popV version: 0.6.0

.gitattributes

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OnClass.data-00000-of-00001

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OnClass.npz

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README.md

@@ -1,62 +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: adipose tissue'
----
-
-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/76544818-bc5b-4a0d-87d4-40dde89545cb.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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| mesenchymal stem cell of adipose tissue | 190 | 1.00 | 1.00 | 0.99 | 0.99 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| myeloid cell | 190 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |
-| endothelial cell | 143 | 1.00 | 1.00 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
-| B cell | 66 | 0.99 | 0.96 | 0.97 | 0.96 | 0.00 | 0.99 | 0.99 | 0.98 | 0.97 |
-| T cell | 54 | 0.99 | 0.97 | 0.99 | 0.96 | 0.00 | 0.99 | 0.99 | 1.00 | 0.99 |
-| epithelial cell | 19 | 1.00 | 1.00 | 0.97 | 0.97 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |
-| erythroblast | 11 | 0.86 | 0.95 | 0.90 | 0.95 | 0.00 | 0.95 | 0.95 | 0.95 | 0.95 |
-| lymphocyte | 5 | 0.89 | 0.00 | 1.00 | 0.55 | 0.00 | 0.89 | 0.89 | 0.75 | 0.75 |
-
-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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| mesenchymal stem cell of adipose tissue | 1703 | 1.00 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
-| myeloid cell | 1681 | 0.99 | 0.98 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
-| endothelial cell | 1332 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| B cell | 617 | 0.98 | 0.97 | 0.99 | 0.96 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| T cell | 509 | 0.99 | 0.98 | 1.00 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
-| epithelial cell | 126 | 0.98 | 0.98 | 0.98 | 0.99 | 0.00 | 0.92 | 1.00 | 1.00 | 1.00 |
-| erythroblast | 81 | 0.88 | 0.91 | 0.96 | 0.95 | 0.00 | 0.96 | 0.99 | 1.00 | 0.97 |
-| lymphocyte | 50 | 0.86 | 0.00 | 0.94 | 0.61 | 0.00 | 0.95 | 1.00 | 1.00 | 0.96 |
-
-</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| mesenchymal stem cell of adipose tissue | 190 | 1.00 | 1.00 | 0.99 | 0.99 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| myeloid cell | 190 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| endothelial cell | 143 | 1.00 | 1.00 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| B cell | 66 | 0.99 | 0.96 | 0.97 | 0.96 | 0.00 | 0.99 | 0.99 | 0.98 | 0.97 |\n| T cell | 54 | 0.99 | 0.97 | 0.99 | 0.96 | 0.00 | 0.99 | 0.99 | 1.00 | 0.99 |\n| epithelial cell | 19 | 1.00 | 1.00 | 0.97 | 0.97 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| erythroblast | 11 | 0.86 | 0.95 | 0.90 | 0.95 | 0.00 | 0.95 | 0.95 | 0.95 | 0.95 |\n| lymphocyte | 5 | 0.89 | 0.00 | 1.00 | 0.55 | 0.00 | 0.89 | 0.89 | 0.75 | 0.75 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell of adipose tissue | 1703 | 1.00 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| myeloid cell | 1681 | 0.99 | 0.98 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 1332 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| B cell | 617 | 0.98 | 0.97 | 0.99 | 0.96 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| T cell | 509 | 0.99 | 0.98 | 1.00 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| epithelial cell | 126 | 0.98 | 0.98 | 0.98 | 0.99 | 0.00 | 0.92 | 1.00 | 1.00 | 1.00 |\n| erythroblast | 81 | 0.88 | 0.91 | 0.96 | 0.95 | 0.00 | 0.96 | 0.99 | 1.00 | 0.97 |\n| lymphocyte | 50 | 0.86 | 0.00 | 0.94 | 0.61 | 0.00 | 0.95 | 1.00 | 1.00 | 0.96 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell of adipose tissue | 198 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| myeloid cell | 176 | 1.00 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| endothelial cell | 156 | 1.00 | 1.00 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| B cell | 60 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.98 | 0.99 |\n| T cell | 64 | 1.00 | 0.99 | 1.00 | 1.00 | 0.00 | 1.00 | 0.99 | 1.00 | 1.00 |\n| epithelial cell | 14 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| erythroblast | 7 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.93 | 1.00 | 1.00 | 1.00 |\n| lymphocyte | 3 | 0.67 | 0.00 | 0.80 | 0.80 | 0.00 | 1.00 | 1.00 | 0.86 | 0.80 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell of adipose tissue | 1695 | 1.00 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| myeloid cell | 1695 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| endothelial cell | 1319 | 1.00 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| B cell | 623 | 0.98 | 0.97 | 0.98 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| T cell | 499 | 0.99 | 0.97 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| epithelial cell | 131 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| erythroblast | 85 | 0.88 | 0.90 | 0.93 | 0.91 | 0.00 | 0.90 | 1.00 | 1.00 | 0.97 |\n| lymphocyte | 52 | 0.87 | 0.11 | 0.84 | 0.85 | 0.00 | 0.96 | 1.00 | 1.00 | 0.93 |"
 }

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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/76544818-bc5b-4a0d-87d4-40dde89545cb.cxg/"
-}

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preprocessing.json

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     "gene_names": [
         "ENSMUSG00000000058",
         "ENSMUSG00000000078",
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         "ENSMUSG00000002781",
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         "ENSMUSG00000002957",
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         "ENSMUSG00000003420",
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-        "ENSMUSG00000003500",
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         "ENSMUSG00000004814",
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-        "ENSMUSG00000004849",
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         "ENSMUSG00000006800",
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         "ENSMUSG00000007659",
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-        "ENSMUSG00000007827",
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         "ENSMUSG00000013089",
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         "ENSMUSG00000014776",
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+        "ENSMUSG00000014850",
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         "ENSMUSG00000015224",
         "ENSMUSG00000015243",
@@ -413,6 +423,8 @@
         "ENSMUSG00000015766",
         "ENSMUSG00000015846",
         "ENSMUSG00000015850",
+        "ENSMUSG00000015852",
+        "ENSMUSG00000015854",
         "ENSMUSG00000015882",
         "ENSMUSG00000015932",
         "ENSMUSG00000015937",
@@ -454,7 +466,6 @@
         "ENSMUSG00000017499",
         "ENSMUSG00000017652",
         "ENSMUSG00000017697",
-        "ENSMUSG00000017713",
         "ENSMUSG00000017716",
         "ENSMUSG00000017718",
         "ENSMUSG00000017723",
@@ -482,6 +493,7 @@
         "ENSMUSG00000018339",
         "ENSMUSG00000018362",
         "ENSMUSG00000018381",
+        "ENSMUSG00000018395",
         "ENSMUSG00000018398",
         "ENSMUSG00000018417",
         "ENSMUSG00000018427",
@@ -497,6 +509,7 @@
         "ENSMUSG00000018659",
         "ENSMUSG00000018672",
         "ENSMUSG00000018677",
+        "ENSMUSG00000018740",
         "ENSMUSG00000018774",
         "ENSMUSG00000018796",
         "ENSMUSG00000018800",
@@ -526,6 +539,7 @@
         "ENSMUSG00000019437",
         "ENSMUSG00000019467",
         "ENSMUSG00000019478",
+        "ENSMUSG00000019528",
         "ENSMUSG00000019539",
         "ENSMUSG00000019558",
         "ENSMUSG00000019564",
@@ -540,7 +554,6 @@
         "ENSMUSG00000019810",
         "ENSMUSG00000019817",
         "ENSMUSG00000019818",
-        "ENSMUSG00000019820",
         "ENSMUSG00000019832",
         "ENSMUSG00000019838",
         "ENSMUSG00000019841",
@@ -565,6 +578,7 @@
         "ENSMUSG00000019942",
         "ENSMUSG00000019943",
         "ENSMUSG00000019944",
+        "ENSMUSG00000019951",
         "ENSMUSG00000019960",
         "ENSMUSG00000019961",
         "ENSMUSG00000019966",
@@ -587,14 +601,12 @@
         "ENSMUSG00000020077",
         "ENSMUSG00000020079",
         "ENSMUSG00000020085",
-        "ENSMUSG00000020087",
         "ENSMUSG00000020089",
         "ENSMUSG00000020097",
         "ENSMUSG00000020099",
         "ENSMUSG00000020100",
         "ENSMUSG00000020105",
         "ENSMUSG00000020108",
-        "ENSMUSG00000020109",
         "ENSMUSG00000020120",
         "ENSMUSG00000020121",
         "ENSMUSG00000020122",
@@ -611,15 +623,15 @@
         "ENSMUSG00000020205",
         "ENSMUSG00000020212",
         "ENSMUSG00000020227",
-        "ENSMUSG00000020228",
+        "ENSMUSG00000020235",
         "ENSMUSG00000020241",
         "ENSMUSG00000020251",
-        "ENSMUSG00000020253",
         "ENSMUSG00000020260",
         "ENSMUSG00000020261",
         "ENSMUSG00000020262",
         "ENSMUSG00000020263",
         "ENSMUSG00000020271",
+        "ENSMUSG00000020272",
         "ENSMUSG00000020275",
         "ENSMUSG00000020277",
         "ENSMUSG00000020282",
@@ -629,6 +641,7 @@
         "ENSMUSG00000020325",
         "ENSMUSG00000020328",
         "ENSMUSG00000020334",
+        "ENSMUSG00000020340",
         "ENSMUSG00000020357",
         "ENSMUSG00000020358",
         "ENSMUSG00000020363",
@@ -648,18 +661,17 @@
         "ENSMUSG00000020467",
         "ENSMUSG00000020471",
         "ENSMUSG00000020473",
+        "ENSMUSG00000020474",
         "ENSMUSG00000020483",
         "ENSMUSG00000020484",
         "ENSMUSG00000020486",
         "ENSMUSG00000020532",
         "ENSMUSG00000020538",
         "ENSMUSG00000020547",
-        "ENSMUSG00000020553",
         "ENSMUSG00000020571",
         "ENSMUSG00000020573",
         "ENSMUSG00000020576",
         "ENSMUSG00000020577",
-        "ENSMUSG00000020580",
         "ENSMUSG00000020589",
         "ENSMUSG00000020592",
         "ENSMUSG00000020593",
@@ -672,14 +684,12 @@
         "ENSMUSG00000020642",
         "ENSMUSG00000020644",
         "ENSMUSG00000020654",
-        "ENSMUSG00000020657",
         "ENSMUSG00000020658",
         "ENSMUSG00000020661",
         "ENSMUSG00000020674",
         "ENSMUSG00000020676",
         "ENSMUSG00000020681",
         "ENSMUSG00000020689",
-        "ENSMUSG00000020692",
         "ENSMUSG00000020695",
         "ENSMUSG00000020697",
         "ENSMUSG00000020706",
@@ -692,7 +702,6 @@
         "ENSMUSG00000020774",
         "ENSMUSG00000020776",
         "ENSMUSG00000020777",
-        "ENSMUSG00000020785",
         "ENSMUSG00000020788",
         "ENSMUSG00000020802",
         "ENSMUSG00000020810",
@@ -720,11 +729,12 @@
         "ENSMUSG00000020961",
         "ENSMUSG00000020986",
         "ENSMUSG00000021003",
+        "ENSMUSG00000021013",
         "ENSMUSG00000021023",
         "ENSMUSG00000021033",
         "ENSMUSG00000021047",
         "ENSMUSG00000021048",
-        "ENSMUSG00000021067",
+        "ENSMUSG00000021062",
         "ENSMUSG00000021069",
         "ENSMUSG00000021087",
         "ENSMUSG00000021091",
@@ -762,13 +772,11 @@
         "ENSMUSG00000021318",
         "ENSMUSG00000021319",
         "ENSMUSG00000021322",
-        "ENSMUSG00000021339",
         "ENSMUSG00000021340",
         "ENSMUSG00000021356",
         "ENSMUSG00000021360",
         "ENSMUSG00000021361",
         "ENSMUSG00000021367",
-        "ENSMUSG00000021368",
         "ENSMUSG00000021375",
         "ENSMUSG00000021379",
         "ENSMUSG00000021384",
@@ -830,6 +838,7 @@
         "ENSMUSG00000021943",
         "ENSMUSG00000021948",
         "ENSMUSG00000021957",
+        "ENSMUSG00000021974",
         "ENSMUSG00000021981",
         "ENSMUSG00000021990",
         "ENSMUSG00000021994",
@@ -855,7 +864,9 @@
         "ENSMUSG00000022122",
         "ENSMUSG00000022131",
         "ENSMUSG00000022132",
+        "ENSMUSG00000022142",
         "ENSMUSG00000022146",
+        "ENSMUSG00000022148",
         "ENSMUSG00000022150",
         "ENSMUSG00000022177",
         "ENSMUSG00000022180",
@@ -896,9 +907,9 @@
         "ENSMUSG00000022371",
         "ENSMUSG00000022372",
         "ENSMUSG00000022378",
-        "ENSMUSG00000022386",
         "ENSMUSG00000022389",
         "ENSMUSG00000022391",
+        "ENSMUSG00000022394",
         "ENSMUSG00000022415",
         "ENSMUSG00000022419",
         "ENSMUSG00000022425",
@@ -940,7 +951,6 @@
         "ENSMUSG00000022602",
         "ENSMUSG00000022621",
         "ENSMUSG00000022623",
-        "ENSMUSG00000022629",
         "ENSMUSG00000022636",
         "ENSMUSG00000022651",
         "ENSMUSG00000022661",
@@ -966,7 +976,6 @@
         "ENSMUSG00000022836",
         "ENSMUSG00000022842",
         "ENSMUSG00000022844",
-        "ENSMUSG00000022856",
         "ENSMUSG00000022861",
         "ENSMUSG00000022876",
         "ENSMUSG00000022878",
@@ -978,14 +987,12 @@
         "ENSMUSG00000022899",
         "ENSMUSG00000022900",
         "ENSMUSG00000022901",
-        "ENSMUSG00000022912",
         "ENSMUSG00000022941",
         "ENSMUSG00000022947",
         "ENSMUSG00000022948",
         "ENSMUSG00000022951",
         "ENSMUSG00000022952",
         "ENSMUSG00000022957",
-        "ENSMUSG00000022962",
         "ENSMUSG00000022973",
         "ENSMUSG00000022994",
         "ENSMUSG00000022995",
@@ -993,6 +1000,7 @@
         "ENSMUSG00000023007",
         "ENSMUSG00000023008",
         "ENSMUSG00000023015",
+        "ENSMUSG00000023019",
         "ENSMUSG00000023022",
         "ENSMUSG00000023030",
         "ENSMUSG00000023031",
@@ -1013,8 +1021,8 @@
         "ENSMUSG00000023206",
         "ENSMUSG00000023224",
         "ENSMUSG00000023243",
-        "ENSMUSG00000023249",
         "ENSMUSG00000023272",
+        "ENSMUSG00000023277",
         "ENSMUSG00000023336",
         "ENSMUSG00000023348",
         "ENSMUSG00000023349",
@@ -1065,10 +1073,8 @@
         "ENSMUSG00000024059",
         "ENSMUSG00000024063",
         "ENSMUSG00000024065",
-        "ENSMUSG00000024069",
         "ENSMUSG00000024074",
         "ENSMUSG00000024076",
-        "ENSMUSG00000024079",
         "ENSMUSG00000024084",
         "ENSMUSG00000024085",
         "ENSMUSG00000024087",
@@ -1078,6 +1084,7 @@
         "ENSMUSG00000024143",
         "ENSMUSG00000024150",
         "ENSMUSG00000024158",
+        "ENSMUSG00000024164",
         "ENSMUSG00000024168",
         "ENSMUSG00000024174",
         "ENSMUSG00000024177",
@@ -1086,7 +1093,7 @@
         "ENSMUSG00000024222",
         "ENSMUSG00000024232",
         "ENSMUSG00000024236",
-        "ENSMUSG00000024238",
+        "ENSMUSG00000024242",
         "ENSMUSG00000024247",
         "ENSMUSG00000024253",
         "ENSMUSG00000024268",
@@ -1096,6 +1103,7 @@
         "ENSMUSG00000024349",
         "ENSMUSG00000024352",
         "ENSMUSG00000024357",
+        "ENSMUSG00000024371",
         "ENSMUSG00000024378",
         "ENSMUSG00000024379",
         "ENSMUSG00000024381",
@@ -1107,6 +1115,7 @@
         "ENSMUSG00000024424",
         "ENSMUSG00000024426",
         "ENSMUSG00000024427",
+        "ENSMUSG00000024440",
         "ENSMUSG00000024451",
         "ENSMUSG00000024462",
         "ENSMUSG00000024486",
@@ -1161,7 +1170,6 @@
         "ENSMUSG00000024754",
         "ENSMUSG00000024769",
         "ENSMUSG00000024781",
-        "ENSMUSG00000024785",
         "ENSMUSG00000024790",
         "ENSMUSG00000024810",
         "ENSMUSG00000024812",
@@ -1177,6 +1185,7 @@
         "ENSMUSG00000024909",
         "ENSMUSG00000024910",
         "ENSMUSG00000024912",
+        "ENSMUSG00000024913",
         "ENSMUSG00000024924",
         "ENSMUSG00000024940",
         "ENSMUSG00000024953",
@@ -1186,7 +1195,6 @@
         "ENSMUSG00000024986",
         "ENSMUSG00000024990",
         "ENSMUSG00000024998",
-        "ENSMUSG00000024999",
         "ENSMUSG00000025006",
         "ENSMUSG00000025007",
         "ENSMUSG00000025027",
@@ -1196,8 +1204,8 @@
         "ENSMUSG00000025050",
         "ENSMUSG00000025058",
         "ENSMUSG00000025068",
-        "ENSMUSG00000025077",
         "ENSMUSG00000025083",
+        "ENSMUSG00000025085",
         "ENSMUSG00000025092",
         "ENSMUSG00000025130",
         "ENSMUSG00000025134",
@@ -1208,15 +1216,12 @@
         "ENSMUSG00000025161",
         "ENSMUSG00000025163",
         "ENSMUSG00000025170",
-        "ENSMUSG00000025171",
         "ENSMUSG00000025178",
         "ENSMUSG00000025185",
         "ENSMUSG00000025192",
         "ENSMUSG00000025203",
         "ENSMUSG00000025213",
         "ENSMUSG00000025232",
-        "ENSMUSG00000025235",
-        "ENSMUSG00000025241",
         "ENSMUSG00000025255",
         "ENSMUSG00000025262",
         "ENSMUSG00000025268",
@@ -1233,6 +1238,8 @@
         "ENSMUSG00000025381",
         "ENSMUSG00000025395",
         "ENSMUSG00000025403",
+        "ENSMUSG00000025417",
+        "ENSMUSG00000025427",
         "ENSMUSG00000025464",
         "ENSMUSG00000025473",
         "ENSMUSG00000025477",
@@ -1278,6 +1285,7 @@
         "ENSMUSG00000025812",
         "ENSMUSG00000025816",
         "ENSMUSG00000025817",
+        "ENSMUSG00000025821",
         "ENSMUSG00000025823",
         "ENSMUSG00000025854",
         "ENSMUSG00000025855",
@@ -1285,14 +1293,13 @@
         "ENSMUSG00000025867",
         "ENSMUSG00000025869",
         "ENSMUSG00000025877",
-        "ENSMUSG00000025887",
+        "ENSMUSG00000025888",
         "ENSMUSG00000025889",
         "ENSMUSG00000025902",
         "ENSMUSG00000025915",
         "ENSMUSG00000025921",
         "ENSMUSG00000025930",
         "ENSMUSG00000025934",
-        "ENSMUSG00000025949",
         "ENSMUSG00000025950",
         "ENSMUSG00000025964",
         "ENSMUSG00000025969",
@@ -1334,7 +1341,6 @@
         "ENSMUSG00000026234",
         "ENSMUSG00000026235",
         "ENSMUSG00000026249",
-        "ENSMUSG00000026254",
         "ENSMUSG00000026255",
         "ENSMUSG00000026271",
         "ENSMUSG00000026278",
@@ -1381,6 +1387,7 @@
         "ENSMUSG00000026566",
         "ENSMUSG00000026574",
         "ENSMUSG00000026576",
+        "ENSMUSG00000026579",
         "ENSMUSG00000026580",
         "ENSMUSG00000026581",
         "ENSMUSG00000026586",
@@ -1403,6 +1410,7 @@
         "ENSMUSG00000026675",
         "ENSMUSG00000026676",
         "ENSMUSG00000026678",
+        "ENSMUSG00000026679",
         "ENSMUSG00000026688",
         "ENSMUSG00000026697",
         "ENSMUSG00000026701",
@@ -1415,7 +1423,6 @@
         "ENSMUSG00000026764",
         "ENSMUSG00000026773",
         "ENSMUSG00000026778",
-        "ENSMUSG00000026784",
         "ENSMUSG00000026785",
         "ENSMUSG00000026786",
         "ENSMUSG00000026796",
@@ -1435,6 +1442,7 @@
         "ENSMUSG00000026872",
         "ENSMUSG00000026875",
         "ENSMUSG00000026879",
+        "ENSMUSG00000026880",
         "ENSMUSG00000026883",
         "ENSMUSG00000026893",
         "ENSMUSG00000026896",
@@ -1460,7 +1468,6 @@
         "ENSMUSG00000027111",
         "ENSMUSG00000027134",
         "ENSMUSG00000027160",
-        "ENSMUSG00000027175",
         "ENSMUSG00000027187",
         "ENSMUSG00000027188",
         "ENSMUSG00000027195",
@@ -1490,10 +1497,12 @@
         "ENSMUSG00000027315",
         "ENSMUSG00000027318",
         "ENSMUSG00000027322",
+        "ENSMUSG00000027327",
         "ENSMUSG00000027329",
         "ENSMUSG00000027330",
         "ENSMUSG00000027332",
         "ENSMUSG00000027333",
+        "ENSMUSG00000027342",
         "ENSMUSG00000027346",
         "ENSMUSG00000027347",
         "ENSMUSG00000027351",
@@ -1501,12 +1510,10 @@
         "ENSMUSG00000027358",
         "ENSMUSG00000027360",
         "ENSMUSG00000027368",
-        "ENSMUSG00000027371",
         "ENSMUSG00000027377",
         "ENSMUSG00000027378",
         "ENSMUSG00000027381",
         "ENSMUSG00000027386",
-        "ENSMUSG00000027395",
         "ENSMUSG00000027397",
         "ENSMUSG00000027398",
         "ENSMUSG00000027408",
@@ -1533,14 +1540,13 @@
         "ENSMUSG00000027555",
         "ENSMUSG00000027559",
         "ENSMUSG00000027562",
+        "ENSMUSG00000027574",
         "ENSMUSG00000027597",
-        "ENSMUSG00000027605",
         "ENSMUSG00000027610",
         "ENSMUSG00000027611",
         "ENSMUSG00000027636",
         "ENSMUSG00000027639",
         "ENSMUSG00000027641",
-        "ENSMUSG00000027642",
         "ENSMUSG00000027646",
         "ENSMUSG00000027656",
         "ENSMUSG00000027663",
@@ -1548,7 +1554,6 @@
         "ENSMUSG00000027684",
         "ENSMUSG00000027698",
         "ENSMUSG00000027709",
-        "ENSMUSG00000027712",
         "ENSMUSG00000027737",
         "ENSMUSG00000027750",
         "ENSMUSG00000027765",
@@ -1574,7 +1579,6 @@
         "ENSMUSG00000027868",
         "ENSMUSG00000027875",
         "ENSMUSG00000027878",
-        "ENSMUSG00000027879",
         "ENSMUSG00000027883",
         "ENSMUSG00000027907",
         "ENSMUSG00000027931",
@@ -1609,11 +1613,11 @@
         "ENSMUSG00000028082",
         "ENSMUSG00000028089",
         "ENSMUSG00000028096",
-        "ENSMUSG00000028099",
         "ENSMUSG00000028108",
         "ENSMUSG00000028111",
         "ENSMUSG00000028121",
         "ENSMUSG00000028124",
+        "ENSMUSG00000028128",
         "ENSMUSG00000028145",
         "ENSMUSG00000028152",
         "ENSMUSG00000028167",
@@ -1626,6 +1630,7 @@
         "ENSMUSG00000028214",
         "ENSMUSG00000028218",
         "ENSMUSG00000028261",
+        "ENSMUSG00000028266",
         "ENSMUSG00000028268",
         "ENSMUSG00000028270",
         "ENSMUSG00000028312",
@@ -1640,10 +1645,8 @@
         "ENSMUSG00000028378",
         "ENSMUSG00000028381",
         "ENSMUSG00000028383",
-        "ENSMUSG00000028385",
         "ENSMUSG00000028393",
         "ENSMUSG00000028394",
-        "ENSMUSG00000028399",
         "ENSMUSG00000028402",
         "ENSMUSG00000028412",
         "ENSMUSG00000028413",
@@ -1656,6 +1659,7 @@
         "ENSMUSG00000028456",
         "ENSMUSG00000028459",
         "ENSMUSG00000028464",
+        "ENSMUSG00000028465",
         "ENSMUSG00000028467",
         "ENSMUSG00000028476",
         "ENSMUSG00000028478",
@@ -1670,19 +1674,23 @@
         "ENSMUSG00000028560",
         "ENSMUSG00000028565",
         "ENSMUSG00000028573",
+        "ENSMUSG00000028576",
         "ENSMUSG00000028581",
         "ENSMUSG00000028583",
         "ENSMUSG00000028597",
+        "ENSMUSG00000028599",
         "ENSMUSG00000028600",
         "ENSMUSG00000028601",
         "ENSMUSG00000028603",
         "ENSMUSG00000028607",
         "ENSMUSG00000028617",
+        "ENSMUSG00000028633",
         "ENSMUSG00000028645",
+        "ENSMUSG00000028647",
         "ENSMUSG00000028648",
         "ENSMUSG00000028657",
         "ENSMUSG00000028671",
-        "ENSMUSG00000028680",
+        "ENSMUSG00000028684",
         "ENSMUSG00000028689",
         "ENSMUSG00000028691",
         "ENSMUSG00000028692",
@@ -1702,12 +1710,14 @@
         "ENSMUSG00000028792",
         "ENSMUSG00000028803",
         "ENSMUSG00000028807",
+        "ENSMUSG00000028811",
         "ENSMUSG00000028832",
         "ENSMUSG00000028840",
         "ENSMUSG00000028843",
         "ENSMUSG00000028859",
         "ENSMUSG00000028862",
         "ENSMUSG00000028871",
+        "ENSMUSG00000028873",
         "ENSMUSG00000028874",
         "ENSMUSG00000028884",
         "ENSMUSG00000028885",
@@ -1747,8 +1757,6 @@
         "ENSMUSG00000029126",
         "ENSMUSG00000029136",
         "ENSMUSG00000029153",
-        "ENSMUSG00000029156",
-        "ENSMUSG00000029162",
         "ENSMUSG00000029163",
         "ENSMUSG00000029177",
         "ENSMUSG00000029185",
@@ -1780,6 +1788,7 @@
         "ENSMUSG00000029373",
         "ENSMUSG00000029378",
         "ENSMUSG00000029380",
+        "ENSMUSG00000029394",
         "ENSMUSG00000029401",
         "ENSMUSG00000029406",
         "ENSMUSG00000029408",
@@ -1789,11 +1798,13 @@
         "ENSMUSG00000029438",
         "ENSMUSG00000029446",
         "ENSMUSG00000029449",
+        "ENSMUSG00000029467",
         "ENSMUSG00000029468",
         "ENSMUSG00000029469",
         "ENSMUSG00000029470",
         "ENSMUSG00000029482",
         "ENSMUSG00000029484",
+        "ENSMUSG00000029490",
         "ENSMUSG00000029502",
         "ENSMUSG00000029512",
         "ENSMUSG00000029521",
@@ -1806,7 +1817,6 @@
         "ENSMUSG00000029580",
         "ENSMUSG00000029581",
         "ENSMUSG00000029587",
-        "ENSMUSG00000029594",
         "ENSMUSG00000029603",
         "ENSMUSG00000029610",
         "ENSMUSG00000029616",
@@ -1835,7 +1845,7 @@
         "ENSMUSG00000029767",
         "ENSMUSG00000029771",
         "ENSMUSG00000029772",
-        "ENSMUSG00000029775",
+        "ENSMUSG00000029777",
         "ENSMUSG00000029778",
         "ENSMUSG00000029780",
         "ENSMUSG00000029781",
@@ -1852,6 +1862,7 @@
         "ENSMUSG00000029915",
         "ENSMUSG00000029919",
         "ENSMUSG00000029922",
+        "ENSMUSG00000029923",
         "ENSMUSG00000029925",
         "ENSMUSG00000029992",
         "ENSMUSG00000029994",
@@ -1871,6 +1882,7 @@
         "ENSMUSG00000030086",
         "ENSMUSG00000030087",
         "ENSMUSG00000030091",
+        "ENSMUSG00000030094",
         "ENSMUSG00000030096",
         "ENSMUSG00000030103",
         "ENSMUSG00000030104",
@@ -1890,7 +1902,6 @@
         "ENSMUSG00000030166",
         "ENSMUSG00000030168",
         "ENSMUSG00000030170",
-        "ENSMUSG00000030172",
         "ENSMUSG00000030177",
         "ENSMUSG00000030187",
         "ENSMUSG00000030188",
@@ -1910,6 +1921,7 @@
         "ENSMUSG00000030268",
         "ENSMUSG00000030278",
         "ENSMUSG00000030281",
+        "ENSMUSG00000030282",
         "ENSMUSG00000030284",
         "ENSMUSG00000030306",
         "ENSMUSG00000030313",
@@ -1928,9 +1940,7 @@
         "ENSMUSG00000030452",
         "ENSMUSG00000030465",
         "ENSMUSG00000030468",
-        "ENSMUSG00000030471",
         "ENSMUSG00000030474",
-        "ENSMUSG00000030509",
         "ENSMUSG00000030513",
         "ENSMUSG00000030516",
         "ENSMUSG00000030530",
@@ -1965,8 +1975,8 @@
         "ENSMUSG00000030707",
         "ENSMUSG00000030711",
         "ENSMUSG00000030717",
-        "ENSMUSG00000030718",
         "ENSMUSG00000030724",
+        "ENSMUSG00000030726",
         "ENSMUSG00000030729",
         "ENSMUSG00000030737",
         "ENSMUSG00000030742",
@@ -1975,7 +1985,6 @@
         "ENSMUSG00000030748",
         "ENSMUSG00000030760",
         "ENSMUSG00000030761",
-        "ENSMUSG00000030763",
         "ENSMUSG00000030768",
         "ENSMUSG00000030770",
         "ENSMUSG00000030772",
@@ -1983,7 +1992,6 @@
         "ENSMUSG00000030782",
         "ENSMUSG00000030786",
         "ENSMUSG00000030787",
-        "ENSMUSG00000030788",
         "ENSMUSG00000030789",
         "ENSMUSG00000030790",
         "ENSMUSG00000030792",
@@ -1996,6 +2004,7 @@
         "ENSMUSG00000030844",
         "ENSMUSG00000030862",
         "ENSMUSG00000030878",
+        "ENSMUSG00000030881",
         "ENSMUSG00000030888",
         "ENSMUSG00000030921",
         "ENSMUSG00000030922",
@@ -2012,7 +2021,6 @@
         "ENSMUSG00000031101",
         "ENSMUSG00000031119",
         "ENSMUSG00000031129",
-        "ENSMUSG00000031143",
         "ENSMUSG00000031147",
         "ENSMUSG00000031149",
         "ENSMUSG00000031155",
@@ -2038,6 +2046,7 @@
         "ENSMUSG00000031375",
         "ENSMUSG00000031377",
         "ENSMUSG00000031379",
+        "ENSMUSG00000031389",
         "ENSMUSG00000031391",
         "ENSMUSG00000031400",
         "ENSMUSG00000031402",
@@ -2046,15 +2055,16 @@
         "ENSMUSG00000031434",
         "ENSMUSG00000031441",
         "ENSMUSG00000031442",
+        "ENSMUSG00000031444",
         "ENSMUSG00000031447",
         "ENSMUSG00000031451",
         "ENSMUSG00000031465",
         "ENSMUSG00000031480",
+        "ENSMUSG00000031482",
         "ENSMUSG00000031488",
         "ENSMUSG00000031490",
         "ENSMUSG00000031494",
         "ENSMUSG00000031495",
-        "ENSMUSG00000031497",
         "ENSMUSG00000031502",
         "ENSMUSG00000031503",
         "ENSMUSG00000031506",
@@ -2066,7 +2076,6 @@
         "ENSMUSG00000031558",
         "ENSMUSG00000031565",
         "ENSMUSG00000031584",
-        "ENSMUSG00000031595",
         "ENSMUSG00000031596",
         "ENSMUSG00000031608",
         "ENSMUSG00000031609",
@@ -2095,7 +2104,6 @@
         "ENSMUSG00000031765",
         "ENSMUSG00000031770",
         "ENSMUSG00000031778",
-        "ENSMUSG00000031787",
         "ENSMUSG00000031790",
         "ENSMUSG00000031791",
         "ENSMUSG00000031803",
@@ -2145,15 +2153,14 @@
         "ENSMUSG00000032094",
         "ENSMUSG00000032109",
         "ENSMUSG00000032115",
-        "ENSMUSG00000032116",
         "ENSMUSG00000032118",
+        "ENSMUSG00000032120",
         "ENSMUSG00000032121",
         "ENSMUSG00000032122",
         "ENSMUSG00000032125",
         "ENSMUSG00000032126",
         "ENSMUSG00000032135",
         "ENSMUSG00000032180",
-        "ENSMUSG00000032182",
         "ENSMUSG00000032185",
         "ENSMUSG00000032186",
         "ENSMUSG00000032192",
@@ -2199,7 +2206,6 @@
         "ENSMUSG00000032383",
         "ENSMUSG00000032387",
         "ENSMUSG00000032397",
-        "ENSMUSG00000032402",
         "ENSMUSG00000032411",
         "ENSMUSG00000032418",
         "ENSMUSG00000032419",
@@ -2256,10 +2262,8 @@
         "ENSMUSG00000032878",
         "ENSMUSG00000032883",
         "ENSMUSG00000032892",
-        "ENSMUSG00000032898",
         "ENSMUSG00000032902",
         "ENSMUSG00000032925",
-        "ENSMUSG00000032932",
         "ENSMUSG00000032939",
         "ENSMUSG00000032997",
         "ENSMUSG00000033022",
@@ -2281,7 +2285,6 @@
         "ENSMUSG00000033192",
         "ENSMUSG00000033207",
         "ENSMUSG00000033208",
-        "ENSMUSG00000033209",
         "ENSMUSG00000033213",
         "ENSMUSG00000033220",
         "ENSMUSG00000033256",
@@ -2355,6 +2358,7 @@
         "ENSMUSG00000034265",
         "ENSMUSG00000034266",
         "ENSMUSG00000034271",
+        "ENSMUSG00000034292",
         "ENSMUSG00000034317",
         "ENSMUSG00000034327",
         "ENSMUSG00000034330",
@@ -2396,7 +2400,6 @@
         "ENSMUSG00000034748",
         "ENSMUSG00000034751",
         "ENSMUSG00000034761",
-        "ENSMUSG00000034771",
         "ENSMUSG00000034786",
         "ENSMUSG00000034792",
         "ENSMUSG00000034795",
@@ -2425,7 +2428,6 @@
         "ENSMUSG00000035064",
         "ENSMUSG00000035105",
         "ENSMUSG00000035107",
-        "ENSMUSG00000035151",
         "ENSMUSG00000035158",
         "ENSMUSG00000035168",
         "ENSMUSG00000035172",
@@ -2443,9 +2445,7 @@
         "ENSMUSG00000035293",
         "ENSMUSG00000035299",
         "ENSMUSG00000035314",
-        "ENSMUSG00000035325",
         "ENSMUSG00000035329",
-        "ENSMUSG00000035337",
         "ENSMUSG00000035351",
         "ENSMUSG00000035352",
         "ENSMUSG00000035357",
@@ -2467,7 +2467,6 @@
         "ENSMUSG00000035692",
         "ENSMUSG00000035704",
         "ENSMUSG00000035711",
-        "ENSMUSG00000035772",
         "ENSMUSG00000035778",
         "ENSMUSG00000035783",
         "ENSMUSG00000035799",
@@ -2475,7 +2474,6 @@
         "ENSMUSG00000035890",
         "ENSMUSG00000035914",
         "ENSMUSG00000035919",
-        "ENSMUSG00000035944",
         "ENSMUSG00000035960",
         "ENSMUSG00000036019",
         "ENSMUSG00000036026",
@@ -2490,7 +2488,6 @@
         "ENSMUSG00000036139",
         "ENSMUSG00000036144",
         "ENSMUSG00000036158",
-        "ENSMUSG00000036160",
         "ENSMUSG00000036181",
         "ENSMUSG00000036186",
         "ENSMUSG00000036206",
@@ -2507,6 +2504,7 @@
         "ENSMUSG00000036402",
         "ENSMUSG00000036437",
         "ENSMUSG00000036446",
+        "ENSMUSG00000036452",
         "ENSMUSG00000036459",
         "ENSMUSG00000036469",
         "ENSMUSG00000036473",
@@ -2577,13 +2575,10 @@
         "ENSMUSG00000037318",
         "ENSMUSG00000037331",
         "ENSMUSG00000037337",
-        "ENSMUSG00000037344",
         "ENSMUSG00000037347",
         "ENSMUSG00000037348",
-        "ENSMUSG00000037351",
         "ENSMUSG00000037362",
         "ENSMUSG00000037370",
-        "ENSMUSG00000037376",
         "ENSMUSG00000037379",
         "ENSMUSG00000037405",
         "ENSMUSG00000037411",
@@ -2598,7 +2593,6 @@
         "ENSMUSG00000037606",
         "ENSMUSG00000037613",
         "ENSMUSG00000037621",
-        "ENSMUSG00000037643",
         "ENSMUSG00000037649",
         "ENSMUSG00000037656",
         "ENSMUSG00000037661",
@@ -2644,7 +2638,6 @@
         "ENSMUSG00000038086",
         "ENSMUSG00000038112",
         "ENSMUSG00000038119",
-        "ENSMUSG00000038141",
         "ENSMUSG00000038143",
         "ENSMUSG00000038145",
         "ENSMUSG00000038146",
@@ -2658,6 +2651,7 @@
         "ENSMUSG00000038178",
         "ENSMUSG00000038179",
         "ENSMUSG00000038188",
+        "ENSMUSG00000038195",
         "ENSMUSG00000038235",
         "ENSMUSG00000038236",
         "ENSMUSG00000038244",
@@ -2672,8 +2666,8 @@
         "ENSMUSG00000038312",
         "ENSMUSG00000038335",
         "ENSMUSG00000038344",
-        "ENSMUSG00000038351",
         "ENSMUSG00000038352",
+        "ENSMUSG00000038366",
         "ENSMUSG00000038370",
         "ENSMUSG00000038372",
         "ENSMUSG00000038375",
@@ -2707,12 +2701,13 @@
         "ENSMUSG00000038650",
         "ENSMUSG00000038668",
         "ENSMUSG00000038679",
+        "ENSMUSG00000038685",
         "ENSMUSG00000038700",
         "ENSMUSG00000038702",
         "ENSMUSG00000038721",
+        "ENSMUSG00000038729",
         "ENSMUSG00000038732",
         "ENSMUSG00000038736",
-        "ENSMUSG00000038759",
         "ENSMUSG00000038764",
         "ENSMUSG00000038775",
         "ENSMUSG00000038781",
@@ -2775,23 +2770,23 @@
         "ENSMUSG00000039529",
         "ENSMUSG00000039601",
         "ENSMUSG00000039607",
+        "ENSMUSG00000039616",
         "ENSMUSG00000039621",
         "ENSMUSG00000039633",
         "ENSMUSG00000039640",
         "ENSMUSG00000039646",
         "ENSMUSG00000039652",
         "ENSMUSG00000039661",
-        "ENSMUSG00000039678",
         "ENSMUSG00000039680",
         "ENSMUSG00000039683",
         "ENSMUSG00000039697",
+        "ENSMUSG00000039699",
         "ENSMUSG00000039706",
         "ENSMUSG00000039713",
         "ENSMUSG00000039715",
         "ENSMUSG00000039735",
         "ENSMUSG00000039741",
         "ENSMUSG00000039753",
-        "ENSMUSG00000039765",
         "ENSMUSG00000039774",
         "ENSMUSG00000039783",
         "ENSMUSG00000039787",
@@ -2803,6 +2798,7 @@
         "ENSMUSG00000039886",
         "ENSMUSG00000039887",
         "ENSMUSG00000039899",
+        "ENSMUSG00000039910",
         "ENSMUSG00000039911",
         "ENSMUSG00000039917",
         "ENSMUSG00000039936",
@@ -2819,6 +2815,7 @@
         "ENSMUSG00000040016",
         "ENSMUSG00000040026",
         "ENSMUSG00000040034",
+        "ENSMUSG00000040040",
         "ENSMUSG00000040061",
         "ENSMUSG00000040093",
         "ENSMUSG00000040097",
@@ -2844,6 +2841,7 @@
         "ENSMUSG00000040312",
         "ENSMUSG00000040339",
         "ENSMUSG00000040345",
+        "ENSMUSG00000040389",
         "ENSMUSG00000040428",
         "ENSMUSG00000040441",
         "ENSMUSG00000040447",
@@ -2857,8 +2855,6 @@
         "ENSMUSG00000040562",
         "ENSMUSG00000040564",
         "ENSMUSG00000040584",
-        "ENSMUSG00000040586",
-        "ENSMUSG00000040591",
         "ENSMUSG00000040592",
         "ENSMUSG00000040596",
         "ENSMUSG00000040605",
@@ -2870,7 +2866,6 @@
         "ENSMUSG00000040624",
         "ENSMUSG00000040631",
         "ENSMUSG00000040659",
-        "ENSMUSG00000040661",
         "ENSMUSG00000040675",
         "ENSMUSG00000040681",
         "ENSMUSG00000040690",
@@ -2893,6 +2888,7 @@
         "ENSMUSG00000040888",
         "ENSMUSG00000040907",
         "ENSMUSG00000040913",
+        "ENSMUSG00000040929",
         "ENSMUSG00000040950",
         "ENSMUSG00000040964",
         "ENSMUSG00000041012",
@@ -2940,6 +2936,7 @@
         "ENSMUSG00000041654",
         "ENSMUSG00000041688",
         "ENSMUSG00000041731",
+        "ENSMUSG00000041734",
         "ENSMUSG00000041736",
         "ENSMUSG00000041754",
         "ENSMUSG00000041757",
@@ -2967,7 +2964,6 @@
         "ENSMUSG00000042050",
         "ENSMUSG00000042066",
         "ENSMUSG00000042073",
-        "ENSMUSG00000042082",
         "ENSMUSG00000042099",
         "ENSMUSG00000042116",
         "ENSMUSG00000042129",
@@ -3002,7 +2998,6 @@
         "ENSMUSG00000042606",
         "ENSMUSG00000042616",
         "ENSMUSG00000042622",
-        "ENSMUSG00000042632",
         "ENSMUSG00000042644",
         "ENSMUSG00000042684",
         "ENSMUSG00000042688",
@@ -3029,6 +3024,7 @@
         "ENSMUSG00000043154",
         "ENSMUSG00000043157",
         "ENSMUSG00000043190",
+        "ENSMUSG00000043252",
         "ENSMUSG00000043259",
         "ENSMUSG00000043300",
         "ENSMUSG00000043336",
@@ -3045,11 +3041,13 @@
         "ENSMUSG00000043629",
         "ENSMUSG00000043631",
         "ENSMUSG00000043644",
+        "ENSMUSG00000043740",
         "ENSMUSG00000043822",
         "ENSMUSG00000043832",
         "ENSMUSG00000043866",
         "ENSMUSG00000043895",
         "ENSMUSG00000043931",
+        "ENSMUSG00000043939",
         "ENSMUSG00000043943",
         "ENSMUSG00000043953",
         "ENSMUSG00000043969",
@@ -3073,7 +3071,6 @@
         "ENSMUSG00000044447",
         "ENSMUSG00000044469",
         "ENSMUSG00000044502",
-        "ENSMUSG00000044533",
         "ENSMUSG00000044548",
         "ENSMUSG00000044562",
         "ENSMUSG00000044583",
@@ -3084,11 +3081,12 @@
         "ENSMUSG00000044734",
         "ENSMUSG00000044749",
         "ENSMUSG00000044768",
+        "ENSMUSG00000044770",
         "ENSMUSG00000044783",
         "ENSMUSG00000044792",
-        "ENSMUSG00000044813",
         "ENSMUSG00000044827",
         "ENSMUSG00000044847",
+        "ENSMUSG00000044864",
         "ENSMUSG00000044894",
         "ENSMUSG00000044921",
         "ENSMUSG00000044927",
@@ -3097,7 +3095,6 @@
         "ENSMUSG00000044986",
         "ENSMUSG00000045005",
         "ENSMUSG00000045031",
-        "ENSMUSG00000045038",
         "ENSMUSG00000045071",
         "ENSMUSG00000045092",
         "ENSMUSG00000045095",
@@ -3114,6 +3111,7 @@
         "ENSMUSG00000045382",
         "ENSMUSG00000045394",
         "ENSMUSG00000045404",
+        "ENSMUSG00000045414",
         "ENSMUSG00000045534",
         "ENSMUSG00000045538",
         "ENSMUSG00000045551",
@@ -3124,7 +3122,9 @@
         "ENSMUSG00000045672",
         "ENSMUSG00000045680",
         "ENSMUSG00000045730",
+        "ENSMUSG00000045752",
         "ENSMUSG00000045763",
+        "ENSMUSG00000045817",
         "ENSMUSG00000045826",
         "ENSMUSG00000045827",
         "ENSMUSG00000045930",
@@ -3132,11 +3132,9 @@
         "ENSMUSG00000045934",
         "ENSMUSG00000045980",
         "ENSMUSG00000046006",
-        "ENSMUSG00000046027",
         "ENSMUSG00000046056",
         "ENSMUSG00000046157",
         "ENSMUSG00000046186",
-        "ENSMUSG00000046207",
         "ENSMUSG00000046223",
         "ENSMUSG00000046245",
         "ENSMUSG00000046280",
@@ -3185,7 +3183,6 @@
         "ENSMUSG00000047604",
         "ENSMUSG00000047632",
         "ENSMUSG00000047649",
-        "ENSMUSG00000047656",
         "ENSMUSG00000047669",
         "ENSMUSG00000047712",
         "ENSMUSG00000047719",
@@ -3198,9 +3195,7 @@
         "ENSMUSG00000047821",
         "ENSMUSG00000047832",
         "ENSMUSG00000047867",
-        "ENSMUSG00000047878",
         "ENSMUSG00000047880",
-        "ENSMUSG00000047907",
         "ENSMUSG00000047945",
         "ENSMUSG00000047963",
         "ENSMUSG00000047996",
@@ -3214,6 +3209,7 @@
         "ENSMUSG00000048264",
         "ENSMUSG00000048277",
         "ENSMUSG00000048285",
+        "ENSMUSG00000048332",
         "ENSMUSG00000048371",
         "ENSMUSG00000048376",
         "ENSMUSG00000048387",
@@ -3229,7 +3225,6 @@
         "ENSMUSG00000048612",
         "ENSMUSG00000048621",
         "ENSMUSG00000048677",
-        "ENSMUSG00000048720",
         "ENSMUSG00000048772",
         "ENSMUSG00000048779",
         "ENSMUSG00000048807",
@@ -3245,7 +3240,6 @@
         "ENSMUSG00000049103",
         "ENSMUSG00000049107",
         "ENSMUSG00000049115",
-        "ENSMUSG00000049119",
         "ENSMUSG00000049130",
         "ENSMUSG00000049225",
         "ENSMUSG00000049288",
@@ -3302,6 +3296,7 @@
         "ENSMUSG00000050556",
         "ENSMUSG00000050708",
         "ENSMUSG00000050730",
+        "ENSMUSG00000050732",
         "ENSMUSG00000050737",
         "ENSMUSG00000050777",
         "ENSMUSG00000050796",
@@ -3328,7 +3323,6 @@
         "ENSMUSG00000051323",
         "ENSMUSG00000051335",
         "ENSMUSG00000051339",
-        "ENSMUSG00000051341",
         "ENSMUSG00000051343",
         "ENSMUSG00000051351",
         "ENSMUSG00000051359",
@@ -3336,6 +3330,7 @@
         "ENSMUSG00000051379",
         "ENSMUSG00000051391",
         "ENSMUSG00000051397",
+        "ENSMUSG00000051427",
         "ENSMUSG00000051439",
         "ENSMUSG00000051457",
         "ENSMUSG00000051483",
@@ -3367,8 +3362,10 @@
         "ENSMUSG00000052369",
         "ENSMUSG00000052397",
         "ENSMUSG00000052459",
+        "ENSMUSG00000052477",
         "ENSMUSG00000052534",
         "ENSMUSG00000052539",
+        "ENSMUSG00000052544",
         "ENSMUSG00000052566",
         "ENSMUSG00000052605",
         "ENSMUSG00000052609",
@@ -3379,10 +3376,10 @@
         "ENSMUSG00000052749",
         "ENSMUSG00000052760",
         "ENSMUSG00000052776",
+        "ENSMUSG00000052798",
         "ENSMUSG00000052821",
         "ENSMUSG00000052889",
         "ENSMUSG00000052911",
-        "ENSMUSG00000052914",
         "ENSMUSG00000052920",
         "ENSMUSG00000052921",
         "ENSMUSG00000052957",
@@ -3417,7 +3414,6 @@
         "ENSMUSG00000053801",
         "ENSMUSG00000053846",
         "ENSMUSG00000053897",
-        "ENSMUSG00000053916",
         "ENSMUSG00000053931",
         "ENSMUSG00000053964",
         "ENSMUSG00000053965",
@@ -3432,6 +3428,7 @@
         "ENSMUSG00000054342",
         "ENSMUSG00000054404",
         "ENSMUSG00000054408",
+        "ENSMUSG00000054428",
         "ENSMUSG00000054434",
         "ENSMUSG00000054435",
         "ENSMUSG00000054469",
@@ -3442,6 +3439,7 @@
         "ENSMUSG00000054580",
         "ENSMUSG00000054582",
         "ENSMUSG00000054612",
+        "ENSMUSG00000054619",
         "ENSMUSG00000054640",
         "ENSMUSG00000054675",
         "ENSMUSG00000054676",
@@ -3452,12 +3450,10 @@
         "ENSMUSG00000054717",
         "ENSMUSG00000054728",
         "ENSMUSG00000054766",
-        "ENSMUSG00000054814",
         "ENSMUSG00000054855",
         "ENSMUSG00000054871",
         "ENSMUSG00000054892",
         "ENSMUSG00000054893",
-        "ENSMUSG00000054951",
         "ENSMUSG00000055013",
         "ENSMUSG00000055044",
         "ENSMUSG00000055067",
@@ -3494,7 +3490,6 @@
         "ENSMUSG00000056131",
         "ENSMUSG00000056145",
         "ENSMUSG00000056214",
-        "ENSMUSG00000056220",
         "ENSMUSG00000056290",
         "ENSMUSG00000056394",
         "ENSMUSG00000056413",
@@ -3513,7 +3508,6 @@
         "ENSMUSG00000056698",
         "ENSMUSG00000056737",
         "ENSMUSG00000056749",
-        "ENSMUSG00000056870",
         "ENSMUSG00000056888",
         "ENSMUSG00000056895",
         "ENSMUSG00000056899",
@@ -3524,6 +3518,7 @@
         "ENSMUSG00000057092",
         "ENSMUSG00000057113",
         "ENSMUSG00000057132",
+        "ENSMUSG00000057137",
         "ENSMUSG00000057191",
         "ENSMUSG00000057219",
         "ENSMUSG00000057315",
@@ -3562,12 +3557,9 @@
         "ENSMUSG00000058600",
         "ENSMUSG00000058624",
         "ENSMUSG00000058665",
-        "ENSMUSG00000058672",
         "ENSMUSG00000058715",
         "ENSMUSG00000058755",
-        "ENSMUSG00000058761",
         "ENSMUSG00000058794",
-        "ENSMUSG00000058881",
         "ENSMUSG00000058966",
         "ENSMUSG00000059013",
         "ENSMUSG00000059089",
@@ -3575,6 +3567,7 @@
         "ENSMUSG00000059173",
         "ENSMUSG00000059182",
         "ENSMUSG00000059248",
+        "ENSMUSG00000059277",
         "ENSMUSG00000059325",
         "ENSMUSG00000059326",
         "ENSMUSG00000059363",
@@ -3591,6 +3584,7 @@
         "ENSMUSG00000059824",
         "ENSMUSG00000059895",
         "ENSMUSG00000059901",
+        "ENSMUSG00000059970",
         "ENSMUSG00000059994",
         "ENSMUSG00000060002",
         "ENSMUSG00000060032",
@@ -3602,8 +3596,8 @@
         "ENSMUSG00000060206",
         "ENSMUSG00000060216",
         "ENSMUSG00000060224",
-        "ENSMUSG00000060227",
         "ENSMUSG00000060260",
+        "ENSMUSG00000060288",
         "ENSMUSG00000060512",
         "ENSMUSG00000060519",
         "ENSMUSG00000060550",
@@ -3644,34 +3638,36 @@
         "ENSMUSG00000061878",
         "ENSMUSG00000062070",
         "ENSMUSG00000062075",
-        "ENSMUSG00000062082",
         "ENSMUSG00000062098",
         "ENSMUSG00000062203",
         "ENSMUSG00000062248",
         "ENSMUSG00000062312",
         "ENSMUSG00000062345",
+        "ENSMUSG00000062421",
         "ENSMUSG00000062515",
         "ENSMUSG00000062563",
         "ENSMUSG00000062591",
         "ENSMUSG00000062619",
         "ENSMUSG00000062661",
+        "ENSMUSG00000062683",
         "ENSMUSG00000062753",
         "ENSMUSG00000062825",
-        "ENSMUSG00000062931",
+        "ENSMUSG00000062929",
         "ENSMUSG00000062939",
         "ENSMUSG00000062960",
         "ENSMUSG00000062995",
+        "ENSMUSG00000063018",
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