popV version: 0.6.0

.gitattributes

@@ -35,3 +35,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 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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README.md

@@ -1,50 +0,0 @@
----
-library_name: popV
-license: cc-by-4.0
-tags:
-- biology
-- genomics
-- single-cell
-- anndata_version:0.11.3
-- python_version:3.11.12
-- popV
-- 'tissue: brain'
----
-
-Popular Vote (popV) model for automated cell type annotation of single-cell RNA-seq data. We provide here pretrained models
-for plug-in use in your own analysis.
-Follow our [tutorial](https://github.com/YosefLab/popV/blob/main/tabula_sapiens_tutorial.ipynb) to learn how to use the model for cell type annotation.
-
-# Model description
-
-Ageing is characterized by a progressive loss of physiological integrity, leading to impaired function and increased vulnerability to death. Despite rapid advances over recent years, many of the molecular and cellular processes that underlie the progressive loss of healthy physiology are poorly understood. To gain a better insight into these processes, here we generate a single-cell transcriptomic atlas across the lifespan of Mus musculus that includes data from 23 tissues and organs. We found cell-specific changes occurring across multiple cell types and organs, as well as age-related changes in the cellular composition of different organs. Using single-cell transcriptomic data, we assessed cell-type-specific manifestations of different hallmarks of ageing—such as senescence, genomic instability and changes in the immune system. This transcriptomic atlas—which we denote Tabula Muris Senis, or ‘Mouse Ageing Cell Atlas’—provides molecular information about how the most important hallmarks of ageing are reflected in a broad range of tissues and cell types.
-
-**Link to CELLxGENE**:
-Link to the [data](https://cellxgene.cziscience.com/e/c08f8441-4a10-4748-872a-e70c0bcccdba.cxg/) in the CELLxGENE browser for interactive exploration of the data and download of the source data.
-
-**Training Code URL**:
-Not provided by uploader.
-
-# Metrics
-
-We provide here accuracies for each of the experts and the ensemble model. The validation set accuracies are
-computed on a 10% random subset of the data that was not used for training.
-
-| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| microglial cell | 1306 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
-| macrophage | 36 | 1.00 | 0.99 | 0.99 | 0.86 | 0.00 | 0.71 | 0.92 | 0.90 | 1.00 |
-
-The train accuracies are computed on the training data.
-
-| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| microglial cell | 11824 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
-| macrophage | 251 | 0.98 | 0.98 | 0.98 | 0.85 | 0.00 | 0.67 | 0.92 | 0.86 | 0.97 |
-
-</details>
-
-
-# References
-
-A single-cell transcriptomic atlas characterizes ageing tissues in the mouse, The Tabula Muris Consortium, Nicole Almanzar, Jane Antony, Ankit S. Baghel, Isaac Bakerman, Ishita Bansal, Ben A. Barres, Philip A. Beachy, Daniela Berdnik, Biter Bilen, Douglas Brownfield, Corey Cain, Charles K. F. Chan, Michelle B. Chen, Michael F. Clarke, Stephanie D. Conley, Spyros Darmanis, Aaron Demers, Kubilay Demir, Antoine de Morree, Tessa Divita, Haley du Bois, Hamid Ebadi, F. Hernán Espinoza, Matt Fish, Qiang Gan, Benson M. George, Astrid Gillich, Rafael Gòmez-Sjöberg, Foad Green, Geraldine Genetiano, Xueying Gu, Gunsagar S. Gulati, Oliver Hahn, Michael Seamus Haney, Yan Hang, Lincoln Harris, Mu He, Shayan Hosseinzadeh, Albin Huang, Kerwyn Casey Huang, Tal Iram, Taichi Isobe, Feather Ives, Robert C. Jones, Kevin S. Kao, Jim Karkanias, Guruswamy Karnam, Andreas Keller, Aaron M. Kershner, Nathalie Khoury, Seung K. Kim, Bernhard M. Kiss, William Kong, Mark A. Krasnow, Maya E. Kumar, Christin S. Kuo, Jonathan Lam, Davis P. Lee, Song E. Lee, Benoit Lehallier, Olivia Leventhal, Guang Li, Qingyun Li, Ling Liu, Annie Lo, Wan-Jin Lu, Maria F. Lugo-Fagundo, Anoop Manjunath, Andrew P. May, Ashley Maynard, Aaron McGeever, Marina McKay, M. Windy McNerney, Bryan Merrill, Ross J. Metzger, Marco Mignardi, Dullei Min, Ahmad N. Nabhan, Norma F. Neff, Katharine M. Ng, Patricia K. Nguyen, Joseph Noh, Roel Nusse, Róbert Pálovics, Rasika Patkar, Weng Chuan Peng, Lolita Penland, Angela Oliveira Pisco, Katherine Pollard, Robert Puccinelli, Zhen Qi, Stephen R. Quake, Thomas A. Rando, Eric J. Rulifson, Nicholas Schaum, Joe M. Segal, Shaheen S. Sikandar, Rahul Sinha, Rene V. Sit, Justin Sonnenburg, Daniel Staehli, Krzysztof Szade, Michelle Tan, Weilun Tan, Cristina Tato, Krissie Tellez, Laughing Bear Torrez Dulgeroff, Kyle J. Travaglini, Carolina Tropini, Margaret Tsui, Lucas Waldburger, Bruce M. Wang, Linda J. van Weele, Kenneth Weinberg, Irving L. Weissman, Michael N. Wosczyna, Sean M. Wu, Tony Wyss-Coray, Jinyi Xiang, Soso Xue, Kevin A. Yamauchi, Andrew C. Yang, Lakshmi P. Yerra, Justin Youngyunpipatkul, Brian Yu, Fabio Zanini, Macy E. Zardeneta, Alexander Zee, Chunyu Zhao, Fan Zhang, Hui Zhang, Martin Jinye Zhang, Lu Zhou, James Zou; Nature, doi: https://doi.org/10.1038/s41586-020-2496-1

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| microglial cell | 1306 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| macrophage | 36 | 1.00 | 0.99 | 0.99 | 0.86 | 0.00 | 0.71 | 0.92 | 0.90 | 1.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| microglial cell | 11824 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| macrophage | 251 | 0.98 | 0.98 | 0.98 | 0.85 | 0.00 | 0.67 | 0.92 | 0.86 | 0.97 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| microglial cell | 1307 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| macrophage | 35 | 0.90 | 0.99 | 1.00 | 0.93 | 0.00 | 0.75 | 0.90 | 0.84 | 0.95 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| microglial cell | 11823 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| macrophage | 252 | 0.91 | 0.98 | 0.98 | 0.96 | 0.00 | 0.65 | 0.94 | 0.81 | 0.95 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib → faiss_index.index

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scvi_knn_classifier.joblib → harmony_knn_classifier.index

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metadata.json

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-{
-    "popv_version": "0.5.3",
-    "anndata_version": "0.11.3",
-    "setup_dict": {
-        "ref_labels_key": "popv_labels",
-        "ref_batch_key": "batch_key",
-        "unknown_celltype_label": "unassigned"
-    },
-    "prediction_keys": [
-        "popv_celltypist_prediction",
-        "popv_knn_bbknn_prediction",
-        "popv_knn_harmony_prediction",
-        "popv_knn_on_scvi_prediction",
-        "popv_onclass_prediction",
-        "popv_scanvi_prediction",
-        "popv_svm_prediction",
-        "popv_xgboost_prediction"
-    ],
-    "method_kwargs": {},
-    "methods": [
-        "CELLTYPIST",
-        "KNN_BBKNN",
-        "KNN_HARMONY",
-        "KNN_SCVI",
-        "ONCLASS",
-        "SCANVI_POPV",
-        "Support_Vector",
-        "XGboost"
-    ],
-    "cellxgene_url": "https://cellxgene.cziscience.com/e/c08f8441-4a10-4748-872a-e70c0bcccdba.cxg/"
-}

minified_ref_adata.h5ad

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preprocessing.json

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         "ENSMUSG00000021474",
         "ENSMUSG00000021476",
         "ENSMUSG00000021481",
         "ENSMUSG00000021486",
-        "ENSMUSG00000021495",
         "ENSMUSG00000021501",
         "ENSMUSG00000021504",
         "ENSMUSG00000021508",
@@ -801,6 +793,7 @@
         "ENSMUSG00000021537",
         "ENSMUSG00000021540",
         "ENSMUSG00000021548",
+        "ENSMUSG00000021550",
         "ENSMUSG00000021552",
         "ENSMUSG00000021555",
         "ENSMUSG00000021576",
@@ -823,8 +816,8 @@
         "ENSMUSG00000021703",
         "ENSMUSG00000021704",
         "ENSMUSG00000021728",
+        "ENSMUSG00000021737",
         "ENSMUSG00000021748",
-        "ENSMUSG00000021749",
         "ENSMUSG00000021756",
         "ENSMUSG00000021759",
         "ENSMUSG00000021767",
@@ -860,10 +853,10 @@
         "ENSMUSG00000021958",
         "ENSMUSG00000021959",
         "ENSMUSG00000021962",
+        "ENSMUSG00000021963",
         "ENSMUSG00000021972",
         "ENSMUSG00000021978",
         "ENSMUSG00000021986",
-        "ENSMUSG00000022000",
         "ENSMUSG00000022008",
         "ENSMUSG00000022010",
         "ENSMUSG00000022018",
@@ -885,6 +878,7 @@
         "ENSMUSG00000022139",
         "ENSMUSG00000022141",
         "ENSMUSG00000022142",
+        "ENSMUSG00000022148",
         "ENSMUSG00000022150",
         "ENSMUSG00000022159",
         "ENSMUSG00000022160",
@@ -892,6 +886,7 @@
         "ENSMUSG00000022178",
         "ENSMUSG00000022184",
         "ENSMUSG00000022199",
+        "ENSMUSG00000022204",
         "ENSMUSG00000022205",
         "ENSMUSG00000022210",
         "ENSMUSG00000022216",
@@ -905,6 +900,7 @@
         "ENSMUSG00000022265",
         "ENSMUSG00000022270",
         "ENSMUSG00000022272",
+        "ENSMUSG00000022292",
         "ENSMUSG00000022295",
         "ENSMUSG00000022300",
         "ENSMUSG00000022305",
@@ -935,6 +931,7 @@
         "ENSMUSG00000022436",
         "ENSMUSG00000022437",
         "ENSMUSG00000022438",
+        "ENSMUSG00000022442",
         "ENSMUSG00000022443",
         "ENSMUSG00000022451",
         "ENSMUSG00000022453",
@@ -950,6 +947,7 @@
         "ENSMUSG00000022505",
         "ENSMUSG00000022514",
         "ENSMUSG00000022516",
+        "ENSMUSG00000022526",
         "ENSMUSG00000022528",
         "ENSMUSG00000022540",
         "ENSMUSG00000022546",
@@ -963,6 +961,7 @@
         "ENSMUSG00000022561",
         "ENSMUSG00000022562",
         "ENSMUSG00000022565",
+        "ENSMUSG00000022571",
         "ENSMUSG00000022574",
         "ENSMUSG00000022584",
         "ENSMUSG00000022587",
@@ -979,6 +978,7 @@
         "ENSMUSG00000022661",
         "ENSMUSG00000022667",
         "ENSMUSG00000022671",
+        "ENSMUSG00000022673",
         "ENSMUSG00000022679",
         "ENSMUSG00000022680",
         "ENSMUSG00000022681",
@@ -995,6 +995,7 @@
         "ENSMUSG00000022801",
         "ENSMUSG00000022807",
         "ENSMUSG00000022814",
+        "ENSMUSG00000022827",
         "ENSMUSG00000022844",
         "ENSMUSG00000022853",
         "ENSMUSG00000022864",
@@ -1005,6 +1006,7 @@
         "ENSMUSG00000022911",
         "ENSMUSG00000022940",
         "ENSMUSG00000022946",
+        "ENSMUSG00000022947",
         "ENSMUSG00000022948",
         "ENSMUSG00000022957",
         "ENSMUSG00000022960",
@@ -1030,11 +1032,13 @@
         "ENSMUSG00000023104",
         "ENSMUSG00000023106",
         "ENSMUSG00000023147",
+        "ENSMUSG00000023153",
         "ENSMUSG00000023175",
         "ENSMUSG00000023186",
         "ENSMUSG00000023206",
         "ENSMUSG00000023224",
         "ENSMUSG00000023249",
+        "ENSMUSG00000023277",
         "ENSMUSG00000023328",
         "ENSMUSG00000023330",
         "ENSMUSG00000023348",
@@ -1042,6 +1046,7 @@
         "ENSMUSG00000023367",
         "ENSMUSG00000023452",
         "ENSMUSG00000023571",
+        "ENSMUSG00000023572",
         "ENSMUSG00000023707",
         "ENSMUSG00000023723",
         "ENSMUSG00000023827",
@@ -1085,6 +1090,7 @@
         "ENSMUSG00000024158",
         "ENSMUSG00000024160",
         "ENSMUSG00000024163",
+        "ENSMUSG00000024164",
         "ENSMUSG00000024168",
         "ENSMUSG00000024169",
         "ENSMUSG00000024177",
@@ -1131,12 +1137,15 @@
         "ENSMUSG00000024516",
         "ENSMUSG00000024525",
         "ENSMUSG00000024530",
+        "ENSMUSG00000024533",
         "ENSMUSG00000024539",
         "ENSMUSG00000024544",
+        "ENSMUSG00000024563",
         "ENSMUSG00000024566",
         "ENSMUSG00000024570",
         "ENSMUSG00000024576",
         "ENSMUSG00000024583",
+        "ENSMUSG00000024587",
         "ENSMUSG00000024590",
         "ENSMUSG00000024592",
         "ENSMUSG00000024594",
@@ -1150,7 +1159,6 @@
         "ENSMUSG00000024661",
         "ENSMUSG00000024663",
         "ENSMUSG00000024664",
-        "ENSMUSG00000024666",
         "ENSMUSG00000024667",
         "ENSMUSG00000024668",
         "ENSMUSG00000024675",
@@ -1181,7 +1189,7 @@
         "ENSMUSG00000024854",
         "ENSMUSG00000024856",
         "ENSMUSG00000024875",
-        "ENSMUSG00000024885",
+        "ENSMUSG00000024878",
         "ENSMUSG00000024896",
         "ENSMUSG00000024900",
         "ENSMUSG00000024906",
@@ -1202,6 +1210,7 @@
         "ENSMUSG00000024974",
         "ENSMUSG00000024975",
         "ENSMUSG00000024985",
+        "ENSMUSG00000024990",
         "ENSMUSG00000024997",
         "ENSMUSG00000025006",
         "ENSMUSG00000025008",
@@ -1212,6 +1221,7 @@
         "ENSMUSG00000025058",
         "ENSMUSG00000025064",
         "ENSMUSG00000025066",
+        "ENSMUSG00000025077",
         "ENSMUSG00000025086",
         "ENSMUSG00000025134",
         "ENSMUSG00000025135",
@@ -1268,6 +1278,7 @@
         "ENSMUSG00000025499",
         "ENSMUSG00000025503",
         "ENSMUSG00000025505",
+        "ENSMUSG00000025507",
         "ENSMUSG00000025510",
         "ENSMUSG00000025511",
         "ENSMUSG00000025512",
@@ -1281,6 +1292,7 @@
         "ENSMUSG00000025584",
         "ENSMUSG00000025591",
         "ENSMUSG00000025616",
+        "ENSMUSG00000025630",
         "ENSMUSG00000025645",
         "ENSMUSG00000025651",
         "ENSMUSG00000025702",
@@ -1291,8 +1303,8 @@
         "ENSMUSG00000025736",
         "ENSMUSG00000025746",
         "ENSMUSG00000025757",
+        "ENSMUSG00000025781",
         "ENSMUSG00000025791",
-        "ENSMUSG00000025792",
         "ENSMUSG00000025794",
         "ENSMUSG00000025804",
         "ENSMUSG00000025816",
@@ -1318,6 +1330,7 @@
         "ENSMUSG00000026021",
         "ENSMUSG00000026028",
         "ENSMUSG00000026043",
+        "ENSMUSG00000026048",
         "ENSMUSG00000026069",
         "ENSMUSG00000026088",
         "ENSMUSG00000026094",
@@ -1330,6 +1343,7 @@
         "ENSMUSG00000026171",
         "ENSMUSG00000026172",
         "ENSMUSG00000026176",
+        "ENSMUSG00000026187",
         "ENSMUSG00000026189",
         "ENSMUSG00000026192",
         "ENSMUSG00000026197",
@@ -1357,7 +1371,6 @@
         "ENSMUSG00000026374",
         "ENSMUSG00000026385",
         "ENSMUSG00000026393",
-        "ENSMUSG00000026404",
         "ENSMUSG00000026407",
         "ENSMUSG00000026409",
         "ENSMUSG00000026411",
@@ -1382,6 +1395,7 @@
         "ENSMUSG00000026547",
         "ENSMUSG00000026548",
         "ENSMUSG00000026553",
+        "ENSMUSG00000026564",
         "ENSMUSG00000026566",
         "ENSMUSG00000026568",
         "ENSMUSG00000026576",
@@ -1393,8 +1407,6 @@
         "ENSMUSG00000026628",
         "ENSMUSG00000026648",
         "ENSMUSG00000026649",
-        "ENSMUSG00000026655",
-        "ENSMUSG00000026664",
         "ENSMUSG00000026667",
         "ENSMUSG00000026672",
         "ENSMUSG00000026694",
@@ -1411,7 +1423,9 @@
         "ENSMUSG00000026737",
         "ENSMUSG00000026739",
         "ENSMUSG00000026749",
+        "ENSMUSG00000026750",
         "ENSMUSG00000026754",
+        "ENSMUSG00000026755",
         "ENSMUSG00000026761",
         "ENSMUSG00000026773",
         "ENSMUSG00000026775",
@@ -1430,13 +1444,13 @@
         "ENSMUSG00000026832",
         "ENSMUSG00000026833",
         "ENSMUSG00000026836",
-        "ENSMUSG00000026842",
         "ENSMUSG00000026848",
         "ENSMUSG00000026849",
         "ENSMUSG00000026851",
         "ENSMUSG00000026854",
         "ENSMUSG00000026857",
         "ENSMUSG00000026858",
+        "ENSMUSG00000026860",
         "ENSMUSG00000026864",
         "ENSMUSG00000026869",
         "ENSMUSG00000026872",
@@ -1477,17 +1491,16 @@
         "ENSMUSG00000027175",
         "ENSMUSG00000027185",
         "ENSMUSG00000027189",
-        "ENSMUSG00000027200",
         "ENSMUSG00000027203",
         "ENSMUSG00000027222",
         "ENSMUSG00000027230",
+        "ENSMUSG00000027273",
         "ENSMUSG00000027274",
         "ENSMUSG00000027276",
-        "ENSMUSG00000027285",
         "ENSMUSG00000027287",
-        "ENSMUSG00000027291",
         "ENSMUSG00000027303",
         "ENSMUSG00000027309",
+        "ENSMUSG00000027327",
         "ENSMUSG00000027332",
         "ENSMUSG00000027340",
         "ENSMUSG00000027349",
@@ -1495,7 +1508,6 @@
         "ENSMUSG00000027371",
         "ENSMUSG00000027381",
         "ENSMUSG00000027384",
-        "ENSMUSG00000027387",
         "ENSMUSG00000027394",
         "ENSMUSG00000027395",
         "ENSMUSG00000027397",
@@ -1525,6 +1537,7 @@
         "ENSMUSG00000027531",
         "ENSMUSG00000027534",
         "ENSMUSG00000027540",
+        "ENSMUSG00000027544",
         "ENSMUSG00000027546",
         "ENSMUSG00000027552",
         "ENSMUSG00000027562",
@@ -1543,7 +1556,6 @@
         "ENSMUSG00000027671",
         "ENSMUSG00000027673",
         "ENSMUSG00000027680",
-        "ENSMUSG00000027695",
         "ENSMUSG00000027698",
         "ENSMUSG00000027706",
         "ENSMUSG00000027710",
@@ -1554,7 +1566,6 @@
         "ENSMUSG00000027770",
         "ENSMUSG00000027775",
         "ENSMUSG00000027800",
-        "ENSMUSG00000027803",
         "ENSMUSG00000027805",
         "ENSMUSG00000027806",
         "ENSMUSG00000027809",
@@ -1569,6 +1580,7 @@
         "ENSMUSG00000027876",
         "ENSMUSG00000027879",
         "ENSMUSG00000027890",
+        "ENSMUSG00000027900",
         "ENSMUSG00000027907",
         "ENSMUSG00000027933",
         "ENSMUSG00000027940",
@@ -1583,11 +1595,13 @@
         "ENSMUSG00000027999",
         "ENSMUSG00000028007",
         "ENSMUSG00000028010",
+        "ENSMUSG00000028013",
         "ENSMUSG00000028018",
-        "ENSMUSG00000028041",
         "ENSMUSG00000028042",
         "ENSMUSG00000028044",
+        "ENSMUSG00000028048",
         "ENSMUSG00000028059",
+        "ENSMUSG00000028060",
         "ENSMUSG00000028063",
         "ENSMUSG00000028064",
         "ENSMUSG00000028066",
@@ -1600,12 +1614,14 @@
         "ENSMUSG00000028102",
         "ENSMUSG00000028108",
         "ENSMUSG00000028126",
+        "ENSMUSG00000028128",
         "ENSMUSG00000028134",
         "ENSMUSG00000028136",
         "ENSMUSG00000028145",
         "ENSMUSG00000028149",
         "ENSMUSG00000028173",
         "ENSMUSG00000028180",
+        "ENSMUSG00000028184",
         "ENSMUSG00000028199",
         "ENSMUSG00000028211",
         "ENSMUSG00000028214",
@@ -1613,7 +1629,6 @@
         "ENSMUSG00000028229",
         "ENSMUSG00000028232",
         "ENSMUSG00000028243",
-        "ENSMUSG00000028249",
         "ENSMUSG00000028251",
         "ENSMUSG00000028256",
         "ENSMUSG00000028270",
@@ -1670,6 +1685,7 @@
         "ENSMUSG00000028649",
         "ENSMUSG00000028651",
         "ENSMUSG00000028653",
+        "ENSMUSG00000028656",
         "ENSMUSG00000028669",
         "ENSMUSG00000028676",
         "ENSMUSG00000028680",
@@ -1689,6 +1705,7 @@
         "ENSMUSG00000028795",
         "ENSMUSG00000028797",
         "ENSMUSG00000028800",
+        "ENSMUSG00000028811",
         "ENSMUSG00000028832",
         "ENSMUSG00000028837",
         "ENSMUSG00000028840",
@@ -1708,6 +1725,7 @@
         "ENSMUSG00000028923",
         "ENSMUSG00000028926",
         "ENSMUSG00000028927",
+        "ENSMUSG00000028932",
         "ENSMUSG00000028937",
         "ENSMUSG00000028944",
         "ENSMUSG00000028949",
@@ -1746,7 +1764,6 @@
         "ENSMUSG00000029145",
         "ENSMUSG00000029175",
         "ENSMUSG00000029177",
-        "ENSMUSG00000029186",
         "ENSMUSG00000029198",
         "ENSMUSG00000029199",
         "ENSMUSG00000029204",
@@ -1757,7 +1774,6 @@
         "ENSMUSG00000029249",
         "ENSMUSG00000029253",
         "ENSMUSG00000029270",
-        "ENSMUSG00000029276",
         "ENSMUSG00000029291",
         "ENSMUSG00000029298",
         "ENSMUSG00000029299",
@@ -1769,7 +1785,6 @@
         "ENSMUSG00000029343",
         "ENSMUSG00000029346",
         "ENSMUSG00000029368",
-        "ENSMUSG00000029387",
         "ENSMUSG00000029388",
         "ENSMUSG00000029389",
         "ENSMUSG00000029392",
@@ -1789,6 +1804,7 @@
         "ENSMUSG00000029482",
         "ENSMUSG00000029484",
         "ENSMUSG00000029486",
+        "ENSMUSG00000029490",
         "ENSMUSG00000029501",
         "ENSMUSG00000029507",
         "ENSMUSG00000029521",
@@ -1797,10 +1813,10 @@
         "ENSMUSG00000029545",
         "ENSMUSG00000029547",
         "ENSMUSG00000029551",
+        "ENSMUSG00000029552",
         "ENSMUSG00000029557",
         "ENSMUSG00000029559",
         "ENSMUSG00000029560",
-        "ENSMUSG00000029561",
         "ENSMUSG00000029575",
         "ENSMUSG00000029578",
         "ENSMUSG00000029580",
@@ -1881,7 +1897,6 @@
         "ENSMUSG00000030256",
         "ENSMUSG00000030263",
         "ENSMUSG00000030265",
-        "ENSMUSG00000030269",
         "ENSMUSG00000030271",
         "ENSMUSG00000030272",
         "ENSMUSG00000030275",
@@ -1890,6 +1905,7 @@
         "ENSMUSG00000030298",
         "ENSMUSG00000030304",
         "ENSMUSG00000030319",
+        "ENSMUSG00000030322",
         "ENSMUSG00000030323",
         "ENSMUSG00000030330",
         "ENSMUSG00000030335",
@@ -1897,7 +1913,6 @@
         "ENSMUSG00000030337",
         "ENSMUSG00000030342",
         "ENSMUSG00000030347",
-        "ENSMUSG00000030352",
         "ENSMUSG00000030397",
         "ENSMUSG00000030403",
         "ENSMUSG00000030413",
@@ -1905,6 +1920,7 @@
         "ENSMUSG00000030431",
         "ENSMUSG00000030432",
         "ENSMUSG00000030447",
+        "ENSMUSG00000030451",
         "ENSMUSG00000030468",
         "ENSMUSG00000030471",
         "ENSMUSG00000030486",
@@ -1918,7 +1934,6 @@
         "ENSMUSG00000030534",
         "ENSMUSG00000030536",
         "ENSMUSG00000030545",
-        "ENSMUSG00000030556",
         "ENSMUSG00000030579",
         "ENSMUSG00000030583",
         "ENSMUSG00000030588",
@@ -1938,13 +1953,14 @@
         "ENSMUSG00000030674",
         "ENSMUSG00000030680",
         "ENSMUSG00000030689",
+        "ENSMUSG00000030695",
         "ENSMUSG00000030697",
         "ENSMUSG00000030699",
         "ENSMUSG00000030701",
         "ENSMUSG00000030706",
+        "ENSMUSG00000030707",
         "ENSMUSG00000030711",
         "ENSMUSG00000030714",
-        "ENSMUSG00000030717",
         "ENSMUSG00000030725",
         "ENSMUSG00000030727",
         "ENSMUSG00000030731",
@@ -1972,25 +1988,22 @@
         "ENSMUSG00000030930",
         "ENSMUSG00000030934",
         "ENSMUSG00000030946",
-        "ENSMUSG00000030956",
         "ENSMUSG00000030966",
         "ENSMUSG00000030979",
         "ENSMUSG00000030983",
+        "ENSMUSG00000030990",
         "ENSMUSG00000030994",
-        "ENSMUSG00000031007",
         "ENSMUSG00000031012",
         "ENSMUSG00000031065",
         "ENSMUSG00000031066",
         "ENSMUSG00000031068",
         "ENSMUSG00000031077",
-        "ENSMUSG00000031090",
         "ENSMUSG00000031101",
         "ENSMUSG00000031103",
         "ENSMUSG00000031107",
         "ENSMUSG00000031112",
         "ENSMUSG00000031146",
         "ENSMUSG00000031149",
-        "ENSMUSG00000031153",
         "ENSMUSG00000031156",
         "ENSMUSG00000031158",
         "ENSMUSG00000031166",
@@ -2041,6 +2054,7 @@
         "ENSMUSG00000031480",
         "ENSMUSG00000031482",
         "ENSMUSG00000031483",
+        "ENSMUSG00000031486",
         "ENSMUSG00000031490",
         "ENSMUSG00000031503",
         "ENSMUSG00000031505",
@@ -2061,7 +2075,6 @@
         "ENSMUSG00000031577",
         "ENSMUSG00000031583",
         "ENSMUSG00000031586",
-        "ENSMUSG00000031592",
         "ENSMUSG00000031601",
         "ENSMUSG00000031605",
         "ENSMUSG00000031608",
@@ -2167,9 +2180,7 @@
         "ENSMUSG00000032285",
         "ENSMUSG00000032298",
         "ENSMUSG00000032305",
-        "ENSMUSG00000032306",
         "ENSMUSG00000032307",
-        "ENSMUSG00000032312",
         "ENSMUSG00000032316",
         "ENSMUSG00000032322",
         "ENSMUSG00000032324",
@@ -2251,6 +2262,7 @@
         "ENSMUSG00000032932",
         "ENSMUSG00000032959",
         "ENSMUSG00000032966",
+        "ENSMUSG00000032977",
         "ENSMUSG00000033009",
         "ENSMUSG00000033014",
         "ENSMUSG00000033021",
@@ -2282,16 +2294,14 @@
         "ENSMUSG00000033352",
         "ENSMUSG00000033355",
         "ENSMUSG00000033379",
+        "ENSMUSG00000033392",
         "ENSMUSG00000033396",
         "ENSMUSG00000033416",
         "ENSMUSG00000033423",
-        "ENSMUSG00000033436",
-        "ENSMUSG00000033439",
         "ENSMUSG00000033446",
         "ENSMUSG00000033458",
         "ENSMUSG00000033467",
         "ENSMUSG00000033499",
-        "ENSMUSG00000033502",
         "ENSMUSG00000033526",
         "ENSMUSG00000033530",
         "ENSMUSG00000033543",
@@ -2301,7 +2311,7 @@
         "ENSMUSG00000033589",
         "ENSMUSG00000033596",
         "ENSMUSG00000033623",
-        "ENSMUSG00000033653",
+        "ENSMUSG00000033632",
         "ENSMUSG00000033658",
         "ENSMUSG00000033685",
         "ENSMUSG00000033703",
@@ -2311,14 +2321,12 @@
         "ENSMUSG00000033773",
         "ENSMUSG00000033781",
         "ENSMUSG00000033809",
-        "ENSMUSG00000033819",
         "ENSMUSG00000033857",
         "ENSMUSG00000033860",
         "ENSMUSG00000033862",
         "ENSMUSG00000033863",
         "ENSMUSG00000033880",
         "ENSMUSG00000033883",
-        "ENSMUSG00000033902",
         "ENSMUSG00000033916",
         "ENSMUSG00000033933",
         "ENSMUSG00000033938",
@@ -2326,9 +2334,9 @@
         "ENSMUSG00000033985",
         "ENSMUSG00000034006",
         "ENSMUSG00000034021",
+        "ENSMUSG00000034032",
         "ENSMUSG00000034035",
         "ENSMUSG00000034042",
-        "ENSMUSG00000034088",
         "ENSMUSG00000034105",
         "ENSMUSG00000034108",
         "ENSMUSG00000034109",
@@ -2344,7 +2352,6 @@
         "ENSMUSG00000034211",
         "ENSMUSG00000034216",
         "ENSMUSG00000034218",
-        "ENSMUSG00000034235",
         "ENSMUSG00000034245",
         "ENSMUSG00000034247",
         "ENSMUSG00000034252",
@@ -2371,7 +2378,7 @@
         "ENSMUSG00000034473",
         "ENSMUSG00000034487",
         "ENSMUSG00000034509",
-        "ENSMUSG00000034538",
+        "ENSMUSG00000034543",
         "ENSMUSG00000034544",
         "ENSMUSG00000034563",
         "ENSMUSG00000034575",
@@ -2384,7 +2391,6 @@
         "ENSMUSG00000034621",
         "ENSMUSG00000034634",
         "ENSMUSG00000034673",
-        "ENSMUSG00000034731",
         "ENSMUSG00000034744",
         "ENSMUSG00000034748",
         "ENSMUSG00000034771",
@@ -2394,7 +2400,6 @@
         "ENSMUSG00000034793",
         "ENSMUSG00000034795",
         "ENSMUSG00000034807",
-        "ENSMUSG00000034820",
         "ENSMUSG00000034832",
         "ENSMUSG00000034845",
         "ENSMUSG00000034848",
@@ -2425,6 +2430,7 @@
         "ENSMUSG00000035228",
         "ENSMUSG00000035234",
         "ENSMUSG00000035235",
+        "ENSMUSG00000035236",
         "ENSMUSG00000035247",
         "ENSMUSG00000035268",
         "ENSMUSG00000035297",
@@ -2441,7 +2447,6 @@
         "ENSMUSG00000035385",
         "ENSMUSG00000035399",
         "ENSMUSG00000035401",
-        "ENSMUSG00000035439",
         "ENSMUSG00000035441",
         "ENSMUSG00000035443",
         "ENSMUSG00000035476",
@@ -2451,13 +2456,12 @@
         "ENSMUSG00000035530",
         "ENSMUSG00000035559",
         "ENSMUSG00000035569",
+        "ENSMUSG00000035572",
         "ENSMUSG00000035596",
         "ENSMUSG00000035640",
         "ENSMUSG00000035678",
         "ENSMUSG00000035686",
         "ENSMUSG00000035713",
-        "ENSMUSG00000035722",
-        "ENSMUSG00000035726",
         "ENSMUSG00000035735",
         "ENSMUSG00000035754",
         "ENSMUSG00000035764",
@@ -2468,7 +2472,6 @@
         "ENSMUSG00000035845",
         "ENSMUSG00000035847",
         "ENSMUSG00000035851",
-        "ENSMUSG00000035863",
         "ENSMUSG00000035877",
         "ENSMUSG00000035900",
         "ENSMUSG00000035919",
@@ -2492,6 +2495,7 @@
         "ENSMUSG00000036208",
         "ENSMUSG00000036214",
         "ENSMUSG00000036241",
+        "ENSMUSG00000036246",
         "ENSMUSG00000036249",
         "ENSMUSG00000036256",
         "ENSMUSG00000036257",
@@ -2520,7 +2524,6 @@
         "ENSMUSG00000036552",
         "ENSMUSG00000036553",
         "ENSMUSG00000036555",
-        "ENSMUSG00000036591",
         "ENSMUSG00000036594",
         "ENSMUSG00000036599",
         "ENSMUSG00000036606",
@@ -2528,13 +2531,13 @@
         "ENSMUSG00000036615",
         "ENSMUSG00000036632",
         "ENSMUSG00000036636",
+        "ENSMUSG00000036639",
         "ENSMUSG00000036644",
         "ENSMUSG00000036693",
         "ENSMUSG00000036698",
         "ENSMUSG00000036733",
         "ENSMUSG00000036737",
         "ENSMUSG00000036782",
-        "ENSMUSG00000036792",
         "ENSMUSG00000036819",
         "ENSMUSG00000036822",
         "ENSMUSG00000036825",
@@ -2546,7 +2549,6 @@
         "ENSMUSG00000036864",
         "ENSMUSG00000036879",
         "ENSMUSG00000036887",
-        "ENSMUSG00000036894",
         "ENSMUSG00000036896",
         "ENSMUSG00000036904",
         "ENSMUSG00000036905",
@@ -2577,7 +2579,6 @@
         "ENSMUSG00000037235",
         "ENSMUSG00000037242",
         "ENSMUSG00000037243",
-        "ENSMUSG00000037251",
         "ENSMUSG00000037262",
         "ENSMUSG00000037275",
         "ENSMUSG00000037278",
@@ -2591,7 +2592,6 @@
         "ENSMUSG00000037370",
         "ENSMUSG00000037410",
         "ENSMUSG00000037411",
-        "ENSMUSG00000037426",
         "ENSMUSG00000037434",
         "ENSMUSG00000037443",
         "ENSMUSG00000037455",
@@ -2613,7 +2613,6 @@
         "ENSMUSG00000037709",
         "ENSMUSG00000037710",
         "ENSMUSG00000037730",
-        "ENSMUSG00000037736",
         "ENSMUSG00000037752",
         "ENSMUSG00000037754",
         "ENSMUSG00000037788",
@@ -2624,6 +2623,7 @@
         "ENSMUSG00000037820",
         "ENSMUSG00000037822",
         "ENSMUSG00000037826",
+        "ENSMUSG00000037845",
         "ENSMUSG00000037847",
         "ENSMUSG00000037852",
         "ENSMUSG00000037885",
@@ -2647,6 +2647,7 @@
         "ENSMUSG00000038069",
         "ENSMUSG00000038070",
         "ENSMUSG00000038122",
+        "ENSMUSG00000038156",
         "ENSMUSG00000038170",
         "ENSMUSG00000038178",
         "ENSMUSG00000038188",
@@ -2707,6 +2708,7 @@
         "ENSMUSG00000038762",
         "ENSMUSG00000038766",
         "ENSMUSG00000038776",
+        "ENSMUSG00000038793",
         "ENSMUSG00000038816",
         "ENSMUSG00000038827",
         "ENSMUSG00000038828",
@@ -2730,7 +2732,6 @@
         "ENSMUSG00000039046",
         "ENSMUSG00000039065",
         "ENSMUSG00000039068",
-        "ENSMUSG00000039069",
         "ENSMUSG00000039086",
         "ENSMUSG00000039108",
         "ENSMUSG00000039126",
@@ -2749,6 +2750,7 @@
         "ENSMUSG00000039275",
         "ENSMUSG00000039294",
         "ENSMUSG00000039304",
+        "ENSMUSG00000039307",
         "ENSMUSG00000039323",
         "ENSMUSG00000039328",
         "ENSMUSG00000039345",
@@ -2763,11 +2765,9 @@
         "ENSMUSG00000039474",
         "ENSMUSG00000039478",
         "ENSMUSG00000039521",
-        "ENSMUSG00000039523",
         "ENSMUSG00000039542",
         "ENSMUSG00000039585",
         "ENSMUSG00000039621",
-        "ENSMUSG00000039623",
         "ENSMUSG00000039633",
         "ENSMUSG00000039634",
         "ENSMUSG00000039637",
@@ -2800,7 +2800,6 @@
         "ENSMUSG00000039953",
         "ENSMUSG00000039958",
         "ENSMUSG00000039959",
-        "ENSMUSG00000039967",
         "ENSMUSG00000039976",
         "ENSMUSG00000039982",
         "ENSMUSG00000039985",
@@ -2817,10 +2816,10 @@
         "ENSMUSG00000040111",
         "ENSMUSG00000040124",
         "ENSMUSG00000040152",
+        "ENSMUSG00000040174",
         "ENSMUSG00000040177",
         "ENSMUSG00000040195",
         "ENSMUSG00000040204",
-        "ENSMUSG00000040209",
         "ENSMUSG00000040212",
         "ENSMUSG00000040213",
         "ENSMUSG00000040220",
@@ -2843,6 +2842,7 @@
         "ENSMUSG00000040447",
         "ENSMUSG00000040462",
         "ENSMUSG00000040472",
+        "ENSMUSG00000040479",
         "ENSMUSG00000040482",
         "ENSMUSG00000040506",
         "ENSMUSG00000040511",
@@ -2852,10 +2852,11 @@
         "ENSMUSG00000040537",
         "ENSMUSG00000040552",
         "ENSMUSG00000040564",
-        "ENSMUSG00000040586",
+        "ENSMUSG00000040592",
         "ENSMUSG00000040648",
         "ENSMUSG00000040652",
         "ENSMUSG00000040659",
+        "ENSMUSG00000040661",
         "ENSMUSG00000040667",
         "ENSMUSG00000040669",
         "ENSMUSG00000040675",
@@ -2863,15 +2864,12 @@
         "ENSMUSG00000040694",
         "ENSMUSG00000040699",
         "ENSMUSG00000040710",
-        "ENSMUSG00000040721",
+        "ENSMUSG00000040712",
         "ENSMUSG00000040751",
-        "ENSMUSG00000040767",
-        "ENSMUSG00000040795",
         "ENSMUSG00000040809",
         "ENSMUSG00000040811",
         "ENSMUSG00000040813",
         "ENSMUSG00000040820",
-        "ENSMUSG00000040842",
         "ENSMUSG00000040865",
         "ENSMUSG00000040883",
         "ENSMUSG00000040888",
@@ -2906,12 +2904,13 @@
         "ENSMUSG00000041308",
         "ENSMUSG00000041313",
         "ENSMUSG00000041346",
+        "ENSMUSG00000041353",
         "ENSMUSG00000041355",
         "ENSMUSG00000041360",
         "ENSMUSG00000041378",
         "ENSMUSG00000041390",
+        "ENSMUSG00000041406",
         "ENSMUSG00000041420",
-        "ENSMUSG00000041426",
         "ENSMUSG00000041429",
         "ENSMUSG00000041444",
         "ENSMUSG00000041459",
@@ -2922,7 +2921,7 @@
         "ENSMUSG00000041571",
         "ENSMUSG00000041607",
         "ENSMUSG00000041616",
-        "ENSMUSG00000041632",
+        "ENSMUSG00000041623",
         "ENSMUSG00000041633",
         "ENSMUSG00000041650",
         "ENSMUSG00000041654",
@@ -2934,6 +2933,7 @@
         "ENSMUSG00000041769",
         "ENSMUSG00000041775",
         "ENSMUSG00000041779",
+        "ENSMUSG00000041781",
         "ENSMUSG00000041815",
         "ENSMUSG00000041836",
         "ENSMUSG00000041837",
@@ -2950,7 +2950,6 @@
         "ENSMUSG00000042046",
         "ENSMUSG00000042050",
         "ENSMUSG00000042055",
-        "ENSMUSG00000042063",
         "ENSMUSG00000042073",
         "ENSMUSG00000042104",
         "ENSMUSG00000042105",
@@ -2960,7 +2959,6 @@
         "ENSMUSG00000042178",
         "ENSMUSG00000042185",
         "ENSMUSG00000042203",
-        "ENSMUSG00000042207",
         "ENSMUSG00000042229",
         "ENSMUSG00000042249",
         "ENSMUSG00000042275",
@@ -2971,7 +2969,6 @@
         "ENSMUSG00000042354",
         "ENSMUSG00000042369",
         "ENSMUSG00000042371",
-        "ENSMUSG00000042377",
         "ENSMUSG00000042380",
         "ENSMUSG00000042389",
         "ENSMUSG00000042404",
@@ -3014,16 +3011,15 @@
         "ENSMUSG00000043065",
         "ENSMUSG00000043090",
         "ENSMUSG00000043154",
-        "ENSMUSG00000043157",
         "ENSMUSG00000043162",
         "ENSMUSG00000043190",
         "ENSMUSG00000043257",
+        "ENSMUSG00000043262",
         "ENSMUSG00000043263",
         "ENSMUSG00000043290",
         "ENSMUSG00000043311",
         "ENSMUSG00000043419",
         "ENSMUSG00000043421",
-        "ENSMUSG00000043432",
         "ENSMUSG00000043467",
         "ENSMUSG00000043505",
         "ENSMUSG00000043510",
@@ -3032,12 +3028,14 @@
         "ENSMUSG00000043602",
         "ENSMUSG00000043671",
         "ENSMUSG00000043733",
-        "ENSMUSG00000043831",
+        "ENSMUSG00000043740",
         "ENSMUSG00000043833",
+        "ENSMUSG00000043923",
         "ENSMUSG00000043943",
         "ENSMUSG00000043953",
         "ENSMUSG00000044042",
         "ENSMUSG00000044066",
+        "ENSMUSG00000044068",
         "ENSMUSG00000044080",
         "ENSMUSG00000044081",
         "ENSMUSG00000044092",
@@ -3066,7 +3064,6 @@
         "ENSMUSG00000044792",
         "ENSMUSG00000044807",
         "ENSMUSG00000044811",
-        "ENSMUSG00000044820",
         "ENSMUSG00000044847",
         "ENSMUSG00000044876",
         "ENSMUSG00000044906",
@@ -3091,16 +3088,17 @@
         "ENSMUSG00000045409",
         "ENSMUSG00000045427",
         "ENSMUSG00000045502",
-        "ENSMUSG00000045509",
         "ENSMUSG00000045538",
         "ENSMUSG00000045594",
         "ENSMUSG00000045625",
         "ENSMUSG00000045665",
         "ENSMUSG00000045671",
+        "ENSMUSG00000045679",
         "ENSMUSG00000045690",
         "ENSMUSG00000045751",
         "ENSMUSG00000045752",
         "ENSMUSG00000045763",
+        "ENSMUSG00000045767",
         "ENSMUSG00000045777",
         "ENSMUSG00000045822",
         "ENSMUSG00000045826",
@@ -3121,16 +3119,17 @@
         "ENSMUSG00000046470",
         "ENSMUSG00000046541",
         "ENSMUSG00000046546",
-        "ENSMUSG00000046562",
         "ENSMUSG00000046574",
         "ENSMUSG00000046605",
         "ENSMUSG00000046671",
+        "ENSMUSG00000046675",
         "ENSMUSG00000046707",
         "ENSMUSG00000046711",
         "ENSMUSG00000046727",
         "ENSMUSG00000046756",
         "ENSMUSG00000046768",
         "ENSMUSG00000046791",
+        "ENSMUSG00000046822",
         "ENSMUSG00000046836",
         "ENSMUSG00000046865",
         "ENSMUSG00000046909",
@@ -3141,7 +3140,7 @@
         "ENSMUSG00000047036",
         "ENSMUSG00000047044",
         "ENSMUSG00000047139",
-        "ENSMUSG00000047146",
+        "ENSMUSG00000047150",
         "ENSMUSG00000047187",
         "ENSMUSG00000047215",
         "ENSMUSG00000047221",
@@ -3158,6 +3157,7 @@
         "ENSMUSG00000047446",
         "ENSMUSG00000047454",
         "ENSMUSG00000047459",
+        "ENSMUSG00000047466",
         "ENSMUSG00000047473",
         "ENSMUSG00000047501",
         "ENSMUSG00000047514",
@@ -3192,6 +3192,7 @@
         "ENSMUSG00000048200",
         "ENSMUSG00000048222",
         "ENSMUSG00000048330",
+        "ENSMUSG00000048332",
         "ENSMUSG00000048351",
         "ENSMUSG00000048481",
         "ENSMUSG00000048486",
@@ -3199,6 +3200,7 @@
         "ENSMUSG00000048490",
         "ENSMUSG00000048550",
         "ENSMUSG00000048677",
+        "ENSMUSG00000048720",
         "ENSMUSG00000048732",
         "ENSMUSG00000048756",
         "ENSMUSG00000048787",
@@ -3207,9 +3209,9 @@
         "ENSMUSG00000048921",
         "ENSMUSG00000048924",
         "ENSMUSG00000048965",
-        "ENSMUSG00000048997",
         "ENSMUSG00000049076",
         "ENSMUSG00000049086",
+        "ENSMUSG00000049090",
         "ENSMUSG00000049103",
         "ENSMUSG00000049128",
         "ENSMUSG00000049130",
@@ -3217,10 +3219,8 @@
         "ENSMUSG00000049225",
         "ENSMUSG00000049295",
         "ENSMUSG00000049300",
-        "ENSMUSG00000049307",
         "ENSMUSG00000049321",
         "ENSMUSG00000049323",
-        "ENSMUSG00000049327",
         "ENSMUSG00000049382",
         "ENSMUSG00000049401",
         "ENSMUSG00000049411",
@@ -3295,6 +3295,7 @@
         "ENSMUSG00000051504",
         "ENSMUSG00000051506",
         "ENSMUSG00000051557",
+        "ENSMUSG00000051652",
         "ENSMUSG00000051705",
         "ENSMUSG00000051721",
         "ENSMUSG00000051735",
@@ -3319,6 +3320,7 @@
         "ENSMUSG00000052423",
         "ENSMUSG00000052446",
         "ENSMUSG00000052456",
+        "ENSMUSG00000052477",
         "ENSMUSG00000052534",
         "ENSMUSG00000052566",
         "ENSMUSG00000052593",
@@ -3331,11 +3333,9 @@
         "ENSMUSG00000052727",
         "ENSMUSG00000052738",
         "ENSMUSG00000052752",
-        "ENSMUSG00000052783",
         "ENSMUSG00000052833",
         "ENSMUSG00000052906",
         "ENSMUSG00000052911",
-        "ENSMUSG00000052928",
         "ENSMUSG00000052934",
         "ENSMUSG00000052957",
         "ENSMUSG00000052962",
@@ -3352,7 +3352,6 @@
         "ENSMUSG00000053205",
         "ENSMUSG00000053279",
         "ENSMUSG00000053329",
-        "ENSMUSG00000053390",
         "ENSMUSG00000053398",
         "ENSMUSG00000053436",
         "ENSMUSG00000053477",
@@ -3363,12 +3362,12 @@
         "ENSMUSG00000053600",
         "ENSMUSG00000053617",
         "ENSMUSG00000053641",
-        "ENSMUSG00000053714",
         "ENSMUSG00000053749",
         "ENSMUSG00000053768",
         "ENSMUSG00000053801",
         "ENSMUSG00000053898",
         "ENSMUSG00000053916",
+        "ENSMUSG00000053929",
         "ENSMUSG00000053931",
         "ENSMUSG00000053964",
         "ENSMUSG00000053985",
@@ -3388,12 +3387,13 @@
         "ENSMUSG00000054414",
         "ENSMUSG00000054422",
         "ENSMUSG00000054426",
+        "ENSMUSG00000054428",
         "ENSMUSG00000054434",
         "ENSMUSG00000054474",
         "ENSMUSG00000054499",
-        "ENSMUSG00000054509",
         "ENSMUSG00000054517",
         "ENSMUSG00000054520",
+        "ENSMUSG00000054619",
         "ENSMUSG00000054675",
         "ENSMUSG00000054728",
         "ENSMUSG00000054733",
@@ -3405,7 +3405,6 @@
         "ENSMUSG00000054874",
         "ENSMUSG00000054894",
         "ENSMUSG00000054945",
-        "ENSMUSG00000055013",
         "ENSMUSG00000055044",
         "ENSMUSG00000055061",
         "ENSMUSG00000055067",
@@ -3416,6 +3415,7 @@
         "ENSMUSG00000055313",
         "ENSMUSG00000055334",
         "ENSMUSG00000055401",
+        "ENSMUSG00000055553",
         "ENSMUSG00000055633",
         "ENSMUSG00000055652",
         "ENSMUSG00000055707",
@@ -3458,6 +3458,7 @@
         "ENSMUSG00000057133",
         "ENSMUSG00000057135",
         "ENSMUSG00000057156",
+        "ENSMUSG00000057176",
         "ENSMUSG00000057177",
         "ENSMUSG00000057191",
         "ENSMUSG00000057219",
@@ -3471,7 +3472,6 @@
         "ENSMUSG00000057531",
         "ENSMUSG00000057666",
         "ENSMUSG00000057895",
-        "ENSMUSG00000057897",
         "ENSMUSG00000058022",
         "ENSMUSG00000058093",
         "ENSMUSG00000058099",
@@ -3516,16 +3516,15 @@
         "ENSMUSG00000059447",
         "ENSMUSG00000059479",
         "ENSMUSG00000059498",
-        "ENSMUSG00000059518",
         "ENSMUSG00000059534",
         "ENSMUSG00000059540",
         "ENSMUSG00000059554",
         "ENSMUSG00000059555",
         "ENSMUSG00000059586",
+        "ENSMUSG00000059659",
         "ENSMUSG00000059796",
         "ENSMUSG00000059834",
         "ENSMUSG00000059839",
-        "ENSMUSG00000059883",
         "ENSMUSG00000059939",
         "ENSMUSG00000059970",
         "ENSMUSG00000059975",
@@ -3542,7 +3541,6 @@
         "ENSMUSG00000060212",
         "ENSMUSG00000060216",
         "ENSMUSG00000060244",
-        "ENSMUSG00000060336",
         "ENSMUSG00000060373",
         "ENSMUSG00000060376",
         "ENSMUSG00000060397",
@@ -3555,7 +3553,6 @@
         "ENSMUSG00000060679",
         "ENSMUSG00000060681",
         "ENSMUSG00000060703",
-        "ENSMUSG00000060708",
         "ENSMUSG00000060739",
         "ENSMUSG00000060803",
         "ENSMUSG00000060862",
@@ -3582,8 +3579,6 @@
         "ENSMUSG00000061559",
         "ENSMUSG00000061665",
         "ENSMUSG00000061689",
-        "ENSMUSG00000061718",
-        "ENSMUSG00000061740",
         "ENSMUSG00000061882",
         "ENSMUSG00000061904",
         "ENSMUSG00000061979",
@@ -3611,10 +3606,12 @@
         "ENSMUSG00000062647",
         "ENSMUSG00000062691",
         "ENSMUSG00000062729",
+        "ENSMUSG00000062743",
         "ENSMUSG00000062761",
         "ENSMUSG00000062762",
         "ENSMUSG00000062825",
         "ENSMUSG00000062861",
+        "ENSMUSG00000062944",
         "ENSMUSG00000062960",
         "ENSMUSG00000063049",
         "ENSMUSG00000063077",
@@ -3627,9 +3624,9 @@
         "ENSMUSG00000063275",
         "ENSMUSG00000063317",
         "ENSMUSG00000063354",
+        "ENSMUSG00000063382",
         "ENSMUSG00000063439",
         "ENSMUSG00000063450",
-        "ENSMUSG00000063458",
         "ENSMUSG00000063480",
         "ENSMUSG00000063488",
         "ENSMUSG00000063524",
@@ -3648,17 +3645,17 @@
         "ENSMUSG00000063931",
         "ENSMUSG00000064023",
         "ENSMUSG00000064037",
-        "ENSMUSG00000064068",
         "ENSMUSG00000064090",
         "ENSMUSG00000064105",
         "ENSMUSG00000064109",
         "ENSMUSG00000064127",
+        "ENSMUSG00000064138",
+        "ENSMUSG00000064246",
         "ENSMUSG00000064254",
         "ENSMUSG00000064284",
         "ENSMUSG00000064302",
         "ENSMUSG00000064307",
         "ENSMUSG00000064326",
-        "ENSMUSG00000065990",
         "ENSMUSG00000066026",
         "ENSMUSG00000066037",
         "ENSMUSG00000066043",
@@ -3716,8 +3713,6 @@
         "ENSMUSG00000069515",
         "ENSMUSG00000069516",
         "ENSMUSG00000069520",
-        "ENSMUSG00000069727",
-        "ENSMUSG00000069729",
         "ENSMUSG00000069792",
         "ENSMUSG00000069793",
         "ENSMUSG00000069833",
@@ -3729,7 +3724,6 @@
         "ENSMUSG00000070319",
         "ENSMUSG00000070348",
         "ENSMUSG00000070407",
-        "ENSMUSG00000070427",
         "ENSMUSG00000070462",
         "ENSMUSG00000070520",
         "ENSMUSG00000070526",
@@ -3743,7 +3737,7 @@
         "ENSMUSG00000071054",
         "ENSMUSG00000071074",
         "ENSMUSG00000071076",
-        "ENSMUSG00000071379",
+        "ENSMUSG00000071302",
         "ENSMUSG00000071477",
         "ENSMUSG00000071533",
         "ENSMUSG00000071632",
@@ -3757,16 +3751,17 @@
         "ENSMUSG00000071715",
         "ENSMUSG00000071757",
         "ENSMUSG00000071856",
+        "ENSMUSG00000072066",
         "ENSMUSG00000072258",
         "ENSMUSG00000072294",
         "ENSMUSG00000072437",
         "ENSMUSG00000072501",
+        "ENSMUSG00000072694",
         "ENSMUSG00000072955",
         "ENSMUSG00000072969",
         "ENSMUSG00000073002",
         "ENSMUSG00000073062",
         "ENSMUSG00000073096",
-        "ENSMUSG00000073197",
         "ENSMUSG00000073409",
         "ENSMUSG00000073411",
         "ENSMUSG00000073413",
@@ -3780,6 +3775,7 @@
         "ENSMUSG00000073481",
         "ENSMUSG00000073489",
         "ENSMUSG00000073490",
+        "ENSMUSG00000073555",
         "ENSMUSG00000073557",
         "ENSMUSG00000073563",
         "ENSMUSG00000073598",
@@ -3789,15 +3785,12 @@
         "ENSMUSG00000073755",
         "ENSMUSG00000073775",
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