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: tongue'
----
-
-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/c9096ac4-ea44-4cf9-82f4-af05cb83eb24.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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| basal cell of epidermis | 266 | 0.98 | 0.99 | 0.99 | 0.89 | 0.00 | 0.92 | 0.97 | 0.97 | 0.98 |
-| keratinocyte | 99 | 0.94 | 0.97 | 0.98 | 0.74 | 0.00 | 0.82 | 0.93 | 0.92 | 0.95 |
-
-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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| basal cell of epidermis | 2271 | 0.98 | 0.98 | 0.98 | 0.92 | 0.00 | 0.91 | 0.98 | 0.98 | 0.99 |
-| keratinocyte | 1090 | 0.96 | 0.96 | 0.97 | 0.84 | 0.00 | 0.83 | 0.96 | 0.95 | 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| basal cell of epidermis | 266 | 0.98 | 0.99 | 0.99 | 0.89 | 0.00 | 0.92 | 0.97 | 0.97 | 0.98 |\n| keratinocyte | 99 | 0.94 | 0.97 | 0.98 | 0.74 | 0.00 | 0.82 | 0.93 | 0.92 | 0.95 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| basal cell of epidermis | 2271 | 0.98 | 0.98 | 0.98 | 0.92 | 0.00 | 0.91 | 0.98 | 0.98 | 0.99 |\n| keratinocyte | 1090 | 0.96 | 0.96 | 0.97 | 0.84 | 0.00 | 0.83 | 0.96 | 0.95 | 0.97 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| basal cell of epidermis | 253 | 0.98 | 0.99 | 0.99 | 0.98 | 0.00 | 0.97 | 0.98 | 0.97 | 0.99 |\n| keratinocyte | 112 | 0.96 | 0.97 | 0.97 | 0.96 | 0.00 | 0.93 | 0.95 | 0.93 | 0.97 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| basal cell of epidermis | 2283 | 0.97 | 0.99 | 0.98 | 0.97 | 0.00 | 0.96 | 0.98 | 0.98 | 0.99 |\n| keratinocyte | 1078 | 0.94 | 0.97 | 0.96 | 0.93 | 0.00 | 0.92 | 0.95 | 0.95 | 0.97 |"
 }

celltypist.pkl

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svm_classifier_cuml.joblib → faiss_index.index

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harmony_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/c9096ac4-ea44-4cf9-82f4-af05cb83eb24.cxg/"
-}

minified_ref_adata.h5ad

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preprocessing.json

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         "ENSMUSG00000020441",
         "ENSMUSG00000020444",
+        "ENSMUSG00000020451",
         "ENSMUSG00000020454",
         "ENSMUSG00000020457",
         "ENSMUSG00000020467",
@@ -654,7 +643,6 @@
         "ENSMUSG00000020484",
         "ENSMUSG00000020492",
         "ENSMUSG00000020493",
-        "ENSMUSG00000020514",
         "ENSMUSG00000020520",
         "ENSMUSG00000020526",
         "ENSMUSG00000020527",
@@ -666,6 +654,7 @@
         "ENSMUSG00000020577",
         "ENSMUSG00000020590",
         "ENSMUSG00000020594",
+        "ENSMUSG00000020608",
         "ENSMUSG00000020610",
         "ENSMUSG00000020614",
         "ENSMUSG00000020621",
@@ -679,8 +668,6 @@
         "ENSMUSG00000020661",
         "ENSMUSG00000020669",
         "ENSMUSG00000020682",
-        "ENSMUSG00000020687",
-        "ENSMUSG00000020696",
         "ENSMUSG00000020707",
         "ENSMUSG00000020715",
         "ENSMUSG00000020716",
@@ -697,6 +684,7 @@
         "ENSMUSG00000020780",
         "ENSMUSG00000020803",
         "ENSMUSG00000020806",
+        "ENSMUSG00000020807",
         "ENSMUSG00000020808",
         "ENSMUSG00000020810",
         "ENSMUSG00000020812",
@@ -733,7 +721,6 @@
         "ENSMUSG00000020992",
         "ENSMUSG00000021000",
         "ENSMUSG00000021003",
-        "ENSMUSG00000021009",
         "ENSMUSG00000021022",
         "ENSMUSG00000021025",
         "ENSMUSG00000021027",
@@ -741,7 +728,6 @@
         "ENSMUSG00000021051",
         "ENSMUSG00000021067",
         "ENSMUSG00000021068",
-        "ENSMUSG00000021069",
         "ENSMUSG00000021091",
         "ENSMUSG00000021094",
         "ENSMUSG00000021102",
@@ -749,7 +735,6 @@
         "ENSMUSG00000021115",
         "ENSMUSG00000021118",
         "ENSMUSG00000021125",
-        "ENSMUSG00000021127",
         "ENSMUSG00000021135",
         "ENSMUSG00000021143",
         "ENSMUSG00000021177",
@@ -767,6 +752,7 @@
         "ENSMUSG00000021248",
         "ENSMUSG00000021252",
         "ENSMUSG00000021254",
+        "ENSMUSG00000021257",
         "ENSMUSG00000021262",
         "ENSMUSG00000021265",
         "ENSMUSG00000021271",
@@ -808,12 +794,14 @@
         "ENSMUSG00000021532",
         "ENSMUSG00000021540",
         "ENSMUSG00000021548",
+        "ENSMUSG00000021550",
         "ENSMUSG00000021555",
         "ENSMUSG00000021556",
         "ENSMUSG00000021572",
         "ENSMUSG00000021576",
         "ENSMUSG00000021578",
         "ENSMUSG00000021583",
+        "ENSMUSG00000021589",
         "ENSMUSG00000021591",
         "ENSMUSG00000021598",
         "ENSMUSG00000021604",
@@ -821,7 +809,6 @@
         "ENSMUSG00000021619",
         "ENSMUSG00000021635",
         "ENSMUSG00000021636",
-        "ENSMUSG00000021639",
         "ENSMUSG00000021645",
         "ENSMUSG00000021669",
         "ENSMUSG00000021671",
@@ -900,7 +887,6 @@
         "ENSMUSG00000022136",
         "ENSMUSG00000022146",
         "ENSMUSG00000022151",
-        "ENSMUSG00000022176",
         "ENSMUSG00000022177",
         "ENSMUSG00000022193",
         "ENSMUSG00000022195",
@@ -922,7 +908,9 @@
         "ENSMUSG00000022323",
         "ENSMUSG00000022330",
         "ENSMUSG00000022350",
+        "ENSMUSG00000022358",
         "ENSMUSG00000022360",
+        "ENSMUSG00000022361",
         "ENSMUSG00000022370",
         "ENSMUSG00000022385",
         "ENSMUSG00000022386",
@@ -948,6 +936,7 @@
         "ENSMUSG00000022528",
         "ENSMUSG00000022540",
         "ENSMUSG00000022544",
+        "ENSMUSG00000022545",
         "ENSMUSG00000022551",
         "ENSMUSG00000022552",
         "ENSMUSG00000022554",
@@ -959,6 +948,7 @@
         "ENSMUSG00000022564",
         "ENSMUSG00000022568",
         "ENSMUSG00000022570",
+        "ENSMUSG00000022571",
         "ENSMUSG00000022574",
         "ENSMUSG00000022587",
         "ENSMUSG00000022594",
@@ -976,7 +966,6 @@
         "ENSMUSG00000022677",
         "ENSMUSG00000022678",
         "ENSMUSG00000022681",
-        "ENSMUSG00000022682",
         "ENSMUSG00000022701",
         "ENSMUSG00000022702",
         "ENSMUSG00000022706",
@@ -1047,7 +1036,6 @@
         "ENSMUSG00000023175",
         "ENSMUSG00000023191",
         "ENSMUSG00000023206",
-        "ENSMUSG00000023224",
         "ENSMUSG00000023232",
         "ENSMUSG00000023262",
         "ENSMUSG00000023272",
@@ -1064,7 +1052,6 @@
         "ENSMUSG00000023707",
         "ENSMUSG00000023723",
         "ENSMUSG00000023755",
-        "ENSMUSG00000023764",
         "ENSMUSG00000023791",
         "ENSMUSG00000023806",
         "ENSMUSG00000023852",
@@ -1097,7 +1084,6 @@
         "ENSMUSG00000024056",
         "ENSMUSG00000024066",
         "ENSMUSG00000024068",
-        "ENSMUSG00000024069",
         "ENSMUSG00000024077",
         "ENSMUSG00000024079",
         "ENSMUSG00000024082",
@@ -1132,7 +1118,7 @@
         "ENSMUSG00000024246",
         "ENSMUSG00000024251",
         "ENSMUSG00000024253",
-        "ENSMUSG00000024258",
+        "ENSMUSG00000024268",
         "ENSMUSG00000024273",
         "ENSMUSG00000024301",
         "ENSMUSG00000024309",
@@ -1145,12 +1131,13 @@
         "ENSMUSG00000024357",
         "ENSMUSG00000024369",
         "ENSMUSG00000024370",
+        "ENSMUSG00000024371",
         "ENSMUSG00000024376",
         "ENSMUSG00000024378",
         "ENSMUSG00000024381",
         "ENSMUSG00000024423",
         "ENSMUSG00000024436",
-        "ENSMUSG00000024446",
+        "ENSMUSG00000024454",
         "ENSMUSG00000024479",
         "ENSMUSG00000024480",
         "ENSMUSG00000024486",
@@ -1169,6 +1156,7 @@
         "ENSMUSG00000024542",
         "ENSMUSG00000024556",
         "ENSMUSG00000024560",
+        "ENSMUSG00000024566",
         "ENSMUSG00000024570",
         "ENSMUSG00000024579",
         "ENSMUSG00000024580",
@@ -1206,6 +1194,7 @@
         "ENSMUSG00000024791",
         "ENSMUSG00000024792",
         "ENSMUSG00000024800",
+        "ENSMUSG00000024805",
         "ENSMUSG00000024817",
         "ENSMUSG00000024824",
         "ENSMUSG00000024827",
@@ -1219,8 +1208,8 @@
         "ENSMUSG00000024856",
         "ENSMUSG00000024862",
         "ENSMUSG00000024870",
-        "ENSMUSG00000024873",
         "ENSMUSG00000024875",
+        "ENSMUSG00000024878",
         "ENSMUSG00000024889",
         "ENSMUSG00000024892",
         "ENSMUSG00000024899",
@@ -1230,13 +1219,11 @@
         "ENSMUSG00000024912",
         "ENSMUSG00000024922",
         "ENSMUSG00000024924",
-        "ENSMUSG00000024926",
         "ENSMUSG00000024927",
         "ENSMUSG00000024936",
         "ENSMUSG00000024937",
         "ENSMUSG00000024939",
         "ENSMUSG00000024940",
-        "ENSMUSG00000024943",
         "ENSMUSG00000024944",
         "ENSMUSG00000024953",
         "ENSMUSG00000024958",
@@ -1248,7 +1235,6 @@
         "ENSMUSG00000024985",
         "ENSMUSG00000025001",
         "ENSMUSG00000025006",
-        "ENSMUSG00000025036",
         "ENSMUSG00000025047",
         "ENSMUSG00000025068",
         "ENSMUSG00000025069",
@@ -1267,7 +1253,6 @@
         "ENSMUSG00000025161",
         "ENSMUSG00000025169",
         "ENSMUSG00000025170",
-        "ENSMUSG00000025184",
         "ENSMUSG00000025192",
         "ENSMUSG00000025193",
         "ENSMUSG00000025196",
@@ -1280,6 +1265,7 @@
         "ENSMUSG00000025226",
         "ENSMUSG00000025231",
         "ENSMUSG00000025235",
+        "ENSMUSG00000025239",
         "ENSMUSG00000025246",
         "ENSMUSG00000025260",
         "ENSMUSG00000025262",
@@ -1291,7 +1277,6 @@
         "ENSMUSG00000025316",
         "ENSMUSG00000025324",
         "ENSMUSG00000025337",
-        "ENSMUSG00000025351",
         "ENSMUSG00000025353",
         "ENSMUSG00000025366",
         "ENSMUSG00000025374",
@@ -1299,6 +1284,7 @@
         "ENSMUSG00000025381",
         "ENSMUSG00000025395",
         "ENSMUSG00000025402",
+        "ENSMUSG00000025408",
         "ENSMUSG00000025421",
         "ENSMUSG00000025423",
         "ENSMUSG00000025432",
@@ -1310,7 +1296,6 @@
         "ENSMUSG00000025484",
         "ENSMUSG00000025486",
         "ENSMUSG00000025492",
-        "ENSMUSG00000025494",
         "ENSMUSG00000025498",
         "ENSMUSG00000025505",
         "ENSMUSG00000025511",
@@ -1320,6 +1305,7 @@
         "ENSMUSG00000025533",
         "ENSMUSG00000025538",
         "ENSMUSG00000025545",
+        "ENSMUSG00000025558",
         "ENSMUSG00000025574",
         "ENSMUSG00000025578",
         "ENSMUSG00000025583",
@@ -1335,8 +1321,8 @@
         "ENSMUSG00000025747",
         "ENSMUSG00000025758",
         "ENSMUSG00000025762",
+        "ENSMUSG00000025779",
         "ENSMUSG00000025784",
-        "ENSMUSG00000025790",
         "ENSMUSG00000025810",
         "ENSMUSG00000025813",
         "ENSMUSG00000025816",
@@ -1347,13 +1333,12 @@
         "ENSMUSG00000025875",
         "ENSMUSG00000025885",
         "ENSMUSG00000025893",
-        "ENSMUSG00000025894",
-        "ENSMUSG00000025912",
         "ENSMUSG00000025917",
         "ENSMUSG00000025920",
         "ENSMUSG00000025925",
         "ENSMUSG00000025934",
         "ENSMUSG00000025940",
+        "ENSMUSG00000025949",
         "ENSMUSG00000025956",
         "ENSMUSG00000025959",
         "ENSMUSG00000025981",
@@ -1376,7 +1361,6 @@
         "ENSMUSG00000026113",
         "ENSMUSG00000026127",
         "ENSMUSG00000026134",
-        "ENSMUSG00000026154",
         "ENSMUSG00000026162",
         "ENSMUSG00000026166",
         "ENSMUSG00000026171",
@@ -1414,6 +1398,7 @@
         "ENSMUSG00000026409",
         "ENSMUSG00000026411",
         "ENSMUSG00000026414",
+        "ENSMUSG00000026426",
         "ENSMUSG00000026429",
         "ENSMUSG00000026433",
         "ENSMUSG00000026447",
@@ -1438,7 +1423,6 @@
         "ENSMUSG00000026632",
         "ENSMUSG00000026634",
         "ENSMUSG00000026641",
-        "ENSMUSG00000026643",
         "ENSMUSG00000026648",
         "ENSMUSG00000026659",
         "ENSMUSG00000026667",
@@ -1448,6 +1432,7 @@
         "ENSMUSG00000026708",
         "ENSMUSG00000026715",
         "ENSMUSG00000026718",
+        "ENSMUSG00000026721",
         "ENSMUSG00000026723",
         "ENSMUSG00000026737",
         "ENSMUSG00000026749",
@@ -1456,7 +1441,7 @@
         "ENSMUSG00000026766",
         "ENSMUSG00000026779",
         "ENSMUSG00000026782",
-        "ENSMUSG00000026784",
+        "ENSMUSG00000026785",
         "ENSMUSG00000026788",
         "ENSMUSG00000026791",
         "ENSMUSG00000026798",
@@ -1467,10 +1452,10 @@
         "ENSMUSG00000026814",
         "ENSMUSG00000026817",
         "ENSMUSG00000026820",
+        "ENSMUSG00000026821",
         "ENSMUSG00000026822",
         "ENSMUSG00000026831",
         "ENSMUSG00000026836",
-        "ENSMUSG00000026842",
         "ENSMUSG00000026849",
         "ENSMUSG00000026854",
         "ENSMUSG00000026857",
@@ -1506,6 +1491,7 @@
         "ENSMUSG00000027079",
         "ENSMUSG00000027130",
         "ENSMUSG00000027131",
+        "ENSMUSG00000027160",
         "ENSMUSG00000027163",
         "ENSMUSG00000027164",
         "ENSMUSG00000027165",
@@ -1513,7 +1499,6 @@
         "ENSMUSG00000027167",
         "ENSMUSG00000027173",
         "ENSMUSG00000027175",
-        "ENSMUSG00000027189",
         "ENSMUSG00000027203",
         "ENSMUSG00000027207",
         "ENSMUSG00000027215",
@@ -1521,11 +1506,13 @@
         "ENSMUSG00000027223",
         "ENSMUSG00000027244",
         "ENSMUSG00000027246",
+        "ENSMUSG00000027249",
         "ENSMUSG00000027253",
         "ENSMUSG00000027276",
         "ENSMUSG00000027281",
         "ENSMUSG00000027282",
         "ENSMUSG00000027291",
+        "ENSMUSG00000027300",
         "ENSMUSG00000027305",
         "ENSMUSG00000027306",
         "ENSMUSG00000027309",
@@ -1534,13 +1521,13 @@
         "ENSMUSG00000027315",
         "ENSMUSG00000027323",
         "ENSMUSG00000027324",
+        "ENSMUSG00000027327",
         "ENSMUSG00000027331",
         "ENSMUSG00000027342",
         "ENSMUSG00000027353",
         "ENSMUSG00000027356",
         "ENSMUSG00000027368",
         "ENSMUSG00000027371",
-        "ENSMUSG00000027377",
         "ENSMUSG00000027379",
         "ENSMUSG00000027384",
         "ENSMUSG00000027394",
@@ -1549,7 +1536,6 @@
         "ENSMUSG00000027401",
         "ENSMUSG00000027404",
         "ENSMUSG00000027411",
-        "ENSMUSG00000027412",
         "ENSMUSG00000027424",
         "ENSMUSG00000027428",
         "ENSMUSG00000027430",
@@ -1565,24 +1551,22 @@
         "ENSMUSG00000027490",
         "ENSMUSG00000027498",
         "ENSMUSG00000027508",
-        "ENSMUSG00000027509",
-        "ENSMUSG00000027510",
         "ENSMUSG00000027519",
         "ENSMUSG00000027531",
         "ENSMUSG00000027533",
         "ENSMUSG00000027534",
+        "ENSMUSG00000027550",
         "ENSMUSG00000027555",
         "ENSMUSG00000027566",
         "ENSMUSG00000027575",
         "ENSMUSG00000027580",
-        "ENSMUSG00000027582",
         "ENSMUSG00000027598",
         "ENSMUSG00000027602",
         "ENSMUSG00000027613",
-        "ENSMUSG00000027624",
         "ENSMUSG00000027628",
         "ENSMUSG00000027634",
         "ENSMUSG00000027639",
+        "ENSMUSG00000027649",
         "ENSMUSG00000027651",
         "ENSMUSG00000027660",
         "ENSMUSG00000027667",
@@ -1622,7 +1606,6 @@
         "ENSMUSG00000027994",
         "ENSMUSG00000027996",
         "ENSMUSG00000027997",
-        "ENSMUSG00000027998",
         "ENSMUSG00000027999",
         "ENSMUSG00000028007",
         "ENSMUSG00000028013",
@@ -1633,6 +1616,7 @@
         "ENSMUSG00000028040",
         "ENSMUSG00000028044",
         "ENSMUSG00000028047",
+        "ENSMUSG00000028048",
         "ENSMUSG00000028057",
         "ENSMUSG00000028062",
         "ENSMUSG00000028066",
@@ -1651,9 +1635,11 @@
         "ENSMUSG00000028108",
         "ENSMUSG00000028124",
         "ENSMUSG00000028126",
+        "ENSMUSG00000028128",
         "ENSMUSG00000028145",
         "ENSMUSG00000028148",
         "ENSMUSG00000028150",
+        "ENSMUSG00000028156",
         "ENSMUSG00000028165",
         "ENSMUSG00000028179",
         "ENSMUSG00000028188",
@@ -1663,7 +1649,6 @@
         "ENSMUSG00000028218",
         "ENSMUSG00000028221",
         "ENSMUSG00000028223",
-        "ENSMUSG00000028229",
         "ENSMUSG00000028232",
         "ENSMUSG00000028236",
         "ENSMUSG00000028243",
@@ -1692,7 +1677,6 @@
         "ENSMUSG00000028456",
         "ENSMUSG00000028466",
         "ENSMUSG00000028468",
-        "ENSMUSG00000028479",
         "ENSMUSG00000028483",
         "ENSMUSG00000028494",
         "ENSMUSG00000028525",
@@ -1754,13 +1738,13 @@
         "ENSMUSG00000028857",
         "ENSMUSG00000028863",
         "ENSMUSG00000028865",
+        "ENSMUSG00000028869",
         "ENSMUSG00000028873",
         "ENSMUSG00000028884",
         "ENSMUSG00000028885",
         "ENSMUSG00000028890",
         "ENSMUSG00000028894",
         "ENSMUSG00000028898",
-        "ENSMUSG00000028899",
         "ENSMUSG00000028901",
         "ENSMUSG00000028907",
         "ENSMUSG00000028909",
@@ -1779,6 +1763,7 @@
         "ENSMUSG00000028964",
         "ENSMUSG00000028969",
         "ENSMUSG00000028982",
+        "ENSMUSG00000028986",
         "ENSMUSG00000028988",
         "ENSMUSG00000028990",
         "ENSMUSG00000028996",
@@ -1803,7 +1788,6 @@
         "ENSMUSG00000029108",
         "ENSMUSG00000029119",
         "ENSMUSG00000029122",
-        "ENSMUSG00000029126",
         "ENSMUSG00000029134",
         "ENSMUSG00000029136",
         "ENSMUSG00000029145",
@@ -1831,6 +1815,7 @@
         "ENSMUSG00000029344",
         "ENSMUSG00000029346",
         "ENSMUSG00000029359",
+        "ENSMUSG00000029366",
         "ENSMUSG00000029376",
         "ENSMUSG00000029378",
         "ENSMUSG00000029380",
@@ -1844,7 +1829,6 @@
         "ENSMUSG00000029404",
         "ENSMUSG00000029407",
         "ENSMUSG00000029408",
-        "ENSMUSG00000029413",
         "ENSMUSG00000029428",
         "ENSMUSG00000029430",
         "ENSMUSG00000029440",
@@ -1865,7 +1849,6 @@
         "ENSMUSG00000029521",
         "ENSMUSG00000029524",
         "ENSMUSG00000029534",
-        "ENSMUSG00000029551",
         "ENSMUSG00000029552",
         "ENSMUSG00000029554",
         "ENSMUSG00000029559",
@@ -1883,8 +1866,8 @@
         "ENSMUSG00000029624",
         "ENSMUSG00000029625",
         "ENSMUSG00000029627",
-        "ENSMUSG00000029635",
         "ENSMUSG00000029641",
+        "ENSMUSG00000029648",
         "ENSMUSG00000029669",
         "ENSMUSG00000029672",
         "ENSMUSG00000029675",
@@ -1907,7 +1890,6 @@
         "ENSMUSG00000029781",
         "ENSMUSG00000029802",
         "ENSMUSG00000029810",
-        "ENSMUSG00000029814",
         "ENSMUSG00000029815",
         "ENSMUSG00000029838",
         "ENSMUSG00000029863",
@@ -1966,7 +1948,6 @@
         "ENSMUSG00000030435",
         "ENSMUSG00000030451",
         "ENSMUSG00000030493",
-        "ENSMUSG00000030505",
         "ENSMUSG00000030510",
         "ENSMUSG00000030512",
         "ENSMUSG00000030534",
@@ -1984,10 +1965,10 @@
         "ENSMUSG00000030605",
         "ENSMUSG00000030611",
         "ENSMUSG00000030612",
+        "ENSMUSG00000030613",
         "ENSMUSG00000030615",
         "ENSMUSG00000030619",
         "ENSMUSG00000030630",
-        "ENSMUSG00000030643",
         "ENSMUSG00000030649",
         "ENSMUSG00000030652",
         "ENSMUSG00000030654",
@@ -2000,6 +1981,7 @@
         "ENSMUSG00000030689",
         "ENSMUSG00000030691",
         "ENSMUSG00000030693",
+        "ENSMUSG00000030695",
         "ENSMUSG00000030697",
         "ENSMUSG00000030701",
         "ENSMUSG00000030706",
@@ -2007,19 +1989,17 @@
         "ENSMUSG00000030714",
         "ENSMUSG00000030717",
         "ENSMUSG00000030720",
-        "ENSMUSG00000030722",
         "ENSMUSG00000030725",
         "ENSMUSG00000030726",
-        "ENSMUSG00000030727",
         "ENSMUSG00000030729",
         "ENSMUSG00000030748",
         "ENSMUSG00000030750",
         "ENSMUSG00000030751",
         "ENSMUSG00000030752",
+        "ENSMUSG00000030760",
         "ENSMUSG00000030768",
         "ENSMUSG00000030770",
         "ENSMUSG00000030772",
-        "ENSMUSG00000030780",
         "ENSMUSG00000030790",
         "ENSMUSG00000030793",
         "ENSMUSG00000030800",
@@ -2049,8 +2029,11 @@
         "ENSMUSG00000031021",
         "ENSMUSG00000031023",
         "ENSMUSG00000031024",
+        "ENSMUSG00000031072",
         "ENSMUSG00000031077",
+        "ENSMUSG00000031093",
         "ENSMUSG00000031097",
+        "ENSMUSG00000031098",
         "ENSMUSG00000031105",
         "ENSMUSG00000031112",
         "ENSMUSG00000031129",
@@ -2061,11 +2044,11 @@
         "ENSMUSG00000031168",
         "ENSMUSG00000031171",
         "ENSMUSG00000031201",
-        "ENSMUSG00000031209",
         "ENSMUSG00000031214",
         "ENSMUSG00000031242",
         "ENSMUSG00000031256",
         "ENSMUSG00000031266",
+        "ENSMUSG00000031278",
         "ENSMUSG00000031286",
         "ENSMUSG00000031295",
         "ENSMUSG00000031304",
@@ -2080,7 +2063,6 @@
         "ENSMUSG00000031380",
         "ENSMUSG00000031381",
         "ENSMUSG00000031391",
-        "ENSMUSG00000031393",
         "ENSMUSG00000031399",
         "ENSMUSG00000031425",
         "ENSMUSG00000031429",
@@ -2090,13 +2072,17 @@
         "ENSMUSG00000031438",
         "ENSMUSG00000031453",
         "ENSMUSG00000031458",
+        "ENSMUSG00000031467",
         "ENSMUSG00000031479",
         "ENSMUSG00000031482",
         "ENSMUSG00000031487",
         "ENSMUSG00000031490",
         "ENSMUSG00000031502",
+        "ENSMUSG00000031505",
         "ENSMUSG00000031508",
+        "ENSMUSG00000031511",
         "ENSMUSG00000031513",
+        "ENSMUSG00000031516",
         "ENSMUSG00000031521",
         "ENSMUSG00000031533",
         "ENSMUSG00000031538",
@@ -2105,6 +2091,7 @@
         "ENSMUSG00000031556",
         "ENSMUSG00000031561",
         "ENSMUSG00000031562",
+        "ENSMUSG00000031574",
         "ENSMUSG00000031577",
         "ENSMUSG00000031583",
         "ENSMUSG00000031590",
@@ -2116,7 +2103,6 @@
         "ENSMUSG00000031634",
         "ENSMUSG00000031641",
         "ENSMUSG00000031652",
-        "ENSMUSG00000031666",
         "ENSMUSG00000031667",
         "ENSMUSG00000031671",
         "ENSMUSG00000031681",
@@ -2139,6 +2125,7 @@
         "ENSMUSG00000031770",
         "ENSMUSG00000031781",
         "ENSMUSG00000031783",
+        "ENSMUSG00000031785",
         "ENSMUSG00000031791",
         "ENSMUSG00000031792",
         "ENSMUSG00000031796",
@@ -2162,7 +2149,6 @@
         "ENSMUSG00000031886",
         "ENSMUSG00000031897",
         "ENSMUSG00000031902",
-        "ENSMUSG00000031910",
         "ENSMUSG00000031917",
         "ENSMUSG00000031921",
         "ENSMUSG00000031924",
@@ -2171,12 +2157,10 @@
         "ENSMUSG00000031955",
         "ENSMUSG00000031967",
         "ENSMUSG00000031976",
-        "ENSMUSG00000031979",
         "ENSMUSG00000031982",
         "ENSMUSG00000031983",
         "ENSMUSG00000031984",
         "ENSMUSG00000032000",
-        "ENSMUSG00000032011",
         "ENSMUSG00000032012",
         "ENSMUSG00000032014",
         "ENSMUSG00000032018",
@@ -2184,6 +2168,7 @@
         "ENSMUSG00000032038",
         "ENSMUSG00000032040",
         "ENSMUSG00000032041",
+        "ENSMUSG00000032051",
         "ENSMUSG00000032059",
         "ENSMUSG00000032062",
         "ENSMUSG00000032067",
@@ -2214,7 +2199,6 @@
         "ENSMUSG00000032245",
         "ENSMUSG00000032251",
         "ENSMUSG00000032252",
-        "ENSMUSG00000032254",
         "ENSMUSG00000032262",
         "ENSMUSG00000032285",
         "ENSMUSG00000032289",
@@ -2225,15 +2209,14 @@
         "ENSMUSG00000032301",
         "ENSMUSG00000032305",
         "ENSMUSG00000032306",
-        "ENSMUSG00000032308",
         "ENSMUSG00000032309",
         "ENSMUSG00000032312",
         "ENSMUSG00000032313",
         "ENSMUSG00000032316",
-        "ENSMUSG00000032322",
         "ENSMUSG00000032327",
         "ENSMUSG00000032329",
         "ENSMUSG00000032348",
+        "ENSMUSG00000032352",
         "ENSMUSG00000032353",
         "ENSMUSG00000032359",
         "ENSMUSG00000032369",
@@ -2242,7 +2225,6 @@
         "ENSMUSG00000032376",
         "ENSMUSG00000032377",
         "ENSMUSG00000032381",
-        "ENSMUSG00000032396",
         "ENSMUSG00000032397",
         "ENSMUSG00000032398",
         "ENSMUSG00000032400",
@@ -2283,6 +2265,8 @@
         "ENSMUSG00000032606",
         "ENSMUSG00000032609",
         "ENSMUSG00000032615",
+        "ENSMUSG00000032633",
+        "ENSMUSG00000032643",
         "ENSMUSG00000032673",
         "ENSMUSG00000032679",
         "ENSMUSG00000032688",
@@ -2294,12 +2278,12 @@
         "ENSMUSG00000032741",
         "ENSMUSG00000032754",
         "ENSMUSG00000032777",
-        "ENSMUSG00000032783",
         "ENSMUSG00000032786",
         "ENSMUSG00000032788",
         "ENSMUSG00000032802",
         "ENSMUSG00000032807",
         "ENSMUSG00000032812",
+        "ENSMUSG00000032839",
         "ENSMUSG00000032840",
         "ENSMUSG00000032842",
         "ENSMUSG00000032867",
@@ -2317,7 +2301,6 @@
         "ENSMUSG00000033099",
         "ENSMUSG00000033102",
         "ENSMUSG00000033157",
-        "ENSMUSG00000033174",
         "ENSMUSG00000033187",
         "ENSMUSG00000033216",
         "ENSMUSG00000033222",
@@ -2331,6 +2314,7 @@
         "ENSMUSG00000033356",
         "ENSMUSG00000033364",
         "ENSMUSG00000033379",
+        "ENSMUSG00000033389",
         "ENSMUSG00000033416",
         "ENSMUSG00000033423",
         "ENSMUSG00000033454",
@@ -2364,6 +2348,7 @@
         "ENSMUSG00000033845",
         "ENSMUSG00000033871",
         "ENSMUSG00000033880",
+        "ENSMUSG00000033885",
         "ENSMUSG00000033902",
         "ENSMUSG00000033917",
         "ENSMUSG00000033918",
@@ -2375,7 +2360,6 @@
         "ENSMUSG00000034108",
         "ENSMUSG00000034157",
         "ENSMUSG00000034161",
-        "ENSMUSG00000034165",
         "ENSMUSG00000034189",
         "ENSMUSG00000034192",
         "ENSMUSG00000034203",
@@ -2439,17 +2423,14 @@
         "ENSMUSG00000034902",
         "ENSMUSG00000034906",
         "ENSMUSG00000034908",
-        "ENSMUSG00000034931",
-        "ENSMUSG00000034947",
-        "ENSMUSG00000034993",
         "ENSMUSG00000034998",
         "ENSMUSG00000035007",
         "ENSMUSG00000035021",
         "ENSMUSG00000035047",
         "ENSMUSG00000035051",
         "ENSMUSG00000035069",
+        "ENSMUSG00000035095",
         "ENSMUSG00000035104",
-        "ENSMUSG00000035107",
         "ENSMUSG00000035152",
         "ENSMUSG00000035165",
         "ENSMUSG00000035171",
@@ -2464,9 +2445,7 @@
         "ENSMUSG00000035351",
         "ENSMUSG00000035372",
         "ENSMUSG00000035373",
-        "ENSMUSG00000035376",
         "ENSMUSG00000035378",
-        "ENSMUSG00000035382",
         "ENSMUSG00000035385",
         "ENSMUSG00000035399",
         "ENSMUSG00000035401",
@@ -2496,11 +2475,9 @@
         "ENSMUSG00000035696",
         "ENSMUSG00000035754",
         "ENSMUSG00000035772",
-        "ENSMUSG00000035776",
         "ENSMUSG00000035783",
         "ENSMUSG00000035790",
         "ENSMUSG00000035798",
-        "ENSMUSG00000035805",
         "ENSMUSG00000035824",
         "ENSMUSG00000035845",
         "ENSMUSG00000035863",
@@ -2534,7 +2511,8 @@
         "ENSMUSG00000036169",
         "ENSMUSG00000036181",
         "ENSMUSG00000036186",
-        "ENSMUSG00000036206",
+        "ENSMUSG00000036188",
+        "ENSMUSG00000036214",
         "ENSMUSG00000036223",
         "ENSMUSG00000036246",
         "ENSMUSG00000036249",
@@ -2547,11 +2525,11 @@
         "ENSMUSG00000036402",
         "ENSMUSG00000036430",
         "ENSMUSG00000036438",
-        "ENSMUSG00000036450",
         "ENSMUSG00000036459",
         "ENSMUSG00000036461",
         "ENSMUSG00000036466",
         "ENSMUSG00000036533",
+        "ENSMUSG00000036537",
         "ENSMUSG00000036552",
         "ENSMUSG00000036560",
         "ENSMUSG00000036561",
@@ -2563,7 +2541,6 @@
         "ENSMUSG00000036617",
         "ENSMUSG00000036622",
         "ENSMUSG00000036639",
-        "ENSMUSG00000036644",
         "ENSMUSG00000036672",
         "ENSMUSG00000036678",
         "ENSMUSG00000036686",
@@ -2597,6 +2574,7 @@
         "ENSMUSG00000036986",
         "ENSMUSG00000036992",
         "ENSMUSG00000037003",
+        "ENSMUSG00000037007",
         "ENSMUSG00000037016",
         "ENSMUSG00000037020",
         "ENSMUSG00000037060",
@@ -2625,6 +2603,8 @@
         "ENSMUSG00000037343",
         "ENSMUSG00000037348",
         "ENSMUSG00000037349",
+        "ENSMUSG00000037353",
+        "ENSMUSG00000037364",
         "ENSMUSG00000037379",
         "ENSMUSG00000037405",
         "ENSMUSG00000037408",
@@ -2648,6 +2628,7 @@
         "ENSMUSG00000037628",
         "ENSMUSG00000037656",
         "ENSMUSG00000037664",
+        "ENSMUSG00000037679",
         "ENSMUSG00000037706",
         "ENSMUSG00000037710",
         "ENSMUSG00000037722",
@@ -2658,22 +2639,24 @@
         "ENSMUSG00000037822",
         "ENSMUSG00000037845",
         "ENSMUSG00000037847",
+        "ENSMUSG00000037851",
         "ENSMUSG00000037852",
         "ENSMUSG00000037876",
         "ENSMUSG00000037894",
         "ENSMUSG00000037904",
         "ENSMUSG00000037907",
         "ENSMUSG00000037935",
-        "ENSMUSG00000037936",
         "ENSMUSG00000037938",
         "ENSMUSG00000037960",
         "ENSMUSG00000037966",
         "ENSMUSG00000037971",
+        "ENSMUSG00000037972",
         "ENSMUSG00000037989",
         "ENSMUSG00000037992",
         "ENSMUSG00000037993",
         "ENSMUSG00000037997",
         "ENSMUSG00000038000",
+        "ENSMUSG00000038010",
         "ENSMUSG00000038014",
         "ENSMUSG00000038025",
         "ENSMUSG00000038028",
@@ -2685,7 +2668,6 @@
         "ENSMUSG00000038068",
         "ENSMUSG00000038085",
         "ENSMUSG00000038102",
-        "ENSMUSG00000038115",
         "ENSMUSG00000038119",
         "ENSMUSG00000038126",
         "ENSMUSG00000038143",
@@ -2713,7 +2695,6 @@
         "ENSMUSG00000038437",
         "ENSMUSG00000038451",
         "ENSMUSG00000038453",
-        "ENSMUSG00000038497",
         "ENSMUSG00000038500",
         "ENSMUSG00000038506",
         "ENSMUSG00000038510",
@@ -2728,7 +2709,6 @@
         "ENSMUSG00000038604",
         "ENSMUSG00000038607",
         "ENSMUSG00000038618",
-        "ENSMUSG00000038642",
         "ENSMUSG00000038644",
         "ENSMUSG00000038648",
         "ENSMUSG00000038658",
@@ -2745,6 +2725,7 @@
         "ENSMUSG00000038793",
         "ENSMUSG00000038812",
         "ENSMUSG00000038828",
+        "ENSMUSG00000038845",
         "ENSMUSG00000038871",
         "ENSMUSG00000038888",
         "ENSMUSG00000038895",
@@ -2754,10 +2735,11 @@
         "ENSMUSG00000038943",
         "ENSMUSG00000038949",
         "ENSMUSG00000038954",
+        "ENSMUSG00000038975",
         "ENSMUSG00000038982",
-        "ENSMUSG00000039000",
         "ENSMUSG00000039018",
         "ENSMUSG00000039031",
+        "ENSMUSG00000039046",
         "ENSMUSG00000039047",
         "ENSMUSG00000039055",
         "ENSMUSG00000039065",
@@ -2773,14 +2755,16 @@
         "ENSMUSG00000039182",
         "ENSMUSG00000039183",
         "ENSMUSG00000039187",
-        "ENSMUSG00000039202",
         "ENSMUSG00000039208",
         "ENSMUSG00000039210",
         "ENSMUSG00000039219",
+        "ENSMUSG00000039220",
         "ENSMUSG00000039231",
         "ENSMUSG00000039233",
         "ENSMUSG00000039236",
+        "ENSMUSG00000039239",
         "ENSMUSG00000039254",
+        "ENSMUSG00000039307",
         "ENSMUSG00000039308",
         "ENSMUSG00000039318",
         "ENSMUSG00000039323",
@@ -2792,27 +2776,32 @@
         "ENSMUSG00000039405",
         "ENSMUSG00000039410",
         "ENSMUSG00000039450",
-        "ENSMUSG00000039476",
+        "ENSMUSG00000039463",
         "ENSMUSG00000039478",
         "ENSMUSG00000039481",
         "ENSMUSG00000039501",
+        "ENSMUSG00000039512",
         "ENSMUSG00000039531",
         "ENSMUSG00000039568",
         "ENSMUSG00000039607",
+        "ENSMUSG00000039611",
         "ENSMUSG00000039628",
         "ENSMUSG00000039640",
         "ENSMUSG00000039648",
         "ENSMUSG00000039660",
         "ENSMUSG00000039670",
         "ENSMUSG00000039676",
+        "ENSMUSG00000039678",
         "ENSMUSG00000039680",
         "ENSMUSG00000039682",
         "ENSMUSG00000039686",
+        "ENSMUSG00000039697",
         "ENSMUSG00000039715",
         "ENSMUSG00000039725",
         "ENSMUSG00000039737",
         "ENSMUSG00000039759",
         "ENSMUSG00000039768",
+        "ENSMUSG00000039781",
         "ENSMUSG00000039810",
         "ENSMUSG00000039826",
         "ENSMUSG00000039842",
@@ -2829,6 +2818,7 @@
         "ENSMUSG00000039976",
         "ENSMUSG00000039983",
         "ENSMUSG00000039994",
+        "ENSMUSG00000040003",
         "ENSMUSG00000040022",
         "ENSMUSG00000040034",
         "ENSMUSG00000040084",
@@ -2858,10 +2848,10 @@
         "ENSMUSG00000040374",
         "ENSMUSG00000040383",
         "ENSMUSG00000040385",
-        "ENSMUSG00000040389",
         "ENSMUSG00000040432",
         "ENSMUSG00000040433",
         "ENSMUSG00000040451",
+        "ENSMUSG00000040455",
         "ENSMUSG00000040464",
         "ENSMUSG00000040466",
         "ENSMUSG00000040471",
@@ -2876,7 +2866,6 @@
         "ENSMUSG00000040557",
         "ENSMUSG00000040562",
         "ENSMUSG00000040591",
-        "ENSMUSG00000040596",
         "ENSMUSG00000040599",
         "ENSMUSG00000040606",
         "ENSMUSG00000040613",
@@ -2897,10 +2886,12 @@
         "ENSMUSG00000040734",
         "ENSMUSG00000040749",
         "ENSMUSG00000040767",
+        "ENSMUSG00000040795",
         "ENSMUSG00000040829",
         "ENSMUSG00000040848",
         "ENSMUSG00000040850",
         "ENSMUSG00000040852",
+        "ENSMUSG00000040857",
         "ENSMUSG00000040888",
         "ENSMUSG00000040918",
         "ENSMUSG00000040938",
@@ -2921,6 +2912,7 @@
         "ENSMUSG00000041319",
         "ENSMUSG00000041341",
         "ENSMUSG00000041346",
+        "ENSMUSG00000041353",
         "ENSMUSG00000041355",
         "ENSMUSG00000041361",
         "ENSMUSG00000041362",
@@ -2931,16 +2923,16 @@
         "ENSMUSG00000041440",
         "ENSMUSG00000041483",
         "ENSMUSG00000041506",
-        "ENSMUSG00000041515",
         "ENSMUSG00000041556",
         "ENSMUSG00000041577",
         "ENSMUSG00000041605",
         "ENSMUSG00000041607",
         "ENSMUSG00000041617",
+        "ENSMUSG00000041623",
         "ENSMUSG00000041625",
+        "ENSMUSG00000041629",
         "ENSMUSG00000041632",
         "ENSMUSG00000041642",
-        "ENSMUSG00000041653",
         "ENSMUSG00000041695",
         "ENSMUSG00000041712",
         "ENSMUSG00000041718",
@@ -2948,6 +2940,7 @@
         "ENSMUSG00000041733",
         "ENSMUSG00000041736",
         "ENSMUSG00000041757",
+        "ENSMUSG00000041765",
         "ENSMUSG00000041775",
         "ENSMUSG00000041801",
         "ENSMUSG00000041836",
@@ -2963,6 +2956,7 @@
         "ENSMUSG00000041954",
         "ENSMUSG00000041959",
         "ENSMUSG00000041961",
+        "ENSMUSG00000041974",
         "ENSMUSG00000041995",
         "ENSMUSG00000041997",
         "ENSMUSG00000042029",
@@ -2987,8 +2981,6 @@
         "ENSMUSG00000042349",
         "ENSMUSG00000042357",
         "ENSMUSG00000042363",
-        "ENSMUSG00000042367",
-        "ENSMUSG00000042380",
         "ENSMUSG00000042389",
         "ENSMUSG00000042426",
         "ENSMUSG00000042472",
@@ -3005,12 +2997,12 @@
         "ENSMUSG00000042572",
         "ENSMUSG00000042595",
         "ENSMUSG00000042606",
-        "ENSMUSG00000042608",
         "ENSMUSG00000042616",
         "ENSMUSG00000042622",
         "ENSMUSG00000042628",
         "ENSMUSG00000042642",
         "ENSMUSG00000042659",
+        "ENSMUSG00000042670",
         "ENSMUSG00000042675",
         "ENSMUSG00000042682",
         "ENSMUSG00000042694",
@@ -3036,6 +3028,7 @@
         "ENSMUSG00000043090",
         "ENSMUSG00000043091",
         "ENSMUSG00000043140",
+        "ENSMUSG00000043165",
         "ENSMUSG00000043183",
         "ENSMUSG00000043190",
         "ENSMUSG00000043207",
@@ -3055,15 +3048,17 @@
         "ENSMUSG00000043535",
         "ENSMUSG00000043542",
         "ENSMUSG00000043644",
+        "ENSMUSG00000043681",
         "ENSMUSG00000043687",
         "ENSMUSG00000043733",
         "ENSMUSG00000043872",
         "ENSMUSG00000043885",
+        "ENSMUSG00000043923",
         "ENSMUSG00000043929",
         "ENSMUSG00000043940",
         "ENSMUSG00000043987",
+        "ENSMUSG00000043991",
         "ENSMUSG00000044026",
-        "ENSMUSG00000044030",
         "ENSMUSG00000044041",
         "ENSMUSG00000044080",
         "ENSMUSG00000044103",
@@ -3097,6 +3092,7 @@
         "ENSMUSG00000044881",
         "ENSMUSG00000044927",
         "ENSMUSG00000044948",
+        "ENSMUSG00000044949",
         "ENSMUSG00000044982",
         "ENSMUSG00000044986",
         "ENSMUSG00000044991",
@@ -3124,7 +3120,6 @@
         "ENSMUSG00000045538",
         "ENSMUSG00000045545",
         "ENSMUSG00000045639",
-        "ENSMUSG00000045659",
         "ENSMUSG00000045665",
         "ENSMUSG00000045751",
         "ENSMUSG00000045752",
@@ -3134,6 +3129,7 @@
         "ENSMUSG00000045854",
         "ENSMUSG00000045948",
         "ENSMUSG00000045954",
+        "ENSMUSG00000045975",
         "ENSMUSG00000046020",
         "ENSMUSG00000046027",
         "ENSMUSG00000046032",
@@ -3141,21 +3137,23 @@
         "ENSMUSG00000046056",
         "ENSMUSG00000046070",
         "ENSMUSG00000046095",
+        "ENSMUSG00000046179",
         "ENSMUSG00000046223",
         "ENSMUSG00000046337",
         "ENSMUSG00000046352",
-        "ENSMUSG00000046402",
         "ENSMUSG00000046404",
         "ENSMUSG00000046432",
         "ENSMUSG00000046441",
         "ENSMUSG00000046447",
         "ENSMUSG00000046519",
+        "ENSMUSG00000046567",
         "ENSMUSG00000046573",
         "ENSMUSG00000046589",
         "ENSMUSG00000046591",
         "ENSMUSG00000046623",
         "ENSMUSG00000046658",
         "ENSMUSG00000046671",
+        "ENSMUSG00000046675",
         "ENSMUSG00000046691",
         "ENSMUSG00000046694",
         "ENSMUSG00000046718",
@@ -3174,6 +3172,7 @@
         "ENSMUSG00000046879",
         "ENSMUSG00000046908",
         "ENSMUSG00000046909",
+        "ENSMUSG00000046949",
         "ENSMUSG00000047022",
         "ENSMUSG00000047037",
         "ENSMUSG00000047067",
@@ -3195,12 +3194,11 @@
         "ENSMUSG00000047501",
         "ENSMUSG00000047534",
         "ENSMUSG00000047539",
+        "ENSMUSG00000047547",
         "ENSMUSG00000047557",
         "ENSMUSG00000047613",
-        "ENSMUSG00000047635",
         "ENSMUSG00000047649",
         "ENSMUSG00000047656",
-        "ENSMUSG00000047675",
         "ENSMUSG00000047710",
         "ENSMUSG00000047719",
         "ENSMUSG00000047730",
@@ -3216,9 +3214,11 @@
         "ENSMUSG00000048200",
         "ENSMUSG00000048271",
         "ENSMUSG00000048327",
+        "ENSMUSG00000048332",
         "ENSMUSG00000048373",
         "ENSMUSG00000048416",
         "ENSMUSG00000048429",
+        "ENSMUSG00000048439",
         "ENSMUSG00000048440",
         "ENSMUSG00000048442",
         "ENSMUSG00000048450",
@@ -3243,6 +3243,7 @@
         "ENSMUSG00000048930",
         "ENSMUSG00000049044",
         "ENSMUSG00000049086",
+        "ENSMUSG00000049090",
         "ENSMUSG00000049107",
         "ENSMUSG00000049119",
         "ENSMUSG00000049300",
@@ -3272,9 +3273,9 @@
         "ENSMUSG00000050201",
         "ENSMUSG00000050211",
         "ENSMUSG00000050212",
-        "ENSMUSG00000050240",
         "ENSMUSG00000050244",
         "ENSMUSG00000050248",
+        "ENSMUSG00000050288",
         "ENSMUSG00000050312",
         "ENSMUSG00000050335",
         "ENSMUSG00000050359",
@@ -3290,11 +3291,9 @@
         "ENSMUSG00000050730",
         "ENSMUSG00000050737",
         "ENSMUSG00000050786",
-        "ENSMUSG00000050796",
         "ENSMUSG00000050846",
         "ENSMUSG00000050854",
         "ENSMUSG00000050890",
-        "ENSMUSG00000050891",
         "ENSMUSG00000050914",
         "ENSMUSG00000050947",
         "ENSMUSG00000050953",
@@ -3316,13 +3315,11 @@
         "ENSMUSG00000051306",
         "ENSMUSG00000051329",
         "ENSMUSG00000051335",
-        "ENSMUSG00000051341",
         "ENSMUSG00000051343",
         "ENSMUSG00000051355",
         "ENSMUSG00000051379",
         "ENSMUSG00000051439",
         "ENSMUSG00000051483",
-        "ENSMUSG00000051502",
         "ENSMUSG00000051550",
         "ENSMUSG00000051557",
         "ENSMUSG00000051627",
@@ -3348,8 +3345,10 @@
         "ENSMUSG00000052572",
         "ENSMUSG00000052605",
         "ENSMUSG00000052656",
+        "ENSMUSG00000052698",
         "ENSMUSG00000052707",
         "ENSMUSG00000052738",
+        "ENSMUSG00000052748",
         "ENSMUSG00000052776",
         "ENSMUSG00000052794",
         "ENSMUSG00000052819",
@@ -3368,27 +3367,23 @@
         "ENSMUSG00000053175",
         "ENSMUSG00000053192",
         "ENSMUSG00000053329",
-        "ENSMUSG00000053411",
         "ENSMUSG00000053414",
         "ENSMUSG00000053470",
         "ENSMUSG00000053475",
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