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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| skeletal muscle satellite cell | 91 | 0.98 | 0.98 | 0.99 | 0.96 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |\n| mesenchymal stem cell | 49 | 0.99 | 0.99 | 1.00 | 0.98 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 25 | 0.98 | 0.94 | 0.96 | 0.81 | 0.00 | 0.94 | 1.00 | 0.98 | 0.98 |\n| B cell | 13 | 0.96 | 0.77 | 0.90 | 0.78 | 0.00 | 0.78 | 0.92 | 0.96 | 0.96 |\n| macrophage | 5 | 0.91 | 0.75 | 1.00 | 0.29 | 0.00 | 0.83 | 0.91 | 0.91 | 0.91 |\n| T cell | 3 | 1.00 | 0.80 | 1.00 | 0.00 | 0.00 | 0.33 | 0.86 | 1.00 | 1.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| skeletal muscle satellite cell | 801 | 0.98 | 0.96 | 0.99 | 0.97 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| mesenchymal stem cell | 445 | 0.99 | 0.96 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 193 | 0.95 | 0.91 | 0.97 | 0.92 | 0.00 | 0.96 | 1.00 | 0.99 | 0.99 |\n| B cell | 110 | 0.92 | 0.80 | 0.95 | 0.83 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| macrophage | 71 | 0.88 | 0.73 | 0.96 | 0.72 | 0.00 | 0.92 | 0.98 | 0.99 | 0.95 |\n| T cell | 52 | 0.90 | 0.76 | 0.92 | 0.66 | 0.00 | 0.92 | 0.99 | 0.98 | 0.97 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| skeletal muscle satellite cell | 97 | 0.99 | 0.97 | 0.98 | 0.91 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| mesenchymal stem cell | 48 | 0.99 | 0.98 | 1.00 | 0.80 | 0.00 | 0.98 | 0.99 | 0.98 | 1.00 |\n| endothelial cell | 20 | 0.98 | 0.86 | 0.92 | 0.86 | 0.00 | 0.93 | 0.98 | 0.98 | 0.98 |\n| B cell | 9 | 0.89 | 0.82 | 0.95 | 0.84 | 0.00 | 0.95 | 1.00 | 0.95 | 0.95 |\n| macrophage | 7 | 0.86 | 0.73 | 1.00 | 0.73 | 0.00 | 0.86 | 1.00 | 1.00 | 1.00 |\n| T cell | 5 | 1.00 | 0.89 | 0.75 | 0.00 | 0.00 | 0.80 | 1.00 | 0.75 | 0.89 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| skeletal muscle satellite cell | 795 | 0.98 | 0.97 | 0.99 | 0.97 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| mesenchymal stem cell | 446 | 0.99 | 0.97 | 0.99 | 0.96 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 198 | 0.97 | 0.92 | 0.96 | 0.92 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| B cell | 114 | 0.95 | 0.83 | 0.93 | 0.80 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| macrophage | 69 | 0.92 | 0.74 | 0.92 | 0.73 | 0.00 | 0.89 | 0.99 | 0.99 | 0.98 |\n| T cell | 50 | 0.89 | 0.85 | 0.91 | 0.55 | 0.00 | 0.92 | 0.98 | 0.97 | 0.95 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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popv_output/predictions.csv

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-L5.D042180.3_10_M.1.1-1-1,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell of the bone marrow,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,8,mesenchymal stem cell,8,mesenchymal stem cell
-L6.D042180.3_10_M.1.1-1-1,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell of the bone marrow,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,8,mesenchymal stem cell,8,mesenchymal stem cell
-L7.MAA001454.3_38_F.1.1-1-1,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell of the bone marrow,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,8,mesenchymal stem cell,8,mesenchymal stem cell
-M10.B002762.3_39_F.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
+L4.B002762.3_39_F.1.1-1-1,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell of the bone marrow,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,8,mesenchymal stem cell,8,mesenchymal stem cell
+L6.D042180.3_10_M.1.1-1-1,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,skeletal muscle satellite cell,mesenchymal stem cell of the bone marrow,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,7,mesenchymal stem cell,7,mesenchymal stem cell
+L8.D042105.3_11_M.1.1-1-1,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,skeletal muscle satellite cell,mesenchymal stem cell of the bone marrow,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,mesenchymal stem cell,7,mesenchymal stem cell,7,mesenchymal stem cell
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-M15.D042105.3_11_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
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-M5.B002762.3_39_F.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-M7.B002762.3_39_F.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-M9.D042105.3_11_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
+M20.B002762.3_39_F.1.1-1-1,endothelial cell,skeletal muscle satellite cell,skeletal muscle satellite cell,mesenchymal stem cell,endothelial cell of uterus,mesenchymal stem cell,endothelial cell,endothelial cell,endothelial cell,4,endothelial cell,4,eukaryotic cell
+M20.D042105.3_11_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
+N12.D042105.3_11_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
 N13.D042105.3_11_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-N2.D042180.3_10_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-N21.D042105.3_11_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-N21.D042180.3_10_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-N3.D042180.3_10_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-O10.MAA001454.3_38_F.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-O11.B002762.3_39_F.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-O11.D042105.3_11_M.1.1-1-1,B cell,B cell,B cell,macrophage,lymph node mantle zone B cell,T cell,B cell,B cell,B cell,6,B cell,6,B cell
-O15.D042105.3_11_M.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,T cell,B cell,B cell,B cell,7,B cell,7,B cell
-O17.MAA001454.3_38_F.1.1-1-1,T cell,T cell,T cell,B cell,mature T cell,B cell,T cell,T cell,T cell,6,T cell,6,T cell
-O22.D042105.3_11_M.1.1-1-1,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
-O4.D042180.3_10_M.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-O7.B002762.3_39_F.1.1-1-1,T cell,T cell,T cell,macrophage,mature T cell,T cell,T cell,T cell,T cell,7,T cell,7,T cell
-O8.D042105.3_11_M.1.1-1-1,macrophage,macrophage,macrophage,endothelial cell,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,7,macrophage,7,macrophage
-O8.D042180.3_10_M.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-O9.D042180.3_10_M.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-P11.D042180.3_10_M.1.1-1-1,macrophage,macrophage,macrophage,skeletal muscle satellite cell,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,7,macrophage,7,macrophage
-P17.D042180.3_10_M.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-P17.MAA001454.3_38_F.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+N14.D042105.3_11_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
+N3.D042105.3_11_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
+O1.B002762.3_39_F.1.1-1-1,T cell,T cell,T cell,B cell,mature T cell,T cell,T cell,T cell,T cell,7,T cell,7,T cell
+O10.D042180.3_10_M.1.1-1-1,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
+O15.B002762.3_39_F.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+O22.D042180.3_10_M.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+O6.D042105.3_11_M.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+O7.D042105.3_11_M.1.1-1-1,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
+P16.B002762.3_39_F.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+P17.D042180.3_10_M.1.1-1-1,B cell,B cell,B cell,T cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,7,B cell,7,B cell
+P5.D042105.3_11_M.1.1-1-1,T cell,T cell,T cell,B cell,mature T cell,T cell,T cell,T cell,T cell,7,T cell,7,T cell
+P9.B002762.3_39_F.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell

preprocessing.json

@@ -10,7 +10,6 @@
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@@ -124,6 +123,7 @@
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@@ -302,10 +302,10 @@
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@@ -336,7 +336,6 @@
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@@ -386,6 +385,7 @@
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@@ -399,7 +399,6 @@
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@@ -414,6 +413,7 @@
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@@ -547,12 +549,13 @@
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@@ -580,6 +583,7 @@
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@@ -642,17 +646,16 @@
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@@ -712,6 +715,7 @@
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@@ -725,7 +729,6 @@
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@@ -737,6 +740,7 @@
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@@ -795,6 +799,7 @@
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@@ -850,6 +855,7 @@
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@@ -864,6 +870,7 @@
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@@ -886,9 +893,7 @@
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@@ -953,10 +958,10 @@
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@@ -1070,6 +1075,7 @@
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@@ -1081,12 +1087,12 @@
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@@ -1105,6 +1111,7 @@
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@@ -1176,7 +1183,6 @@
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@@ -1209,6 +1215,7 @@
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@@ -1301,10 +1308,8 @@
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@@ -1358,7 +1363,6 @@
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@@ -1382,7 +1386,6 @@
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@@ -1416,6 +1419,7 @@
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@@ -1522,6 +1526,7 @@
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@@ -1566,14 +1571,13 @@
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@@ -1604,11 +1608,9 @@
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@@ -1674,7 +1676,6 @@
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@@ -1719,7 +1720,6 @@
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-        "ENSMUSG00000027099",
         "ENSMUSG00000027104",
         "ENSMUSG00000027108",
         "ENSMUSG00000027109",
@@ -1737,13 +1737,13 @@
         "ENSMUSG00000027201",
         "ENSMUSG00000027203",
         "ENSMUSG00000027204",
+        "ENSMUSG00000027206",
         "ENSMUSG00000027215",
         "ENSMUSG00000027245",
         "ENSMUSG00000027247",
         "ENSMUSG00000027248",
         "ENSMUSG00000027255",
         "ENSMUSG00000027272",
-        "ENSMUSG00000027276",
         "ENSMUSG00000027282",
         "ENSMUSG00000027287",
         "ENSMUSG00000027288",
@@ -1789,6 +1789,7 @@
         "ENSMUSG00000027599",
         "ENSMUSG00000027602",
         "ENSMUSG00000027613",
+        "ENSMUSG00000027620",
         "ENSMUSG00000027634",
         "ENSMUSG00000027637",
         "ENSMUSG00000027639",
@@ -1813,19 +1814,20 @@
         "ENSMUSG00000027787",
         "ENSMUSG00000027797",
         "ENSMUSG00000027800",
-        "ENSMUSG00000027803",
         "ENSMUSG00000027804",
+        "ENSMUSG00000027806",
         "ENSMUSG00000027808",
         "ENSMUSG00000027809",
         "ENSMUSG00000027810",
         "ENSMUSG00000027829",
         "ENSMUSG00000027832",
+        "ENSMUSG00000027835",
         "ENSMUSG00000027848",
         "ENSMUSG00000027852",
-        "ENSMUSG00000027863",
         "ENSMUSG00000027864",
         "ENSMUSG00000027879",
         "ENSMUSG00000027881",
+        "ENSMUSG00000027882",
         "ENSMUSG00000027884",
         "ENSMUSG00000027893",
         "ENSMUSG00000027900",
@@ -1839,6 +1841,7 @@
         "ENSMUSG00000027981",
         "ENSMUSG00000027984",
         "ENSMUSG00000027998",
+        "ENSMUSG00000027999",
         "ENSMUSG00000028013",
         "ENSMUSG00000028015",
         "ENSMUSG00000028029",
@@ -1896,7 +1899,6 @@
         "ENSMUSG00000028378",
         "ENSMUSG00000028381",
         "ENSMUSG00000028398",
-        "ENSMUSG00000028402",
         "ENSMUSG00000028409",
         "ENSMUSG00000028410",
         "ENSMUSG00000028413",
@@ -1906,7 +1908,6 @@
         "ENSMUSG00000028436",
         "ENSMUSG00000028437",
         "ENSMUSG00000028447",
-        "ENSMUSG00000028452",
         "ENSMUSG00000028455",
         "ENSMUSG00000028461",
         "ENSMUSG00000028465",
@@ -2032,6 +2033,7 @@
         "ENSMUSG00000029106",
         "ENSMUSG00000029108",
         "ENSMUSG00000029110",
+        "ENSMUSG00000029119",
         "ENSMUSG00000029126",
         "ENSMUSG00000029131",
         "ENSMUSG00000029146",
@@ -2053,10 +2055,12 @@
         "ENSMUSG00000029229",
         "ENSMUSG00000029231",
         "ENSMUSG00000029233",
+        "ENSMUSG00000029234",
         "ENSMUSG00000029238",
         "ENSMUSG00000029247",
         "ENSMUSG00000029249",
         "ENSMUSG00000029250",
+        "ENSMUSG00000029267",
         "ENSMUSG00000029287",
         "ENSMUSG00000029290",
         "ENSMUSG00000029309",
@@ -2064,7 +2068,6 @@
         "ENSMUSG00000029313",
         "ENSMUSG00000029321",
         "ENSMUSG00000029322",
-        "ENSMUSG00000029328",
         "ENSMUSG00000029338",
         "ENSMUSG00000029344",
         "ENSMUSG00000029364",
@@ -2076,15 +2079,12 @@
         "ENSMUSG00000029405",
         "ENSMUSG00000029407",
         "ENSMUSG00000029413",
-        "ENSMUSG00000029415",
         "ENSMUSG00000029422",
         "ENSMUSG00000029426",
         "ENSMUSG00000029430",
         "ENSMUSG00000029432",
         "ENSMUSG00000029433",
         "ENSMUSG00000029440",
-        "ENSMUSG00000029447",
-        "ENSMUSG00000029455",
         "ENSMUSG00000029458",
         "ENSMUSG00000029461",
         "ENSMUSG00000029462",
@@ -2114,8 +2114,8 @@
         "ENSMUSG00000029621",
         "ENSMUSG00000029622",
         "ENSMUSG00000029623",
-        "ENSMUSG00000029632",
         "ENSMUSG00000029634",
+        "ENSMUSG00000029642",
         "ENSMUSG00000029648",
         "ENSMUSG00000029649",
         "ENSMUSG00000029655",
@@ -2192,7 +2192,6 @@
         "ENSMUSG00000030265",
         "ENSMUSG00000030272",
         "ENSMUSG00000030275",
-        "ENSMUSG00000030281",
         "ENSMUSG00000030282",
         "ENSMUSG00000030286",
         "ENSMUSG00000030287",
@@ -2232,7 +2231,6 @@
         "ENSMUSG00000030591",
         "ENSMUSG00000030595",
         "ENSMUSG00000030603",
-        "ENSMUSG00000030605",
         "ENSMUSG00000030615",
         "ENSMUSG00000030616",
         "ENSMUSG00000030619",
@@ -2253,6 +2251,7 @@
         "ENSMUSG00000030718",
         "ENSMUSG00000030732",
         "ENSMUSG00000030738",
+        "ENSMUSG00000030744",
         "ENSMUSG00000030748",
         "ENSMUSG00000030750",
         "ENSMUSG00000030751",
@@ -2286,7 +2285,6 @@
         "ENSMUSG00000030970",
         "ENSMUSG00000030978",
         "ENSMUSG00000030983",
-        "ENSMUSG00000031010",
         "ENSMUSG00000031012",
         "ENSMUSG00000031015",
         "ENSMUSG00000031021",
@@ -2311,6 +2309,7 @@
         "ENSMUSG00000031207",
         "ENSMUSG00000031226",
         "ENSMUSG00000031229",
+        "ENSMUSG00000031231",
         "ENSMUSG00000031232",
         "ENSMUSG00000031239",
         "ENSMUSG00000031245",
@@ -2319,6 +2318,7 @@
         "ENSMUSG00000031278",
         "ENSMUSG00000031299",
         "ENSMUSG00000031304",
+        "ENSMUSG00000031320",
         "ENSMUSG00000031328",
         "ENSMUSG00000031342",
         "ENSMUSG00000031347",
@@ -2335,7 +2335,6 @@
         "ENSMUSG00000031402",
         "ENSMUSG00000031403",
         "ENSMUSG00000031425",
-        "ENSMUSG00000031431",
         "ENSMUSG00000031432",
         "ENSMUSG00000031441",
         "ENSMUSG00000031451",
@@ -2358,10 +2357,10 @@
         "ENSMUSG00000031538",
         "ENSMUSG00000031545",
         "ENSMUSG00000031548",
-        "ENSMUSG00000031555",
         "ENSMUSG00000031556",
         "ENSMUSG00000031557",
         "ENSMUSG00000031563",
+        "ENSMUSG00000031565",
         "ENSMUSG00000031578",
         "ENSMUSG00000031584",
         "ENSMUSG00000031586",
@@ -2396,7 +2395,6 @@
         "ENSMUSG00000031796",
         "ENSMUSG00000031799",
         "ENSMUSG00000031807",
-        "ENSMUSG00000031812",
         "ENSMUSG00000031813",
         "ENSMUSG00000031818",
         "ENSMUSG00000031819",
@@ -2408,7 +2406,6 @@
         "ENSMUSG00000031839",
         "ENSMUSG00000031841",
         "ENSMUSG00000031848",
-        "ENSMUSG00000031858",
         "ENSMUSG00000031865",
         "ENSMUSG00000031871",
         "ENSMUSG00000031875",
@@ -2438,7 +2435,6 @@
         "ENSMUSG00000032026",
         "ENSMUSG00000032030",
         "ENSMUSG00000032035",
-        "ENSMUSG00000032038",
         "ENSMUSG00000032040",
         "ENSMUSG00000032046",
         "ENSMUSG00000032047",
@@ -2446,7 +2442,6 @@
         "ENSMUSG00000032051",
         "ENSMUSG00000032060",
         "ENSMUSG00000032078",
-        "ENSMUSG00000032085",
         "ENSMUSG00000032096",
         "ENSMUSG00000032097",
         "ENSMUSG00000032112",
@@ -2471,7 +2466,6 @@
         "ENSMUSG00000032249",
         "ENSMUSG00000032265",
         "ENSMUSG00000032271",
-        "ENSMUSG00000032279",
         "ENSMUSG00000032280",
         "ENSMUSG00000032288",
         "ENSMUSG00000032294",
@@ -2482,6 +2476,7 @@
         "ENSMUSG00000032316",
         "ENSMUSG00000032324",
         "ENSMUSG00000032328",
+        "ENSMUSG00000032330",
         "ENSMUSG00000032336",
         "ENSMUSG00000032349",
         "ENSMUSG00000032353",
@@ -2498,6 +2493,7 @@
         "ENSMUSG00000032405",
         "ENSMUSG00000032407",
         "ENSMUSG00000032411",
+        "ENSMUSG00000032412",
         "ENSMUSG00000032413",
         "ENSMUSG00000032423",
         "ENSMUSG00000032431",
@@ -2552,9 +2548,7 @@
         "ENSMUSG00000032870",
         "ENSMUSG00000032872",
         "ENSMUSG00000032897",
-        "ENSMUSG00000032902",
         "ENSMUSG00000032905",
-        "ENSMUSG00000032932",
         "ENSMUSG00000032959",
         "ENSMUSG00000032965",
         "ENSMUSG00000032966",
@@ -2588,7 +2582,6 @@
         "ENSMUSG00000033420",
         "ENSMUSG00000033423",
         "ENSMUSG00000033475",
-        "ENSMUSG00000033499",
         "ENSMUSG00000033538",
         "ENSMUSG00000033543",
         "ENSMUSG00000033544",
@@ -2623,6 +2616,7 @@
         "ENSMUSG00000034006",
         "ENSMUSG00000034024",
         "ENSMUSG00000034042",
+        "ENSMUSG00000034075",
         "ENSMUSG00000034083",
         "ENSMUSG00000034088",
         "ENSMUSG00000034101",
@@ -2705,6 +2699,7 @@
         "ENSMUSG00000035184",
         "ENSMUSG00000035202",
         "ENSMUSG00000035212",
+        "ENSMUSG00000035215",
         "ENSMUSG00000035227",
         "ENSMUSG00000035247",
         "ENSMUSG00000035248",
@@ -2742,6 +2737,7 @@
         "ENSMUSG00000035725",
         "ENSMUSG00000035726",
         "ENSMUSG00000035754",
+        "ENSMUSG00000035765",
         "ENSMUSG00000035781",
         "ENSMUSG00000035783",
         "ENSMUSG00000035804",
@@ -2760,7 +2756,6 @@
         "ENSMUSG00000036087",
         "ENSMUSG00000036093",
         "ENSMUSG00000036097",
-        "ENSMUSG00000036103",
         "ENSMUSG00000036104",
         "ENSMUSG00000036112",
         "ENSMUSG00000036138",
@@ -2776,11 +2771,11 @@
         "ENSMUSG00000036353",
         "ENSMUSG00000036371",
         "ENSMUSG00000036390",
+        "ENSMUSG00000036391",
         "ENSMUSG00000036398",
         "ENSMUSG00000036402",
         "ENSMUSG00000036427",
         "ENSMUSG00000036430",
-        "ENSMUSG00000036432",
         "ENSMUSG00000036438",
         "ENSMUSG00000036446",
         "ENSMUSG00000036461",
@@ -2792,7 +2787,6 @@
         "ENSMUSG00000036591",
         "ENSMUSG00000036594",
         "ENSMUSG00000036599",
-        "ENSMUSG00000036606",
         "ENSMUSG00000036632",
         "ENSMUSG00000036693",
         "ENSMUSG00000036707",
@@ -2800,6 +2794,7 @@
         "ENSMUSG00000036748",
         "ENSMUSG00000036751",
         "ENSMUSG00000036752",
+        "ENSMUSG00000036781",
         "ENSMUSG00000036782",
         "ENSMUSG00000036835",
         "ENSMUSG00000036850",
@@ -2835,7 +2830,6 @@
         "ENSMUSG00000037206",
         "ENSMUSG00000037211",
         "ENSMUSG00000037235",
-        "ENSMUSG00000037236",
         "ENSMUSG00000037242",
         "ENSMUSG00000037260",
         "ENSMUSG00000037266",
@@ -2846,7 +2840,6 @@
         "ENSMUSG00000037351",
         "ENSMUSG00000037361",
         "ENSMUSG00000037364",
-        "ENSMUSG00000037373",
         "ENSMUSG00000037379",
         "ENSMUSG00000037405",
         "ENSMUSG00000037408",
@@ -2898,7 +2891,6 @@
         "ENSMUSG00000038037",
         "ENSMUSG00000038056",
         "ENSMUSG00000038059",
-        "ENSMUSG00000038069",
         "ENSMUSG00000038095",
         "ENSMUSG00000038119",
         "ENSMUSG00000038127",
@@ -2906,10 +2898,13 @@
         "ENSMUSG00000038146",
         "ENSMUSG00000038160",
         "ENSMUSG00000038175",
+        "ENSMUSG00000038213",
         "ENSMUSG00000038235",
         "ENSMUSG00000038274",
         "ENSMUSG00000038286",
+        "ENSMUSG00000038301",
         "ENSMUSG00000038305",
+        "ENSMUSG00000038312",
         "ENSMUSG00000038324",
         "ENSMUSG00000038335",
         "ENSMUSG00000038342",
@@ -2926,13 +2921,13 @@
         "ENSMUSG00000038418",
         "ENSMUSG00000038429",
         "ENSMUSG00000038437",
+        "ENSMUSG00000038446",
         "ENSMUSG00000038462",
         "ENSMUSG00000038463",
         "ENSMUSG00000038467",
         "ENSMUSG00000038489",
         "ENSMUSG00000038502",
         "ENSMUSG00000038503",
-        "ENSMUSG00000038510",
         "ENSMUSG00000038518",
         "ENSMUSG00000038520",
         "ENSMUSG00000038521",
@@ -2952,7 +2947,6 @@
         "ENSMUSG00000038648",
         "ENSMUSG00000038650",
         "ENSMUSG00000038664",
-        "ENSMUSG00000038668",
         "ENSMUSG00000038671",
         "ENSMUSG00000038679",
         "ENSMUSG00000038683",
@@ -2972,11 +2966,11 @@
         "ENSMUSG00000038876",
         "ENSMUSG00000038886",
         "ENSMUSG00000038894",
+        "ENSMUSG00000038900",
         "ENSMUSG00000038914",
         "ENSMUSG00000038965",
         "ENSMUSG00000038991",
         "ENSMUSG00000039004",
-        "ENSMUSG00000039007",
         "ENSMUSG00000039016",
         "ENSMUSG00000039041",
         "ENSMUSG00000039047",
@@ -3006,6 +3000,7 @@
         "ENSMUSG00000039367",
         "ENSMUSG00000039384",
         "ENSMUSG00000039405",
+        "ENSMUSG00000039456",
         "ENSMUSG00000039473",
         "ENSMUSG00000039478",
         "ENSMUSG00000039497",
@@ -3014,6 +3009,7 @@
         "ENSMUSG00000039568",
         "ENSMUSG00000039607",
         "ENSMUSG00000039615",
+        "ENSMUSG00000039630",
         "ENSMUSG00000039640",
         "ENSMUSG00000039646",
         "ENSMUSG00000039671",
@@ -3064,10 +3060,10 @@
         "ENSMUSG00000040385",
         "ENSMUSG00000040407",
         "ENSMUSG00000040415",
-        "ENSMUSG00000040423",
         "ENSMUSG00000040430",
         "ENSMUSG00000040435",
         "ENSMUSG00000040451",
+        "ENSMUSG00000040459",
         "ENSMUSG00000040462",
         "ENSMUSG00000040463",
         "ENSMUSG00000040466",
@@ -3117,7 +3113,6 @@
         "ENSMUSG00000041120",
         "ENSMUSG00000041126",
         "ENSMUSG00000041133",
-        "ENSMUSG00000041189",
         "ENSMUSG00000041203",
         "ENSMUSG00000041241",
         "ENSMUSG00000041278",
@@ -3144,7 +3139,6 @@
         "ENSMUSG00000041645",
         "ENSMUSG00000041685",
         "ENSMUSG00000041697",
-        "ENSMUSG00000041720",
         "ENSMUSG00000041736",
         "ENSMUSG00000041740",
         "ENSMUSG00000041763",
@@ -3165,6 +3159,7 @@
         "ENSMUSG00000041959",
         "ENSMUSG00000041961",
         "ENSMUSG00000041974",
+        "ENSMUSG00000041997",
         "ENSMUSG00000042032",
         "ENSMUSG00000042043",
         "ENSMUSG00000042116",
@@ -3177,7 +3172,6 @@
         "ENSMUSG00000042254",
         "ENSMUSG00000042289",
         "ENSMUSG00000042298",
-        "ENSMUSG00000042312",
         "ENSMUSG00000042323",
         "ENSMUSG00000042354",
         "ENSMUSG00000042364",
@@ -3240,7 +3234,6 @@
         "ENSMUSG00000044252",
         "ENSMUSG00000044258",
         "ENSMUSG00000044337",
-        "ENSMUSG00000044408",
         "ENSMUSG00000044442",
         "ENSMUSG00000044477",
         "ENSMUSG00000044573",
@@ -3285,6 +3278,7 @@
         "ENSMUSG00000046402",
         "ENSMUSG00000046432",
         "ENSMUSG00000046447",
+        "ENSMUSG00000046516",
         "ENSMUSG00000046573",
         "ENSMUSG00000046668",
         "ENSMUSG00000046671",
@@ -3347,7 +3341,6 @@
         "ENSMUSG00000048546",
         "ENSMUSG00000048578",
         "ENSMUSG00000048583",
-        "ENSMUSG00000048701",
         "ENSMUSG00000048807",
         "ENSMUSG00000048832",
         "ENSMUSG00000048874",
@@ -3366,7 +3359,6 @@
         "ENSMUSG00000049516",
         "ENSMUSG00000049521",
         "ENSMUSG00000049550",
-        "ENSMUSG00000049580",
         "ENSMUSG00000049641",
         "ENSMUSG00000049658",
         "ENSMUSG00000049680",
@@ -3451,6 +3443,7 @@
         "ENSMUSG00000053253",
         "ENSMUSG00000053279",
         "ENSMUSG00000053291",
+        "ENSMUSG00000053293",
         "ENSMUSG00000053317",
         "ENSMUSG00000053329",
         "ENSMUSG00000053398",
@@ -3494,6 +3487,7 @@
         "ENSMUSG00000054717",
         "ENSMUSG00000054766",
         "ENSMUSG00000054808",
+        "ENSMUSG00000054823",
         "ENSMUSG00000054855",
         "ENSMUSG00000055013",
         "ENSMUSG00000055024",
@@ -3511,7 +3505,6 @@
         "ENSMUSG00000055322",
         "ENSMUSG00000055401",
         "ENSMUSG00000055436",
-        "ENSMUSG00000055447",
         "ENSMUSG00000055491",
         "ENSMUSG00000055531",
         "ENSMUSG00000055538",
@@ -3542,6 +3535,7 @@
         "ENSMUSG00000056492",
         "ENSMUSG00000056501",
         "ENSMUSG00000056515",
+        "ENSMUSG00000056537",
         "ENSMUSG00000056602",
         "ENSMUSG00000056608",
         "ENSMUSG00000056612",
@@ -3570,7 +3564,6 @@
         "ENSMUSG00000057411",
         "ENSMUSG00000057421",
         "ENSMUSG00000057440",
-        "ENSMUSG00000057522",
         "ENSMUSG00000057530",
         "ENSMUSG00000057531",
         "ENSMUSG00000057551",
@@ -3580,10 +3573,11 @@
         "ENSMUSG00000057666",
         "ENSMUSG00000057738",
         "ENSMUSG00000057858",
+        "ENSMUSG00000057863",
         "ENSMUSG00000058006",
-        "ENSMUSG00000058013",
         "ENSMUSG00000058076",
         "ENSMUSG00000058135",
+        "ENSMUSG00000058173",
         "ENSMUSG00000058240",
         "ENSMUSG00000058254",
         "ENSMUSG00000058267",
@@ -3638,6 +3632,7 @@
         "ENSMUSG00000059970",
         "ENSMUSG00000060002",
         "ENSMUSG00000060032",
+        "ENSMUSG00000060036",
         "ENSMUSG00000060063",
         "ENSMUSG00000060073",
         "ENSMUSG00000060126",
@@ -3646,6 +3641,7 @@
         "ENSMUSG00000060227",
         "ENSMUSG00000060261",
         "ENSMUSG00000060376",
+        "ENSMUSG00000060519",
         "ENSMUSG00000060538",
         "ENSMUSG00000060572",
         "ENSMUSG00000060586",
@@ -3673,7 +3669,6 @@
         "ENSMUSG00000061315",
         "ENSMUSG00000061353",
         "ENSMUSG00000061360",
-        "ENSMUSG00000061410",
         "ENSMUSG00000061474",
         "ENSMUSG00000061479",
         "ENSMUSG00000061535",
@@ -3709,13 +3704,14 @@
         "ENSMUSG00000062627",
         "ENSMUSG00000062762",
         "ENSMUSG00000062825",
-        "ENSMUSG00000062901",
+        "ENSMUSG00000062867",
         "ENSMUSG00000062908",
         "ENSMUSG00000062929",
         "ENSMUSG00000062960",
         "ENSMUSG00000062963",
         "ENSMUSG00000062980",
         "ENSMUSG00000062981",
+        "ENSMUSG00000062997",
         "ENSMUSG00000063065",
         "ENSMUSG00000063077",
         "ENSMUSG00000063200",
@@ -3757,6 +3753,7 @@
         "ENSMUSG00000066037",
         "ENSMUSG00000066149",
         "ENSMUSG00000066150",
+        "ENSMUSG00000066232",
         "ENSMUSG00000066306",
         "ENSMUSG00000066406",
         "ENSMUSG00000066551",
@@ -3800,6 +3797,7 @@
         "ENSMUSG00000069729",
         "ENSMUSG00000069744",
         "ENSMUSG00000069763",
+        "ENSMUSG00000069769",
         "ENSMUSG00000069874",
         "ENSMUSG00000070003",
         "ENSMUSG00000070034",
@@ -3820,6 +3818,7 @@
         "ENSMUSG00000071180",
         "ENSMUSG00000071359",
         "ENSMUSG00000071379",
+        "ENSMUSG00000071451",
         "ENSMUSG00000071533",
         "ENSMUSG00000071637",
         "ENSMUSG00000071646",
@@ -3873,15 +3872,17 @@
         "ENSMUSG00000074305",
         "ENSMUSG00000074364",
         "ENSMUSG00000074457",
-        "ENSMUSG00000074643",
         "ENSMUSG00000074743",
         "ENSMUSG00000074746",
         "ENSMUSG00000074748",
+        "ENSMUSG00000074781",
         "ENSMUSG00000074794",
         "ENSMUSG00000074825",
         "ENSMUSG00000074884",
         "ENSMUSG00000074886",
         "ENSMUSG00000074971",
+        "ENSMUSG00000075284",
+        "ENSMUSG00000075467",
         "ENSMUSG00000075486",
         "ENSMUSG00000075528",
         "ENSMUSG00000075602",
@@ -3910,22 +3911,22 @@
         "ENSMUSG00000078713",
         "ENSMUSG00000078765",
         "ENSMUSG00000078812",
-        "ENSMUSG00000078813",
         "ENSMUSG00000078853",
         "ENSMUSG00000078919",
         "ENSMUSG00000079017",
         "ENSMUSG00000079018",
         "ENSMUSG00000079037",
+        "ENSMUSG00000079084",
         "ENSMUSG00000079197",
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