | 0.90 |\n| macrophage | 326 | 0.84 | 0.90 | 0.92 | 0.91 | 0.00 | 0.87 | 0.88 | 0.89 | 0.91 |\n| myofibroblast cell | 302 | 0.87 | 0.92 | 0.93 | 0.91 | 0.00 | 0.88 | 0.90 | 0.87 | 0.92 |\n| CD4-positive, alpha-beta T cell | 225 | 0.66 | 0.75 | 0.77 | 0.55 | 0.00 | 0.68 | 0.75 | 0.86 | 0.82 |\n| mast cell | 166 | 0.98 | 0.99 | 0.98 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| plasma cell | 126 | 0.96 | 0.95 | 0.96 | 0.98 | 0.00 | 0.96 | 0.97 | 0.96 | 0.97 |\n| pericyte | 107 | 0.95 | 0.95 | 0.94 | 0.97 | 0.00 | 0.95 | 0.94 | 0.91 | 0.96 |\n| smooth muscle cell | 108 | 0.95 | 0.96 | 0.98 | 0.97 | 0.00 | 0.95 | 0.96 | 0.92 | 0.96 |\n| T cell | 81 | 0.45 | 0.11 | 0.42 | 0.17 | 0.00 | 0.45 | 0.50 | 0.53 | 0.62 |\n| B cell | 46 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.77 | 0.95 | 0.92 | 0.97 |\n| vein endothelial cell | 41 | 0.85 | 0.88 | 0.88 | 0.80 | 0.00 | 0.85 | 0.92 | 0.87 | 0.90 |\n| neutrophil | 24 | 0.96 | 0.98 | 1.00 | 0.98 | 0.00 | 0.59 | 0.94 | 0.89 | 0.92 |\n| natural killer cell | 13 | 0.53 | 0.10 | 0.55 | 0.50 | 0.00 | 0.65 | 0.56 | 0.68 | 0.67 |\n| endothelial cell of lymphatic vessel | 12 | 0.88 | 0.88 | 0.88 | 0.77 | 0.00 | 0.88 | 0.92 | 0.88 | 0.88 |\n| capillary endothelial cell | 8 | 0.00 | 0.33 | 0.53 | 0.40 | 0.00 | 0.67 | 0.93 | 0.82 | 0.67 |\n| erythrocyte | 11 | 0.83 | 0.37 | 0.92 | 0.67 | 0.00 | 0.38 | 0.81 | 0.63 | 1.00 |\n| mature NK T cell | 9 | 0.71 | 0.71 | 0.71 | 0.62 | 0.00 | 0.55 | 0.82 | 0.76 | 0.89 |\n| endothelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 |\n| regulatory T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 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 | 24458 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 12382 | 0.95 | 0.97 | 0.98 | 0.97 | 0.00 | 0.95 | 0.96 | 0.95 | 0.97 |\n| monocyte | 4411 | 0.88 | 0.92 | 0.94 | 0.94 | 0.00 | 0.91 | 0.91 | 0.92 | 0.95 |\n| CD8-positive, alpha-beta T cell | 4014 | 0.85 | 0.89 | 0.90 | 0.82 | 0.00 | 0.87 | 0.87 | 0.92 | 0.92 |\n| macrophage | 2826 | 0.83 | 0.89 | 0.91 | 0.91 | 0.00 | 0.87 | 0.88 | 0.89 | 0.92 |\n| myofibroblast cell | 2834 | 0.85 | 0.92 | 0.92 | 0.92 | 0.00 | 0.88 | 0.89 | 0.87 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1964 | 0.66 | 0.74 | 0.77 | 0.62 | 0.00 | 0.73 | 0.80 | 0.89 | 0.84 |\n| mast cell | 1402 | 0.97 | 0.98 | 0.98 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| plasma cell | 1079 | 0.96 | 0.97 | 0.98 | 0.98 | 0.00 | 0.96 | 0.98 | 0.97 | 0.99 |\n| pericyte | 1077 | 0.96 | 0.96 | 0.96 | 0.96 | 0.00 | 0.95 | 0.97 | 0.96 | 0.97 |\n| smooth muscle cell | 945 | 0.94 | 0.96 | 0.97 | 0.97 | 0.00 | 0.95 | 0.96 | 0.95 | 0.96 |\n| T cell | 700 | 0.44 | 0.14 | 0.50 | 0.20 | 0.00 | 0.55 | 0.60 | 0.68 | 0.69 |\n| B cell | 438 | 0.95 | 0.94 | 0.95 | 0.95 | 0.00 | 0.82 | 0.96 | 0.96 | 0.96 |\n| vein endothelial cell | 397 | 0.80 | 0.87 | 0.88 | 0.85 | 0.00 | 0.94 | 0.97 | 0.97 | 0.93 |\n| neutrophil | 217 | 0.95 | 0.96 | 0.97 | 0.95 | 0.00 | 0.67 | 0.96 | 0.91 | 0.96 |\n| natural killer cell | 152 | 0.54 | 0.31 | 0.68 | 0.50 | 0.00 | 0.70 | 0.76 | 0.75 | 0.79 |\n| endothelial cell of lymphatic vessel | 115 | 0.89 | 0.90 | 0.89 | 0.77 | 0.00 | 0.94 | 0.97 | 0.97 | 0.92 |\n| capillary endothelial cell | 99 | 0.00 | 0.57 | 0.61 | 0.58 | 0.00 | 0.87 | 0.96 | 0.99 | 0.86 |\n| erythrocyte | 95 | 0.91 | 0.40 | 0.95 | 0.76 | 0.00 | 0.36 | 0.87 | 0.74 | 0.95 |\n| mature NK T cell | 86 | 0.55 | 0.40 | 0.65 | 0.23 | 0.00 | 0.72 | 0.86 | 0.85 | 0.91 |\n| endothelial cell | 34 | 0.00 | 0.00 | 0.06 | 0.38 | 0.00 | 0.29 | 0.96 | 0.97 | 0.70 |\n| regulatory T cell | 21 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 0.89 | 0.79 | 0.65 |"
 }

celltypist.pkl

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faiss_index.index

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harmony_knn_classifier.index

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preprocessing.json

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         "ENSG00000120458",
         "ENSG00000120509",
+        "ENSG00000120519",
         "ENSG00000120645",
         "ENSG00000120662",
-        "ENSG00000120685",
         "ENSG00000120694",
         "ENSG00000120699",
         "ENSG00000120708",
@@ -1015,7 +1030,6 @@
         "ENSG00000121361",
         "ENSG00000121390",
         "ENSG00000121406",
-        "ENSG00000121410",
         "ENSG00000121417",
         "ENSG00000121542",
         "ENSG00000121577",
@@ -1084,6 +1098,7 @@
         "ENSG00000124279",
         "ENSG00000124302",
         "ENSG00000124356",
+        "ENSG00000124370",
         "ENSG00000124374",
         "ENSG00000124440",
         "ENSG00000124444",
@@ -1139,7 +1154,7 @@
         "ENSG00000126261",
         "ENSG00000126337",
         "ENSG00000126353",
-        "ENSG00000126562",
+        "ENSG00000126561",
         "ENSG00000126787",
         "ENSG00000126838",
         "ENSG00000126860",
@@ -1221,7 +1236,7 @@
         "ENSG00000129673",
         "ENSG00000129675",
         "ENSG00000129810",
-        "ENSG00000129951",
+        "ENSG00000130023",
         "ENSG00000130024",
         "ENSG00000130035",
         "ENSG00000130037",
@@ -1242,13 +1257,13 @@
         "ENSG00000130713",
         "ENSG00000130741",
         "ENSG00000130768",
+        "ENSG00000130772",
         "ENSG00000130803",
         "ENSG00000130826",
         "ENSG00000130844",
         "ENSG00000130881",
         "ENSG00000130939",
         "ENSG00000130957",
-        "ENSG00000130962",
         "ENSG00000130988",
         "ENSG00000131015",
         "ENSG00000131016",
@@ -1279,6 +1294,8 @@
         "ENSG00000132313",
         "ENSG00000132329",
         "ENSG00000132334",
+        "ENSG00000132341",
+        "ENSG00000132357",
         "ENSG00000132376",
         "ENSG00000132386",
         "ENSG00000132423",
@@ -1318,6 +1335,7 @@
         "ENSG00000133561",
         "ENSG00000133574",
         "ENSG00000133640",
+        "ENSG00000133704",
         "ENSG00000133800",
         "ENSG00000133878",
         "ENSG00000133895",
@@ -1351,6 +1369,7 @@
         "ENSG00000134539",
         "ENSG00000134569",
         "ENSG00000134575",
+        "ENSG00000134588",
         "ENSG00000134594",
         "ENSG00000134627",
         "ENSG00000134690",
@@ -1390,6 +1409,7 @@
         "ENSG00000135636",
         "ENSG00000135637",
         "ENSG00000135678",
+        "ENSG00000135736",
         "ENSG00000135740",
         "ENSG00000135744",
         "ENSG00000135773",
@@ -1403,6 +1423,7 @@
         "ENSG00000136021",
         "ENSG00000136098",
         "ENSG00000136108",
+        "ENSG00000136114",
         "ENSG00000136122",
         "ENSG00000136144",
         "ENSG00000136155",
@@ -1440,8 +1461,10 @@
         "ENSG00000137078",
         "ENSG00000137094",
         "ENSG00000137098",
+        "ENSG00000137100",
         "ENSG00000137106",
         "ENSG00000137135",
+        "ENSG00000137154",
         "ENSG00000137168",
         "ENSG00000137338",
         "ENSG00000137404",
@@ -1455,6 +1478,7 @@
         "ENSG00000137575",
         "ENSG00000137628",
         "ENSG00000137656",
+        "ENSG00000137675",
         "ENSG00000137720",
         "ENSG00000137731",
         "ENSG00000137745",
@@ -1468,6 +1492,7 @@
         "ENSG00000137819",
         "ENSG00000137875",
         "ENSG00000137962",
+        "ENSG00000137975",
         "ENSG00000138002",
         "ENSG00000138028",
         "ENSG00000138036",
@@ -1528,8 +1553,10 @@
         "ENSG00000139547",
         "ENSG00000139549",
         "ENSG00000139572",
+        "ENSG00000139624",
         "ENSG00000139637",
         "ENSG00000139644",
+        "ENSG00000139687",
         "ENSG00000139714",
         "ENSG00000139767",
         "ENSG00000139890",
@@ -1539,6 +1566,7 @@
         "ENSG00000140030",
         "ENSG00000140090",
         "ENSG00000140092",
+        "ENSG00000140265",
         "ENSG00000140274",
         "ENSG00000140280",
         "ENSG00000140287",
@@ -1548,6 +1576,7 @@
         "ENSG00000140368",
         "ENSG00000140379",
         "ENSG00000140398",
+        "ENSG00000140416",
         "ENSG00000140450",
         "ENSG00000140451",
         "ENSG00000140463",
@@ -1567,7 +1596,7 @@
         "ENSG00000140987",
         "ENSG00000141030",
         "ENSG00000141034",
-        "ENSG00000141052",
+        "ENSG00000141040",
         "ENSG00000141084",
         "ENSG00000141098",
         "ENSG00000141232",
@@ -1586,6 +1615,7 @@
         "ENSG00000141753",
         "ENSG00000141956",
         "ENSG00000141968",
+        "ENSG00000142082",
         "ENSG00000142089",
         "ENSG00000142102",
         "ENSG00000142207",
@@ -1620,6 +1650,7 @@
         "ENSG00000143333",
         "ENSG00000143341",
         "ENSG00000143344",
+        "ENSG00000143374",
         "ENSG00000143387",
         "ENSG00000143434",
         "ENSG00000143450",
@@ -1649,6 +1680,7 @@
         "ENSG00000144339",
         "ENSG00000144354",
         "ENSG00000144362",
+        "ENSG00000144369",
         "ENSG00000144395",
         "ENSG00000144401",
         "ENSG00000144406",
@@ -1657,6 +1689,7 @@
         "ENSG00000144559",
         "ENSG00000144648",
         "ENSG00000144668",
+        "ENSG00000144677",
         "ENSG00000144681",
         "ENSG00000144712",
         "ENSG00000144730",
@@ -1689,7 +1722,6 @@
         "ENSG00000145777",
         "ENSG00000145824",
         "ENSG00000145861",
-        "ENSG00000145864",
         "ENSG00000145936",
         "ENSG00000145945",
         "ENSG00000146070",
@@ -1701,6 +1733,7 @@
         "ENSG00000146374",
         "ENSG00000146376",
         "ENSG00000146386",
+        "ENSG00000146414",
         "ENSG00000146453",
         "ENSG00000146535",
         "ENSG00000146587",
@@ -1795,12 +1828,13 @@
         "ENSG00000150722",
         "ENSG00000150750",
         "ENSG00000150773",
-        "ENSG00000150873",
         "ENSG00000151062",
         "ENSG00000151092",
+        "ENSG00000151093",
         "ENSG00000151117",
         "ENSG00000151287",
         "ENSG00000151364",
+        "ENSG00000151458",
         "ENSG00000151465",
         "ENSG00000151468",
         "ENSG00000151632",
@@ -1871,6 +1905,7 @@
         "ENSG00000154165",
         "ENSG00000154188",
         "ENSG00000154240",
+        "ENSG00000154258",
         "ENSG00000154265",
         "ENSG00000154269",
         "ENSG00000154330",
@@ -1897,12 +1932,12 @@
         "ENSG00000155011",
         "ENSG00000155085",
         "ENSG00000155100",
+        "ENSG00000155189",
         "ENSG00000155229",
         "ENSG00000155265",
         "ENSG00000155287",
         "ENSG00000155363",
         "ENSG00000155367",
-        "ENSG00000155465",
         "ENSG00000155545",
         "ENSG00000155592",
         "ENSG00000155657",
@@ -1926,6 +1961,7 @@
         "ENSG00000156265",
         "ENSG00000156298",
         "ENSG00000156398",
+        "ENSG00000156413",
         "ENSG00000156414",
         "ENSG00000156504",
         "ENSG00000156508",
@@ -1934,6 +1970,7 @@
         "ENSG00000156738",
         "ENSG00000156853",
         "ENSG00000156876",
+        "ENSG00000157014",
         "ENSG00000157103",
         "ENSG00000157107",
         "ENSG00000157111",
@@ -1970,11 +2007,12 @@
         "ENSG00000158270",
         "ENSG00000158286",
         "ENSG00000158301",
-        "ENSG00000158427",
         "ENSG00000158428",
         "ENSG00000158457",
         "ENSG00000158481",
         "ENSG00000158486",
+        "ENSG00000158488",
+        "ENSG00000158604",
         "ENSG00000158636",
         "ENSG00000158691",
         "ENSG00000158816",
@@ -1994,6 +2032,7 @@
         "ENSG00000159261",
         "ENSG00000159337",
         "ENSG00000159352",
+        "ENSG00000159388",
         "ENSG00000159403",
         "ENSG00000159479",
         "ENSG00000159496",
@@ -2032,9 +2071,9 @@
         "ENSG00000160856",
         "ENSG00000160862",
         "ENSG00000160867",
-        "ENSG00000160883",
         "ENSG00000160957",
         "ENSG00000161055",
+        "ENSG00000161202",
         "ENSG00000161298",
         "ENSG00000161381",
         "ENSG00000161405",
@@ -2108,6 +2147,7 @@
         "ENSG00000163156",
         "ENSG00000163171",
         "ENSG00000163191",
+        "ENSG00000163207",
         "ENSG00000163214",
         "ENSG00000163219",
         "ENSG00000163273",
@@ -2157,10 +2197,12 @@
         "ENSG00000163785",
         "ENSG00000163788",
         "ENSG00000163798",
+        "ENSG00000163810",
         "ENSG00000163818",
         "ENSG00000163820",
         "ENSG00000163833",
         "ENSG00000163864",
+        "ENSG00000163870",
         "ENSG00000163873",
         "ENSG00000163879",
         "ENSG00000163882",
@@ -2175,6 +2217,7 @@
         "ENSG00000164032",
         "ENSG00000164035",
         "ENSG00000164047",
+        "ENSG00000164049",
         "ENSG00000164051",
         "ENSG00000164056",
         "ENSG00000164068",
@@ -2220,6 +2263,7 @@
         "ENSG00000164631",
         "ENSG00000164638",
         "ENSG00000164647",
+        "ENSG00000164649",
         "ENSG00000164663",
         "ENSG00000164675",
         "ENSG00000164690",
@@ -2242,7 +2286,6 @@
         "ENSG00000165028",
         "ENSG00000165071",
         "ENSG00000165092",
-        "ENSG00000165125",
         "ENSG00000165138",
         "ENSG00000165152",
         "ENSG00000165168",
@@ -2271,7 +2314,6 @@
         "ENSG00000165810",
         "ENSG00000165816",
         "ENSG00000165821",
-        "ENSG00000165832",
         "ENSG00000165905",
         "ENSG00000165923",
         "ENSG00000165934",
@@ -2296,6 +2338,7 @@
         "ENSG00000166343",
         "ENSG00000166347",
         "ENSG00000166352",
+        "ENSG00000166402",
         "ENSG00000166415",
         "ENSG00000166428",
         "ENSG00000166450",
@@ -2326,10 +2369,10 @@
         "ENSG00000166803",
         "ENSG00000166816",
         "ENSG00000166819",
+        "ENSG00000166840",
         "ENSG00000166845",
         "ENSG00000166847",
         "ENSG00000166851",
-        "ENSG00000166896",
         "ENSG00000166900",
         "ENSG00000166923",
         "ENSG00000166926",
@@ -2389,6 +2432,7 @@
         "ENSG00000168209",
         "ENSG00000168229",
         "ENSG00000168286",
+        "ENSG00000168303",
         "ENSG00000168306",
         "ENSG00000168309",
         "ENSG00000168329",
@@ -2405,7 +2449,6 @@
         "ENSG00000168496",
         "ENSG00000168497",
         "ENSG00000168542",
-        "ENSG00000168546",
         "ENSG00000168569",
         "ENSG00000168589",
         "ENSG00000168612",
@@ -2464,6 +2507,7 @@
         "ENSG00000169836",
         "ENSG00000169857",
         "ENSG00000169884",
+        "ENSG00000169891",
         "ENSG00000169896",
         "ENSG00000169908",
         "ENSG00000169989",
@@ -2493,14 +2537,16 @@
         "ENSG00000170476",
         "ENSG00000170482",
         "ENSG00000170509",
+        "ENSG00000170523",
         "ENSG00000170542",
         "ENSG00000170545",
         "ENSG00000170561",
         "ENSG00000170577",
         "ENSG00000170627",
         "ENSG00000170631",
-        "ENSG00000170681",
+        "ENSG00000170689",
         "ENSG00000170776",
+        "ENSG00000170786",
         "ENSG00000170791",
         "ENSG00000170801",
         "ENSG00000170836",
@@ -2533,7 +2579,6 @@
         "ENSG00000171566",
         "ENSG00000171574",
         "ENSG00000171606",
-        "ENSG00000171608",
         "ENSG00000171649",
         "ENSG00000171659",
         "ENSG00000171714",
@@ -2557,6 +2602,7 @@
         "ENSG00000172115",
         "ENSG00000172116",
         "ENSG00000172123",
+        "ENSG00000172156",
         "ENSG00000172183",
         "ENSG00000172209",
         "ENSG00000172215",
@@ -2603,6 +2649,7 @@
         "ENSG00000173705",
         "ENSG00000173706",
         "ENSG00000173825",
+        "ENSG00000173875",
         "ENSG00000173928",
         "ENSG00000173988",
         "ENSG00000174004",
@@ -2617,7 +2664,6 @@
         "ENSG00000174276",
         "ENSG00000174326",
         "ENSG00000174370",
-        "ENSG00000174371",
         "ENSG00000174428",
         "ENSG00000174437",
         "ENSG00000174483",
@@ -2635,12 +2681,14 @@
         "ENSG00000174837",
         "ENSG00000174842",
         "ENSG00000174871",
+        "ENSG00000174939",
         "ENSG00000174944",
         "ENSG00000174951",
         "ENSG00000174953",
         "ENSG00000175063",
         "ENSG00000175084",
         "ENSG00000175093",
+        "ENSG00000175121",
         "ENSG00000175166",
         "ENSG00000175183",
         "ENSG00000175197",
@@ -2686,6 +2734,7 @@
         "ENSG00000176396",
         "ENSG00000176399",
         "ENSG00000176401",
+        "ENSG00000176402",
         "ENSG00000176435",
         "ENSG00000176472",
         "ENSG00000176485",
@@ -2707,8 +2756,8 @@
         "ENSG00000177272",
         "ENSG00000177283",
         "ENSG00000177294",
+        "ENSG00000177303",
         "ENSG00000177383",
-        "ENSG00000177406",
         "ENSG00000177427",
         "ENSG00000177455",
         "ENSG00000177464",
@@ -2717,11 +2766,11 @@
         "ENSG00000177575",
         "ENSG00000177599",
         "ENSG00000177613",
-        "ENSG00000177628",
         "ENSG00000177728",
         "ENSG00000177757",
         "ENSG00000177822",
         "ENSG00000177842",
+        "ENSG00000177873",
         "ENSG00000177875",
         "ENSG00000177932",
         "ENSG00000177946",
@@ -2742,10 +2791,12 @@
         "ENSG00000178229",
         "ENSG00000178252",
         "ENSG00000178381",
+        "ENSG00000178404",
         "ENSG00000178445",
         "ENSG00000178460",
         "ENSG00000178498",
         "ENSG00000178562",
+        "ENSG00000178573",
         "ENSG00000178623",
         "ENSG00000178662",
         "ENSG00000178665",
@@ -2768,7 +2819,6 @@
         "ENSG00000179344",
         "ENSG00000179388",
         "ENSG00000179409",
-        "ENSG00000179476",
         "ENSG00000179520",
         "ENSG00000179532",
         "ENSG00000179546",
@@ -2786,6 +2836,7 @@
         "ENSG00000179941",
         "ENSG00000179988",
         "ENSG00000180035",
+        "ENSG00000180066",
         "ENSG00000180113",
         "ENSG00000180139",
         "ENSG00000180155",
@@ -2808,6 +2859,7 @@
         "ENSG00000180739",
         "ENSG00000180787",
         "ENSG00000180801",
+        "ENSG00000180806",
         "ENSG00000180828",
         "ENSG00000180855",
         "ENSG00000180879",
@@ -2907,7 +2959,6 @@
         "ENSG00000183765",
         "ENSG00000183813",
         "ENSG00000183833",
-        "ENSG00000183856",
         "ENSG00000183876",
         "ENSG00000183891",
         "ENSG00000183914",
@@ -2973,6 +3024,7 @@
         "ENSG00000185838",
         "ENSG00000185860",
         "ENSG00000185875",
+        "ENSG00000185885",
         "ENSG00000185897",
         "ENSG00000185963",
         "ENSG00000185985",
@@ -2992,7 +3044,6 @@
         "ENSG00000186281",
         "ENSG00000186300",
         "ENSG00000186310",
-        "ENSG00000186334",
         "ENSG00000186377",
         "ENSG00000186399",
         "ENSG00000186431",
@@ -3022,13 +3073,14 @@
         "ENSG00000186891",
         "ENSG00000186951",
         "ENSG00000186994",
+        "ENSG00000186998",
         "ENSG00000187037",
         "ENSG00000187098",
+        "ENSG00000187122",
         "ENSG00000187151",
         "ENSG00000187187",
         "ENSG00000187266",
         "ENSG00000187288",
-        "ENSG00000187372",
         "ENSG00000187474",
         "ENSG00000187513",
         "ENSG00000187546",
@@ -3066,6 +3118,7 @@
         "ENSG00000188368",
         "ENSG00000188385",
         "ENSG00000188404",
+        "ENSG00000188428",
         "ENSG00000188452",
         "ENSG00000188487",
         "ENSG00000188488",
@@ -3129,7 +3182,6 @@
         "ENSG00000196365",
         "ENSG00000196368",
         "ENSG00000196388",
-        "ENSG00000196411",
         "ENSG00000196422",
         "ENSG00000196458",
         "ENSG00000196459",
@@ -3138,7 +3190,6 @@
         "ENSG00000196584",
         "ENSG00000196611",
         "ENSG00000196616",
-        "ENSG00000196620",
         "ENSG00000196632",
         "ENSG00000196636",
         "ENSG00000196652",
@@ -3152,7 +3203,6 @@
         "ENSG00000196735",
         "ENSG00000196741",
         "ENSG00000196743",
-        "ENSG00000196787",
         "ENSG00000196812",
         "ENSG00000196860",
         "ENSG00000196867",
@@ -3184,21 +3234,19 @@
         "ENSG00000197279",
         "ENSG00000197291",
         "ENSG00000197296",
-        "ENSG00000197301",
         "ENSG00000197355",
         "ENSG00000197360",
         "ENSG00000197375",
         "ENSG00000197380",
         "ENSG00000197410",
         "ENSG00000197457",
-        "ENSG00000197479",
+        "ENSG00000197497",
         "ENSG00000197520",
         "ENSG00000197561",
         "ENSG00000197576",
         "ENSG00000197608",
         "ENSG00000197614",
         "ENSG00000197646",
-        "ENSG00000197734",
         "ENSG00000197748",
         "ENSG00000197766",
         "ENSG00000197769",
@@ -3208,9 +3256,9 @@
         "ENSG00000197860",
         "ENSG00000197870",
         "ENSG00000197880",
-        "ENSG00000197935",
         "ENSG00000197937",
         "ENSG00000197943",
+        "ENSG00000197953",
         "ENSG00000197959",
         "ENSG00000197992",
         "ENSG00000197993",
@@ -3241,7 +3289,6 @@
         "ENSG00000198523",
         "ENSG00000198551",
         "ENSG00000198553",
-        "ENSG00000198554",
         "ENSG00000198556",
         "ENSG00000198574",
         "ENSG00000198576",
@@ -3256,7 +3303,9 @@
         "ENSG00000198712",
         "ENSG00000198719",
         "ENSG00000198727",
+        "ENSG00000198743",
         "ENSG00000198746",
+        "ENSG00000198754",
         "ENSG00000198758",
         "ENSG00000198759",
         "ENSG00000198763",
@@ -3276,7 +3325,6 @@
         "ENSG00000198848",
         "ENSG00000198856",
         "ENSG00000198862",
-        "ENSG00000198870",
         "ENSG00000198873",
         "ENSG00000198886",
         "ENSG00000198888",
@@ -3289,7 +3337,6 @@
         "ENSG00000198938",
         "ENSG00000198944",
         "ENSG00000198959",
-        "ENSG00000203288",
         "ENSG00000203499",
         "ENSG00000203727",
         "ENSG00000203747",
@@ -3315,21 +3362,17 @@
         "ENSG00000204315",
         "ENSG00000204334",
         "ENSG00000204335",
-        "ENSG00000204351",
         "ENSG00000204381",
         "ENSG00000204386",
         "ENSG00000204389",
         "ENSG00000204396",
-        "ENSG00000204420",
         "ENSG00000204475",
         "ENSG00000204514",
         "ENSG00000204516",
-        "ENSG00000204588",
         "ENSG00000204599",
         "ENSG00000204682",
         "ENSG00000204758",
         "ENSG00000204767",
-        "ENSG00000204815",
         "ENSG00000204832",
         "ENSG00000204852",
         "ENSG00000204923",
@@ -3344,11 +3387,9 @@
         "ENSG00000205413",
         "ENSG00000205420",
         "ENSG00000205423",
-        "ENSG00000205426",
         "ENSG00000205502",
         "ENSG00000205542",
         "ENSG00000205560",
-        "ENSG00000205562",
         "ENSG00000205611",
         "ENSG00000205639",
         "ENSG00000205643",
@@ -3361,6 +3402,7 @@
         "ENSG00000205838",
         "ENSG00000205853",
         "ENSG00000206053",
+        "ENSG00000206073",
         "ENSG00000206140",
         "ENSG00000206417",
         "ENSG00000206432",
@@ -3368,11 +3410,7 @@
         "ENSG00000206560",
         "ENSG00000211445",
         "ENSG00000211448",
-        "ENSG00000211677",
-        "ENSG00000211679",
-        "ENSG00000211695",
-        "ENSG00000211829",
-        "ENSG00000212719",
+        "ENSG00000212694",
         "ENSG00000212907",
         "ENSG00000213088",
         "ENSG00000213190",
@@ -3385,7 +3423,6 @@
         "ENSG00000213593",
         "ENSG00000213626",
         "ENSG00000213694",
-        "ENSG00000213760",
         "ENSG00000213762",
         "ENSG00000213793",
         "ENSG00000213888",
@@ -3408,8 +3445,6 @@
         "ENSG00000215196",
         "ENSG00000215218",
         "ENSG00000215252",
-        "ENSG00000215256",
-        "ENSG00000215374",
         "ENSG00000215386",
         "ENSG00000215458",
         "ENSG00000215866",
@@ -3436,12 +3471,9 @@
         "ENSG00000223749",
         "ENSG00000223764",
         "ENSG00000223806",
-        "ENSG00000223865",
-        "ENSG00000223923",
         "ENSG00000223960",
         "ENSG00000224057",
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     "label_categories": [
@@ -4023,7 +4023,7 @@
         "plasma cell",
         "regulatory T cell",
         "smooth muscle cell",
-        "unassigned",
-        "vein endothelial cell"
+        "vein endothelial cell",
+        "unassigned"
     ]
 }

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