popV version: 0.6.0

.gitattributes

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

OnClass.data-00000-of-00001

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OnClass.npz

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README.md

@@ -1,68 +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: heart'
----
-
-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/1efd4700-87dd-4b45-8762-11ba3fea7a65.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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| fibroblast of cardiac tissue | 393 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.97 | 0.99 | 0.99 | 1.00 |
-| endothelial cell of coronary artery | 265 | 0.97 | 0.99 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.99 | 0.99 |
-| monocyte | 124 | 0.98 | 0.99 | 0.97 | 0.97 | 0.00 | 0.98 | 0.97 | 0.96 | 0.98 |
-| regular atrial cardiac myocyte | 28 | 0.81 | 0.86 | 0.87 | 0.70 | 0.00 | 0.54 | 0.83 | 0.88 | 0.89 |
-| endocardial cell | 33 | 0.99 | 0.99 | 0.99 | 0.97 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |
-| B cell | 37 | 0.93 | 0.96 | 0.93 | 0.85 | 0.00 | 0.99 | 0.99 | 0.96 | 1.00 |
-| cardiac valve cell | 27 | 1.00 | 1.00 | 1.00 | 0.95 | 0.00 | 0.96 | 1.00 | 1.00 | 1.00 |
-| T cell | 16 | 0.88 | 1.00 | 0.97 | 0.83 | 0.00 | 1.00 | 0.97 | 0.94 | 1.00 |
-| regular ventricular cardiac myocyte | 14 | 0.97 | 0.97 | 0.93 | 0.67 | 0.00 | 0.85 | 0.93 | 0.93 | 0.97 |
-| smooth muscle cell | 6 | 0.92 | 1.00 | 0.92 | 0.71 | 0.00 | 0.80 | 0.92 | 1.00 | 0.92 |
-| macrophage | 7 | 0.80 | 0.73 | 0.88 | 0.47 | 0.00 | 0.74 | 0.93 | 0.82 | 1.00 |
-
-The train accuracies are computed on the training data.
-
-| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| fibroblast of cardiac tissue | 3318 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |
-| endothelial cell of coronary artery | 2429 | 0.97 | 0.98 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |
-| monocyte | 1155 | 0.97 | 0.97 | 0.97 | 0.97 | 0.00 | 0.96 | 0.98 | 0.97 | 0.98 |
-| regular atrial cardiac myocyte | 364 | 0.84 | 0.87 | 0.90 | 0.81 | 0.00 | 0.73 | 0.93 | 0.94 | 0.94 |
-| endocardial cell | 342 | 0.97 | 0.98 | 0.98 | 0.96 | 0.00 | 0.94 | 0.99 | 0.98 | 0.99 |
-| B cell | 323 | 0.97 | 0.96 | 0.97 | 0.89 | 0.00 | 0.97 | 1.00 | 0.99 | 0.99 |
-| cardiac valve cell | 288 | 0.96 | 0.97 | 0.97 | 0.91 | 0.00 | 0.96 | 1.00 | 0.99 | 0.99 |
-| T cell | 181 | 0.96 | 0.99 | 0.98 | 0.91 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |
-| regular ventricular cardiac myocyte | 129 | 0.95 | 0.93 | 0.93 | 0.76 | 0.00 | 0.81 | 0.97 | 0.99 | 0.98 |
-| smooth muscle cell | 97 | 0.90 | 0.93 | 0.92 | 0.77 | 0.00 | 0.89 | 0.99 | 0.98 | 0.97 |
-| macrophage | 76 | 0.87 | 0.75 | 0.92 | 0.72 | 0.00 | 0.70 | 0.99 | 0.96 | 0.98 |
-
-</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| fibroblast of cardiac tissue | 393 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.97 | 0.99 | 0.99 | 1.00 |\n| endothelial cell of coronary artery | 265 | 0.97 | 0.99 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.99 | 0.99 |\n| monocyte | 124 | 0.98 | 0.99 | 0.97 | 0.97 | 0.00 | 0.98 | 0.97 | 0.96 | 0.98 |\n| regular atrial cardiac myocyte | 28 | 0.81 | 0.86 | 0.87 | 0.70 | 0.00 | 0.54 | 0.83 | 0.88 | 0.89 |\n| endocardial cell | 33 | 0.99 | 0.99 | 0.99 | 0.97 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| B cell | 37 | 0.93 | 0.96 | 0.93 | 0.85 | 0.00 | 0.99 | 0.99 | 0.96 | 1.00 |\n| cardiac valve cell | 27 | 1.00 | 1.00 | 1.00 | 0.95 | 0.00 | 0.96 | 1.00 | 1.00 | 1.00 |\n| T cell | 16 | 0.88 | 1.00 | 0.97 | 0.83 | 0.00 | 1.00 | 0.97 | 0.94 | 1.00 |\n| regular ventricular cardiac myocyte | 14 | 0.97 | 0.97 | 0.93 | 0.67 | 0.00 | 0.85 | 0.93 | 0.93 | 0.97 |\n| smooth muscle cell | 6 | 0.92 | 1.00 | 0.92 | 0.71 | 0.00 | 0.80 | 0.92 | 1.00 | 0.92 |\n| macrophage | 7 | 0.80 | 0.73 | 0.88 | 0.47 | 0.00 | 0.74 | 0.93 | 0.82 | 1.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast of cardiac tissue | 3318 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |\n| endothelial cell of coronary artery | 2429 | 0.97 | 0.98 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| monocyte | 1155 | 0.97 | 0.97 | 0.97 | 0.97 | 0.00 | 0.96 | 0.98 | 0.97 | 0.98 |\n| regular atrial cardiac myocyte | 364 | 0.84 | 0.87 | 0.90 | 0.81 | 0.00 | 0.73 | 0.93 | 0.94 | 0.94 |\n| endocardial cell | 342 | 0.97 | 0.98 | 0.98 | 0.96 | 0.00 | 0.94 | 0.99 | 0.98 | 0.99 |\n| B cell | 323 | 0.97 | 0.96 | 0.97 | 0.89 | 0.00 | 0.97 | 1.00 | 0.99 | 0.99 |\n| cardiac valve cell | 288 | 0.96 | 0.97 | 0.97 | 0.91 | 0.00 | 0.96 | 1.00 | 0.99 | 0.99 |\n| T cell | 181 | 0.96 | 0.99 | 0.98 | 0.91 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| regular ventricular cardiac myocyte | 129 | 0.95 | 0.93 | 0.93 | 0.76 | 0.00 | 0.81 | 0.97 | 0.99 | 0.98 |\n| smooth muscle cell | 97 | 0.90 | 0.93 | 0.92 | 0.77 | 0.00 | 0.89 | 0.99 | 0.98 | 0.97 |\n| macrophage | 76 | 0.87 | 0.75 | 0.92 | 0.72 | 0.00 | 0.70 | 0.99 | 0.96 | 0.98 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast of cardiac tissue | 389 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 1.00 |\n| endothelial cell of coronary artery | 263 | 0.97 | 0.97 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.99 | 0.98 |\n| monocyte | 126 | 0.98 | 0.98 | 0.97 | 0.97 | 0.00 | 0.92 | 0.99 | 0.97 | 0.99 |\n| regular atrial cardiac myocyte | 35 | 0.77 | 0.84 | 0.83 | 0.73 | 0.00 | 0.68 | 0.83 | 0.91 | 0.84 |\n| endocardial cell | 33 | 0.98 | 1.00 | 1.00 | 1.00 | 0.00 | 0.94 | 1.00 | 1.00 | 1.00 |\n| B cell | 35 | 0.94 | 0.94 | 0.90 | 0.97 | 0.00 | 0.96 | 1.00 | 0.99 | 1.00 |\n| cardiac valve cell | 30 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| T cell | 18 | 0.95 | 0.97 | 0.97 | 0.97 | 0.00 | 0.97 | 0.97 | 0.94 | 0.97 |\n| regular ventricular cardiac myocyte | 14 | 0.85 | 0.97 | 0.87 | 0.83 | 0.00 | 0.81 | 0.90 | 0.93 | 0.97 |\n| smooth muscle cell | 5 | 0.83 | 0.91 | 0.83 | 0.91 | 0.00 | 0.83 | 0.91 | 0.91 | 0.91 |\n| macrophage | 5 | 0.91 | 0.57 | 0.77 | 0.83 | 0.00 | 0.77 | 1.00 | 0.91 | 1.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast of cardiac tissue | 3322 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| endothelial cell of coronary artery | 2431 | 0.98 | 0.99 | 0.99 | 0.98 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| monocyte | 1154 | 0.97 | 0.98 | 0.97 | 0.97 | 0.00 | 0.93 | 0.98 | 0.98 | 0.98 |\n| regular atrial cardiac myocyte | 358 | 0.83 | 0.89 | 0.87 | 0.76 | 0.00 | 0.81 | 0.93 | 0.93 | 0.93 |\n| endocardial cell | 342 | 0.97 | 0.98 | 0.97 | 0.97 | 0.00 | 0.93 | 0.98 | 0.97 | 0.98 |\n| B cell | 325 | 0.96 | 0.97 | 0.96 | 0.95 | 0.00 | 0.97 | 1.00 | 0.99 | 0.99 |\n| cardiac valve cell | 285 | 0.96 | 0.98 | 0.97 | 0.94 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| T cell | 179 | 0.96 | 0.99 | 0.97 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| regular ventricular cardiac myocyte | 130 | 0.89 | 0.95 | 0.88 | 0.81 | 0.00 | 0.83 | 0.98 | 1.00 | 0.97 |\n| smooth muscle cell | 98 | 0.89 | 0.95 | 0.92 | 0.88 | 0.00 | 0.95 | 1.00 | 0.99 | 0.97 |\n| macrophage | 78 | 0.90 | 0.80 | 0.90 | 0.92 | 0.00 | 0.90 | 0.99 | 0.96 | 0.99 |"
 }

celltypist.pkl

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pynndescent_index.joblib → faiss_index.index

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harmony_knn_classifier.joblib → harmony_knn_classifier.index

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metadata.json

@@ -1,31 +0,0 @@
-{
-    "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/1efd4700-87dd-4b45-8762-11ba3fea7a65.cxg/"
-}

minified_ref_adata.h5ad

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preprocessing.json

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     "gene_names": [
         "ENSMUSG00000000028",
         "ENSMUSG00000000056",
+        "ENSMUSG00000000078",
+        "ENSMUSG00000000093",
         "ENSMUSG00000000142",
         "ENSMUSG00000000154",
         "ENSMUSG00000000184",
+        "ENSMUSG00000000194",
         "ENSMUSG00000000215",
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         "ENSMUSG00000000320",
         "ENSMUSG00000000359",
         "ENSMUSG00000000378",
-        "ENSMUSG00000000392",
         "ENSMUSG00000000394",
         "ENSMUSG00000000409",
         "ENSMUSG00000000440",
         "ENSMUSG00000000486",
         "ENSMUSG00000000489",
         "ENSMUSG00000000530",
+        "ENSMUSG00000000561",
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-        "ENSMUSG00000000631",
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         "ENSMUSG00000000739",
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         "ENSMUSG00000000861",
@@ -54,7 +55,6 @@
         "ENSMUSG00000001138",
         "ENSMUSG00000001151",
         "ENSMUSG00000001156",
-        "ENSMUSG00000001173",
         "ENSMUSG00000001247",
         "ENSMUSG00000001281",
         "ENSMUSG00000001323",
@@ -73,7 +73,6 @@
         "ENSMUSG00000001739",
         "ENSMUSG00000001741",
         "ENSMUSG00000001750",
-        "ENSMUSG00000001751",
         "ENSMUSG00000001802",
         "ENSMUSG00000001844",
         "ENSMUSG00000001864",
@@ -83,7 +82,6 @@
         "ENSMUSG00000002006",
         "ENSMUSG00000002007",
         "ENSMUSG00000002010",
-        "ENSMUSG00000002012",
         "ENSMUSG00000002020",
         "ENSMUSG00000002033",
         "ENSMUSG00000002058",
@@ -112,14 +110,13 @@
         "ENSMUSG00000002458",
         "ENSMUSG00000002496",
         "ENSMUSG00000002504",
-        "ENSMUSG00000002550",
         "ENSMUSG00000002565",
+        "ENSMUSG00000002688",
         "ENSMUSG00000002699",
         "ENSMUSG00000002733",
         "ENSMUSG00000002767",
         "ENSMUSG00000002781",
         "ENSMUSG00000002799",
-        "ENSMUSG00000002803",
         "ENSMUSG00000002804",
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         "ENSMUSG00000002814",
@@ -169,7 +166,6 @@
         "ENSMUSG00000003809",
         "ENSMUSG00000003812",
         "ENSMUSG00000003848",
-        "ENSMUSG00000003849",
         "ENSMUSG00000003865",
         "ENSMUSG00000003868",
         "ENSMUSG00000003882",
@@ -209,11 +205,11 @@
         "ENSMUSG00000004791",
         "ENSMUSG00000004814",
         "ENSMUSG00000004837",
-        "ENSMUSG00000004891",
-        "ENSMUSG00000004895",
+        "ENSMUSG00000004896",
         "ENSMUSG00000004931",
         "ENSMUSG00000004933",
         "ENSMUSG00000004947",
+        "ENSMUSG00000004994",
         "ENSMUSG00000004996",
         "ENSMUSG00000005034",
         "ENSMUSG00000005043",
@@ -246,9 +242,7 @@
         "ENSMUSG00000005667",
         "ENSMUSG00000005672",
         "ENSMUSG00000005681",
-        "ENSMUSG00000005686",
         "ENSMUSG00000005698",
-        "ENSMUSG00000005699",
         "ENSMUSG00000005763",
         "ENSMUSG00000005774",
         "ENSMUSG00000005800",
@@ -258,6 +252,7 @@
         "ENSMUSG00000005899",
         "ENSMUSG00000005907",
         "ENSMUSG00000005936",
+        "ENSMUSG00000005949",
         "ENSMUSG00000005958",
         "ENSMUSG00000006014",
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         "ENSMUSG00000006313",
         "ENSMUSG00000006335",
         "ENSMUSG00000006342",
-        "ENSMUSG00000006344",
         "ENSMUSG00000006362",
         "ENSMUSG00000006369",
+        "ENSMUSG00000006378",
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+        "ENSMUSG00000006392",
         "ENSMUSG00000006398",
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         "ENSMUSG00000006442",
@@ -288,6 +284,7 @@
         "ENSMUSG00000006731",
         "ENSMUSG00000006782",
         "ENSMUSG00000006906",
+        "ENSMUSG00000007029",
         "ENSMUSG00000007033",
         "ENSMUSG00000007036",
         "ENSMUSG00000007216",
@@ -317,7 +314,6 @@
         "ENSMUSG00000008763",
         "ENSMUSG00000008845",
         "ENSMUSG00000009185",
-        "ENSMUSG00000009291",
         "ENSMUSG00000009394",
         "ENSMUSG00000009535",
         "ENSMUSG00000009585",
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         "ENSMUSG00000010362",
         "ENSMUSG00000010453",
         "ENSMUSG00000010609",
+        "ENSMUSG00000010651",
         "ENSMUSG00000010660",
         "ENSMUSG00000010751",
         "ENSMUSG00000010830",
         "ENSMUSG00000010911",
         "ENSMUSG00000010936",
+        "ENSMUSG00000011148",
         "ENSMUSG00000011256",
         "ENSMUSG00000011382",
         "ENSMUSG00000011427",
@@ -357,6 +355,7 @@
         "ENSMUSG00000013155",
         "ENSMUSG00000013495",
         "ENSMUSG00000013539",
+        "ENSMUSG00000013584",
         "ENSMUSG00000013643",
         "ENSMUSG00000013707",
         "ENSMUSG00000013936",
@@ -368,7 +367,6 @@
         "ENSMUSG00000014453",
         "ENSMUSG00000014550",
         "ENSMUSG00000014599",
-        "ENSMUSG00000014602",
         "ENSMUSG00000014763",
         "ENSMUSG00000014773",
         "ENSMUSG00000014778",
@@ -380,13 +378,13 @@
         "ENSMUSG00000015053",
         "ENSMUSG00000015085",
         "ENSMUSG00000015090",
+        "ENSMUSG00000015112",
         "ENSMUSG00000015134",
         "ENSMUSG00000015143",
         "ENSMUSG00000015312",
         "ENSMUSG00000015314",
         "ENSMUSG00000015335",
         "ENSMUSG00000015340",
-        "ENSMUSG00000015354",
         "ENSMUSG00000015355",
         "ENSMUSG00000015363",
         "ENSMUSG00000015377",
@@ -401,12 +399,14 @@
         "ENSMUSG00000015748",
         "ENSMUSG00000015790",
         "ENSMUSG00000015846",
+        "ENSMUSG00000015852",
         "ENSMUSG00000015882",
         "ENSMUSG00000015937",
         "ENSMUSG00000015947",
         "ENSMUSG00000015950",
         "ENSMUSG00000015957",
         "ENSMUSG00000015971",
+        "ENSMUSG00000015980",
         "ENSMUSG00000015981",
         "ENSMUSG00000016024",
         "ENSMUSG00000016128",
@@ -441,7 +441,6 @@
         "ENSMUSG00000017405",
         "ENSMUSG00000017493",
         "ENSMUSG00000017607",
-        "ENSMUSG00000017631",
         "ENSMUSG00000017652",
         "ENSMUSG00000017664",
         "ENSMUSG00000017670",
@@ -451,6 +450,7 @@
         "ENSMUSG00000017737",
         "ENSMUSG00000017747",
         "ENSMUSG00000017754",
+        "ENSMUSG00000017756",
         "ENSMUSG00000017760",
         "ENSMUSG00000017764",
         "ENSMUSG00000017774",
@@ -480,7 +480,6 @@
         "ENSMUSG00000018500",
         "ENSMUSG00000018507",
         "ENSMUSG00000018559",
-        "ENSMUSG00000018565",
         "ENSMUSG00000018566",
         "ENSMUSG00000018604",
         "ENSMUSG00000018648",
@@ -518,11 +517,11 @@
         "ENSMUSG00000019278",
         "ENSMUSG00000019295",
         "ENSMUSG00000019297",
-        "ENSMUSG00000019303",
         "ENSMUSG00000019373",
         "ENSMUSG00000019470",
         "ENSMUSG00000019478",
         "ENSMUSG00000019518",
+        "ENSMUSG00000019528",
         "ENSMUSG00000019564",
         "ENSMUSG00000019590",
         "ENSMUSG00000019699",
@@ -536,6 +535,7 @@
         "ENSMUSG00000019792",
         "ENSMUSG00000019794",
         "ENSMUSG00000019809",
+        "ENSMUSG00000019810",
         "ENSMUSG00000019814",
         "ENSMUSG00000019817",
         "ENSMUSG00000019820",
@@ -544,11 +544,11 @@
         "ENSMUSG00000019843",
         "ENSMUSG00000019850",
         "ENSMUSG00000019853",
-        "ENSMUSG00000019861",
         "ENSMUSG00000019864",
         "ENSMUSG00000019866",
         "ENSMUSG00000019876",
         "ENSMUSG00000019880",
+        "ENSMUSG00000019889",
         "ENSMUSG00000019890",
         "ENSMUSG00000019891",
         "ENSMUSG00000019917",
@@ -562,6 +562,7 @@
         "ENSMUSG00000019984",
         "ENSMUSG00000019997",
         "ENSMUSG00000019998",
+        "ENSMUSG00000020003",
         "ENSMUSG00000020021",
         "ENSMUSG00000020024",
         "ENSMUSG00000020053",
@@ -574,10 +575,12 @@
         "ENSMUSG00000020089",
         "ENSMUSG00000020092",
         "ENSMUSG00000020097",
+        "ENSMUSG00000020098",
         "ENSMUSG00000020099",
         "ENSMUSG00000020100",
         "ENSMUSG00000020101",
         "ENSMUSG00000020105",
+        "ENSMUSG00000020111",
         "ENSMUSG00000020115",
         "ENSMUSG00000020120",
         "ENSMUSG00000020123",
@@ -587,15 +590,13 @@
         "ENSMUSG00000020154",
         "ENSMUSG00000020156",
         "ENSMUSG00000020178",
-        "ENSMUSG00000020183",
+        "ENSMUSG00000020181",
         "ENSMUSG00000020196",
         "ENSMUSG00000020230",
         "ENSMUSG00000020234",
         "ENSMUSG00000020255",
         "ENSMUSG00000020261",
         "ENSMUSG00000020262",
-        "ENSMUSG00000020271",
-        "ENSMUSG00000020272",
         "ENSMUSG00000020275",
         "ENSMUSG00000020284",
         "ENSMUSG00000020309",
@@ -640,7 +641,6 @@
         "ENSMUSG00000020564",
         "ENSMUSG00000020573",
         "ENSMUSG00000020577",
-        "ENSMUSG00000020610",
         "ENSMUSG00000020614",
         "ENSMUSG00000020621",
         "ENSMUSG00000020623",
@@ -653,7 +653,6 @@
         "ENSMUSG00000020648",
         "ENSMUSG00000020649",
         "ENSMUSG00000020652",
-        "ENSMUSG00000020653",
         "ENSMUSG00000020658",
         "ENSMUSG00000020676",
         "ENSMUSG00000020681",
@@ -694,17 +693,17 @@
         "ENSMUSG00000020917",
         "ENSMUSG00000020919",
         "ENSMUSG00000020921",
-        "ENSMUSG00000020923",
         "ENSMUSG00000020928",
         "ENSMUSG00000020941",
         "ENSMUSG00000020974",
         "ENSMUSG00000020982",
-        "ENSMUSG00000021003",
         "ENSMUSG00000021013",
+        "ENSMUSG00000021018",
         "ENSMUSG00000021025",
         "ENSMUSG00000021033",
         "ENSMUSG00000021044",
         "ENSMUSG00000021047",
+        "ENSMUSG00000021061",
         "ENSMUSG00000021069",
         "ENSMUSG00000021087",
         "ENSMUSG00000021091",
@@ -712,6 +711,7 @@
         "ENSMUSG00000021113",
         "ENSMUSG00000021115",
         "ENSMUSG00000021133",
+        "ENSMUSG00000021140",
         "ENSMUSG00000021147",
         "ENSMUSG00000021185",
         "ENSMUSG00000021186",
@@ -758,9 +758,11 @@
         "ENSMUSG00000021385",
         "ENSMUSG00000021388",
         "ENSMUSG00000021390",
+        "ENSMUSG00000021408",
         "ENSMUSG00000021418",
         "ENSMUSG00000021423",
         "ENSMUSG00000021428",
+        "ENSMUSG00000021451",
         "ENSMUSG00000021453",
         "ENSMUSG00000021457",
         "ENSMUSG00000021461",
@@ -769,12 +771,14 @@
         "ENSMUSG00000021483",
         "ENSMUSG00000021486",
         "ENSMUSG00000021494",
-        "ENSMUSG00000021495",
         "ENSMUSG00000021508",
         "ENSMUSG00000021540",
+        "ENSMUSG00000021549",
+        "ENSMUSG00000021550",
         "ENSMUSG00000021556",
         "ENSMUSG00000021567",
         "ENSMUSG00000021573",
+        "ENSMUSG00000021583",
         "ENSMUSG00000021592",
         "ENSMUSG00000021608",
         "ENSMUSG00000021615",
@@ -800,7 +804,6 @@
         "ENSMUSG00000021772",
         "ENSMUSG00000021773",
         "ENSMUSG00000021782",
-        "ENSMUSG00000021792",
         "ENSMUSG00000021798",
         "ENSMUSG00000021809",
         "ENSMUSG00000021811",
@@ -848,6 +851,7 @@
         "ENSMUSG00000022109",
         "ENSMUSG00000022122",
         "ENSMUSG00000022146",
+        "ENSMUSG00000022148",
         "ENSMUSG00000022150",
         "ENSMUSG00000022160",
         "ENSMUSG00000022178",
@@ -858,7 +862,6 @@
         "ENSMUSG00000022237",
         "ENSMUSG00000022247",
         "ENSMUSG00000022265",
-        "ENSMUSG00000022272",
         "ENSMUSG00000022280",
         "ENSMUSG00000022292",
         "ENSMUSG00000022297",
@@ -870,7 +873,7 @@
         "ENSMUSG00000022340",
         "ENSMUSG00000022346",
         "ENSMUSG00000022358",
-        "ENSMUSG00000022367",
+        "ENSMUSG00000022359",
         "ENSMUSG00000022369",
         "ENSMUSG00000022372",
         "ENSMUSG00000022378",
@@ -879,6 +882,7 @@
         "ENSMUSG00000022404",
         "ENSMUSG00000022415",
         "ENSMUSG00000022419",
+        "ENSMUSG00000022434",
         "ENSMUSG00000022439",
         "ENSMUSG00000022442",
         "ENSMUSG00000022468",
@@ -891,6 +895,7 @@
         "ENSMUSG00000022504",
         "ENSMUSG00000022505",
         "ENSMUSG00000022515",
+        "ENSMUSG00000022519",
         "ENSMUSG00000022523",
         "ENSMUSG00000022528",
         "ENSMUSG00000022537",
@@ -906,6 +911,7 @@
         "ENSMUSG00000022561",
         "ENSMUSG00000022568",
         "ENSMUSG00000022570",
+        "ENSMUSG00000022571",
         "ENSMUSG00000022574",
         "ENSMUSG00000022575",
         "ENSMUSG00000022584",
@@ -920,6 +926,8 @@
         "ENSMUSG00000022651",
         "ENSMUSG00000022665",
         "ENSMUSG00000022676",
+        "ENSMUSG00000022682",
+        "ENSMUSG00000022685",
         "ENSMUSG00000022687",
         "ENSMUSG00000022702",
         "ENSMUSG00000022721",
@@ -970,7 +978,6 @@
         "ENSMUSG00000023088",
         "ENSMUSG00000023104",
         "ENSMUSG00000023110",
-        "ENSMUSG00000023118",
         "ENSMUSG00000023150",
         "ENSMUSG00000023156",
         "ENSMUSG00000023170",
@@ -979,15 +986,16 @@
         "ENSMUSG00000023232",
         "ENSMUSG00000023259",
         "ENSMUSG00000023262",
-        "ENSMUSG00000023307",
         "ENSMUSG00000023336",
         "ENSMUSG00000023348",
         "ENSMUSG00000023349",
+        "ENSMUSG00000023353",
         "ENSMUSG00000023367",
         "ENSMUSG00000023393",
         "ENSMUSG00000023452",
         "ENSMUSG00000023707",
         "ENSMUSG00000023723",
+        "ENSMUSG00000023755",
         "ENSMUSG00000023764",
         "ENSMUSG00000023809",
         "ENSMUSG00000023832",
@@ -1001,6 +1009,7 @@
         "ENSMUSG00000023909",
         "ENSMUSG00000023911",
         "ENSMUSG00000023913",
+        "ENSMUSG00000023915",
         "ENSMUSG00000023919",
         "ENSMUSG00000023927",
         "ENSMUSG00000023938",
@@ -1009,7 +1018,6 @@
         "ENSMUSG00000023953",
         "ENSMUSG00000023959",
         "ENSMUSG00000023961",
-        "ENSMUSG00000023971",
         "ENSMUSG00000023977",
         "ENSMUSG00000023988",
         "ENSMUSG00000023992",
@@ -1025,6 +1033,7 @@
         "ENSMUSG00000024077",
         "ENSMUSG00000024109",
         "ENSMUSG00000024120",
+        "ENSMUSG00000024130",
         "ENSMUSG00000024135",
         "ENSMUSG00000024137",
         "ENSMUSG00000024140",
@@ -1033,6 +1042,7 @@
         "ENSMUSG00000024158",
         "ENSMUSG00000024160",
         "ENSMUSG00000024163",
+        "ENSMUSG00000024164",
         "ENSMUSG00000024165",
         "ENSMUSG00000024168",
         "ENSMUSG00000024169",
@@ -1048,6 +1058,7 @@
         "ENSMUSG00000024251",
         "ENSMUSG00000024253",
         "ENSMUSG00000024269",
+        "ENSMUSG00000024277",
         "ENSMUSG00000024294",
         "ENSMUSG00000024300",
         "ENSMUSG00000024302",
@@ -1057,6 +1068,7 @@
         "ENSMUSG00000024352",
         "ENSMUSG00000024353",
         "ENSMUSG00000024369",
+        "ENSMUSG00000024371",
         "ENSMUSG00000024376",
         "ENSMUSG00000024378",
         "ENSMUSG00000024381",
@@ -1065,7 +1077,6 @@
         "ENSMUSG00000024399",
         "ENSMUSG00000024401",
         "ENSMUSG00000024413",
-        "ENSMUSG00000024426",
         "ENSMUSG00000024436",
         "ENSMUSG00000024440",
         "ENSMUSG00000024474",
@@ -1102,13 +1113,10 @@
         "ENSMUSG00000024677",
         "ENSMUSG00000024679",
         "ENSMUSG00000024696",
-        "ENSMUSG00000024737",
-        "ENSMUSG00000024742",
         "ENSMUSG00000024743",
         "ENSMUSG00000024754",
         "ENSMUSG00000024764",
         "ENSMUSG00000024772",
-        "ENSMUSG00000024780",
         "ENSMUSG00000024785",
         "ENSMUSG00000024787",
         "ENSMUSG00000024790",
@@ -1118,7 +1126,6 @@
         "ENSMUSG00000024817",
         "ENSMUSG00000024818",
         "ENSMUSG00000024824",
-        "ENSMUSG00000024826",
         "ENSMUSG00000024827",
         "ENSMUSG00000024830",
         "ENSMUSG00000024831",
@@ -1130,8 +1137,8 @@
         "ENSMUSG00000024862",
         "ENSMUSG00000024871",
         "ENSMUSG00000024875",
+        "ENSMUSG00000024878",
         "ENSMUSG00000024885",
-        "ENSMUSG00000024889",
         "ENSMUSG00000024897",
         "ENSMUSG00000024899",
         "ENSMUSG00000024900",
@@ -1144,6 +1151,7 @@
         "ENSMUSG00000024948",
         "ENSMUSG00000024955",
         "ENSMUSG00000024959",
+        "ENSMUSG00000024960",
         "ENSMUSG00000024965",
         "ENSMUSG00000024970",
         "ENSMUSG00000024983",
@@ -1165,7 +1173,6 @@
         "ENSMUSG00000025076",
         "ENSMUSG00000025083",
         "ENSMUSG00000025086",
-        "ENSMUSG00000025089",
         "ENSMUSG00000025092",
         "ENSMUSG00000025102",
         "ENSMUSG00000025138",
@@ -1204,13 +1211,13 @@
         "ENSMUSG00000025348",
         "ENSMUSG00000025350",
         "ENSMUSG00000025357",
-        "ENSMUSG00000025364",
         "ENSMUSG00000025372",
         "ENSMUSG00000025377",
         "ENSMUSG00000025395",
         "ENSMUSG00000025402",
         "ENSMUSG00000025413",
         "ENSMUSG00000025421",
+        "ENSMUSG00000025439",
         "ENSMUSG00000025470",
         "ENSMUSG00000025473",
         "ENSMUSG00000025474",
@@ -1232,12 +1239,12 @@
         "ENSMUSG00000025577",
         "ENSMUSG00000025583",
         "ENSMUSG00000025584",
-        "ENSMUSG00000025597",
         "ENSMUSG00000025607",
         "ENSMUSG00000025608",
         "ENSMUSG00000025645",
         "ENSMUSG00000025646",
         "ENSMUSG00000025648",
+        "ENSMUSG00000025651",
         "ENSMUSG00000025702",
         "ENSMUSG00000025728",
         "ENSMUSG00000025730",
@@ -1282,6 +1289,7 @@
         "ENSMUSG00000026012",
         "ENSMUSG00000026019",
         "ENSMUSG00000026020",
+        "ENSMUSG00000026029",
         "ENSMUSG00000026036",
         "ENSMUSG00000026043",
         "ENSMUSG00000026051",
@@ -1289,9 +1297,11 @@
         "ENSMUSG00000026073",
         "ENSMUSG00000026094",
         "ENSMUSG00000026095",
+        "ENSMUSG00000026097",
         "ENSMUSG00000026098",
         "ENSMUSG00000026102",
         "ENSMUSG00000026109",
+        "ENSMUSG00000026117",
         "ENSMUSG00000026127",
         "ENSMUSG00000026134",
         "ENSMUSG00000026135",
@@ -1300,7 +1310,6 @@
         "ENSMUSG00000026162",
         "ENSMUSG00000026170",
         "ENSMUSG00000026171",
-        "ENSMUSG00000026172",
         "ENSMUSG00000026177",
         "ENSMUSG00000026181",
         "ENSMUSG00000026185",
@@ -1339,8 +1348,10 @@
         "ENSMUSG00000026360",
         "ENSMUSG00000026384",
         "ENSMUSG00000026395",
+        "ENSMUSG00000026399",
         "ENSMUSG00000026409",
         "ENSMUSG00000026414",
+        "ENSMUSG00000026417",
         "ENSMUSG00000026436",
         "ENSMUSG00000026439",
         "ENSMUSG00000026456",
@@ -1435,10 +1446,10 @@
         "ENSMUSG00000027074",
         "ENSMUSG00000027078",
         "ENSMUSG00000027086",
+        "ENSMUSG00000027088",
         "ENSMUSG00000027184",
         "ENSMUSG00000027188",
         "ENSMUSG00000027199",
-        "ENSMUSG00000027204",
         "ENSMUSG00000027208",
         "ENSMUSG00000027215",
         "ENSMUSG00000027217",
@@ -1463,7 +1474,6 @@
         "ENSMUSG00000027375",
         "ENSMUSG00000027386",
         "ENSMUSG00000027387",
-        "ENSMUSG00000027394",
         "ENSMUSG00000027395",
         "ENSMUSG00000027398",
         "ENSMUSG00000027405",
@@ -1519,6 +1529,7 @@
         "ENSMUSG00000027698",
         "ENSMUSG00000027715",
         "ENSMUSG00000027716",
+        "ENSMUSG00000027722",
         "ENSMUSG00000027737",
         "ENSMUSG00000027750",
         "ENSMUSG00000027752",
@@ -1530,10 +1541,10 @@
         "ENSMUSG00000027803",
         "ENSMUSG00000027805",
         "ENSMUSG00000027810",
-        "ENSMUSG00000027832",
         "ENSMUSG00000027834",
         "ENSMUSG00000027843",
         "ENSMUSG00000027848",
+        "ENSMUSG00000027854",
         "ENSMUSG00000027861",
         "ENSMUSG00000027863",
         "ENSMUSG00000027865",
@@ -1559,12 +1570,14 @@
         "ENSMUSG00000028071",
         "ENSMUSG00000028086",
         "ENSMUSG00000028089",
+        "ENSMUSG00000028093",
         "ENSMUSG00000028096",
         "ENSMUSG00000028098",
         "ENSMUSG00000028108",
         "ENSMUSG00000028116",
         "ENSMUSG00000028121",
         "ENSMUSG00000028126",
+        "ENSMUSG00000028128",
         "ENSMUSG00000028145",
         "ENSMUSG00000028150",
         "ENSMUSG00000028156",
@@ -1601,11 +1614,11 @@
         "ENSMUSG00000028464",
         "ENSMUSG00000028468",
         "ENSMUSG00000028469",
-        "ENSMUSG00000028479",
         "ENSMUSG00000028487",
         "ENSMUSG00000028497",
         "ENSMUSG00000028517",
         "ENSMUSG00000028521",
+        "ENSMUSG00000028524",
         "ENSMUSG00000028540",
         "ENSMUSG00000028541",
         "ENSMUSG00000028542",
@@ -1622,6 +1635,7 @@
         "ENSMUSG00000028636",
         "ENSMUSG00000028641",
         "ENSMUSG00000028645",
+        "ENSMUSG00000028647",
         "ENSMUSG00000028653",
         "ENSMUSG00000028677",
         "ENSMUSG00000028680",
@@ -1649,7 +1663,6 @@
         "ENSMUSG00000028886",
         "ENSMUSG00000028896",
         "ENSMUSG00000028898",
-        "ENSMUSG00000028906",
         "ENSMUSG00000028909",
         "ENSMUSG00000028910",
         "ENSMUSG00000028917",
@@ -1685,15 +1698,13 @@
         "ENSMUSG00000029020",
         "ENSMUSG00000029022",
         "ENSMUSG00000029027",
-        "ENSMUSG00000029028",
         "ENSMUSG00000029029",
-        "ENSMUSG00000029033",
         "ENSMUSG00000029034",
         "ENSMUSG00000029036",
         "ENSMUSG00000029038",
         "ENSMUSG00000029053",
         "ENSMUSG00000029061",
-        "ENSMUSG00000029070",
+        "ENSMUSG00000029062",
         "ENSMUSG00000029073",
         "ENSMUSG00000029095",
         "ENSMUSG00000029096",
@@ -1711,6 +1722,7 @@
         "ENSMUSG00000029177",
         "ENSMUSG00000029191",
         "ENSMUSG00000029196",
+        "ENSMUSG00000029201",
         "ENSMUSG00000029204",
         "ENSMUSG00000029208",
         "ENSMUSG00000029217",
@@ -1747,6 +1759,8 @@
         "ENSMUSG00000029416",
         "ENSMUSG00000029417",
         "ENSMUSG00000029426",
+        "ENSMUSG00000029434",
+        "ENSMUSG00000029438",
         "ENSMUSG00000029446",
         "ENSMUSG00000029449",
         "ENSMUSG00000029456",
@@ -1757,6 +1771,7 @@
         "ENSMUSG00000029482",
         "ENSMUSG00000029484",
         "ENSMUSG00000029486",
+        "ENSMUSG00000029490",
         "ENSMUSG00000029507",
         "ENSMUSG00000029513",
         "ENSMUSG00000029521",
@@ -1794,7 +1809,6 @@
         "ENSMUSG00000029752",
         "ENSMUSG00000029759",
         "ENSMUSG00000029762",
-        "ENSMUSG00000029769",
         "ENSMUSG00000029771",
         "ENSMUSG00000029780",
         "ENSMUSG00000029782",
@@ -1815,7 +1829,6 @@
         "ENSMUSG00000029923",
         "ENSMUSG00000029925",
         "ENSMUSG00000029993",
-        "ENSMUSG00000030008",
         "ENSMUSG00000030022",
         "ENSMUSG00000030035",
         "ENSMUSG00000030045",
@@ -1870,7 +1883,6 @@
         "ENSMUSG00000030399",
         "ENSMUSG00000030400",
         "ENSMUSG00000030413",
-        "ENSMUSG00000030423",
         "ENSMUSG00000030427",
         "ENSMUSG00000030428",
         "ENSMUSG00000030451",
@@ -1902,14 +1914,12 @@
         "ENSMUSG00000030630",
         "ENSMUSG00000030643",
         "ENSMUSG00000030659",
-        "ENSMUSG00000030672",
         "ENSMUSG00000030683",
         "ENSMUSG00000030685",
         "ENSMUSG00000030701",
         "ENSMUSG00000030707",
         "ENSMUSG00000030724",
         "ENSMUSG00000030725",
-        "ENSMUSG00000030727",
         "ENSMUSG00000030733",
         "ENSMUSG00000030741",
         "ENSMUSG00000030742",
@@ -1925,7 +1935,6 @@
         "ENSMUSG00000030785",
         "ENSMUSG00000030786",
         "ENSMUSG00000030787",
-        "ENSMUSG00000030789",
         "ENSMUSG00000030790",
         "ENSMUSG00000030793",
         "ENSMUSG00000030798",
@@ -1936,7 +1945,6 @@
         "ENSMUSG00000030862",
         "ENSMUSG00000030868",
         "ENSMUSG00000030871",
-        "ENSMUSG00000030878",
         "ENSMUSG00000030889",
         "ENSMUSG00000030895",
         "ENSMUSG00000030905",
@@ -1948,11 +1956,13 @@
         "ENSMUSG00000030965",
         "ENSMUSG00000030996",
         "ENSMUSG00000031015",
+        "ENSMUSG00000031016",
         "ENSMUSG00000031023",
         "ENSMUSG00000031024",
         "ENSMUSG00000031060",
         "ENSMUSG00000031065",
         "ENSMUSG00000031070",
+        "ENSMUSG00000031072",
         "ENSMUSG00000031075",
         "ENSMUSG00000031090",
         "ENSMUSG00000031097",
@@ -1965,6 +1975,7 @@
         "ENSMUSG00000031155",
         "ENSMUSG00000031156",
         "ENSMUSG00000031161",
+        "ENSMUSG00000031166",
         "ENSMUSG00000031201",
         "ENSMUSG00000031209",
         "ENSMUSG00000031217",
@@ -1989,7 +2000,6 @@
         "ENSMUSG00000031388",
         "ENSMUSG00000031389",
         "ENSMUSG00000031400",
-        "ENSMUSG00000031403",
         "ENSMUSG00000031425",
         "ENSMUSG00000031432",
         "ENSMUSG00000031438",
@@ -2015,7 +2025,6 @@
         "ENSMUSG00000031583",
         "ENSMUSG00000031591",
         "ENSMUSG00000031604",
-        "ENSMUSG00000031605",
         "ENSMUSG00000031613",
         "ENSMUSG00000031622",
         "ENSMUSG00000031626",
@@ -2024,7 +2033,6 @@
         "ENSMUSG00000031636",
         "ENSMUSG00000031641",
         "ENSMUSG00000031644",
-        "ENSMUSG00000031659",
         "ENSMUSG00000031662",
         "ENSMUSG00000031667",
         "ENSMUSG00000031671",
@@ -2036,7 +2044,6 @@
         "ENSMUSG00000031711",
         "ENSMUSG00000031722",
         "ENSMUSG00000031728",
-        "ENSMUSG00000031729",
         "ENSMUSG00000031730",
         "ENSMUSG00000031731",
         "ENSMUSG00000031734",
@@ -2067,7 +2074,6 @@
         "ENSMUSG00000031849",
         "ENSMUSG00000031851",
         "ENSMUSG00000031871",
-        "ENSMUSG00000031877",
         "ENSMUSG00000031878",
         "ENSMUSG00000031880",
         "ENSMUSG00000031883",
@@ -2080,6 +2086,7 @@
         "ENSMUSG00000031934",
         "ENSMUSG00000031955",
         "ENSMUSG00000031959",
+        "ENSMUSG00000031963",
         "ENSMUSG00000031969",
         "ENSMUSG00000031972",
         "ENSMUSG00000031982",
@@ -2101,7 +2108,6 @@
         "ENSMUSG00000032103",
         "ENSMUSG00000032109",
         "ENSMUSG00000032118",
-        "ENSMUSG00000032121",
         "ENSMUSG00000032123",
         "ENSMUSG00000032125",
         "ENSMUSG00000032177",
@@ -2114,12 +2120,10 @@
         "ENSMUSG00000032198",
         "ENSMUSG00000032220",
         "ENSMUSG00000032232",
-        "ENSMUSG00000032243",
         "ENSMUSG00000032245",
         "ENSMUSG00000032246",
         "ENSMUSG00000032252",
         "ENSMUSG00000032261",
-        "ENSMUSG00000032265",
         "ENSMUSG00000032285",
         "ENSMUSG00000032289",
         "ENSMUSG00000032298",
@@ -2153,7 +2157,6 @@
         "ENSMUSG00000032484",
         "ENSMUSG00000032485",
         "ENSMUSG00000032487",
-        "ENSMUSG00000032491",
         "ENSMUSG00000032495",
         "ENSMUSG00000032513",
         "ENSMUSG00000032515",
@@ -2168,7 +2171,6 @@
         "ENSMUSG00000032554",
         "ENSMUSG00000032555",
         "ENSMUSG00000032565",
-        "ENSMUSG00000032567",
         "ENSMUSG00000032577",
         "ENSMUSG00000032578",
         "ENSMUSG00000032579",
@@ -2202,6 +2204,7 @@
         "ENSMUSG00000032902",
         "ENSMUSG00000032911",
         "ENSMUSG00000032925",
+        "ENSMUSG00000032977",
         "ENSMUSG00000033021",
         "ENSMUSG00000033022",
         "ENSMUSG00000033024",
@@ -2237,13 +2240,12 @@
         "ENSMUSG00000033326",
         "ENSMUSG00000033327",
         "ENSMUSG00000033352",
+        "ENSMUSG00000033355",
         "ENSMUSG00000033364",
         "ENSMUSG00000033377",
         "ENSMUSG00000033386",
         "ENSMUSG00000033439",
         "ENSMUSG00000033450",
-        "ENSMUSG00000033478",
-        "ENSMUSG00000033488",
         "ENSMUSG00000033502",
         "ENSMUSG00000033526",
         "ENSMUSG00000033540",
@@ -2255,7 +2257,6 @@
         "ENSMUSG00000033658",
         "ENSMUSG00000033685",
         "ENSMUSG00000033697",
-        "ENSMUSG00000033703",
         "ENSMUSG00000033715",
         "ENSMUSG00000033739",
         "ENSMUSG00000033763",
@@ -2280,16 +2281,13 @@
         "ENSMUSG00000034022",
         "ENSMUSG00000034032",
         "ENSMUSG00000034037",
-        "ENSMUSG00000034108",
         "ENSMUSG00000034116",
         "ENSMUSG00000034121",
         "ENSMUSG00000034127",
         "ENSMUSG00000034157",
-        "ENSMUSG00000034164",
         "ENSMUSG00000034175",
         "ENSMUSG00000034187",
         "ENSMUSG00000034189",
-        "ENSMUSG00000034216",
         "ENSMUSG00000034220",
         "ENSMUSG00000034248",
         "ENSMUSG00000034255",
@@ -2343,7 +2341,6 @@
         "ENSMUSG00000034842",
         "ENSMUSG00000034845",
         "ENSMUSG00000034855",
-        "ENSMUSG00000034863",
         "ENSMUSG00000034875",
         "ENSMUSG00000034881",
         "ENSMUSG00000034898",
@@ -2390,6 +2387,7 @@
         "ENSMUSG00000035614",
         "ENSMUSG00000035637",
         "ENSMUSG00000035640",
+        "ENSMUSG00000035666",
         "ENSMUSG00000035678",
         "ENSMUSG00000035686",
         "ENSMUSG00000035697",
@@ -2398,7 +2396,6 @@
         "ENSMUSG00000035722",
         "ENSMUSG00000035726",
         "ENSMUSG00000035735",
-        "ENSMUSG00000035764",
         "ENSMUSG00000035778",
         "ENSMUSG00000035783",
         "ENSMUSG00000035798",
@@ -2416,7 +2413,9 @@
         "ENSMUSG00000035936",
         "ENSMUSG00000035958",
         "ENSMUSG00000036019",
+        "ENSMUSG00000036022",
         "ENSMUSG00000036040",
+        "ENSMUSG00000036054",
         "ENSMUSG00000036061",
         "ENSMUSG00000036067",
         "ENSMUSG00000036097",
@@ -2428,8 +2427,6 @@
         "ENSMUSG00000036192",
         "ENSMUSG00000036206",
         "ENSMUSG00000036208",
-        "ENSMUSG00000036214",
-        "ENSMUSG00000036256",
         "ENSMUSG00000036270",
         "ENSMUSG00000036273",
         "ENSMUSG00000036281",
@@ -2445,6 +2442,7 @@
         "ENSMUSG00000036461",
         "ENSMUSG00000036469",
         "ENSMUSG00000036473",
+        "ENSMUSG00000036526",
         "ENSMUSG00000036545",
         "ENSMUSG00000036552",
         "ENSMUSG00000036553",
@@ -2455,7 +2453,6 @@
         "ENSMUSG00000036599",
         "ENSMUSG00000036606",
         "ENSMUSG00000036611",
-        "ENSMUSG00000036613",
         "ENSMUSG00000036615",
         "ENSMUSG00000036622",
         "ENSMUSG00000036634",
@@ -2472,16 +2469,13 @@
         "ENSMUSG00000036822",
         "ENSMUSG00000036856",
         "ENSMUSG00000036862",
-        "ENSMUSG00000036863",
         "ENSMUSG00000036864",
         "ENSMUSG00000036873",
         "ENSMUSG00000036887",
         "ENSMUSG00000036896",
-        "ENSMUSG00000036904",
         "ENSMUSG00000036905",
         "ENSMUSG00000036908",
         "ENSMUSG00000036931",
-        "ENSMUSG00000036943",
         "ENSMUSG00000036944",
         "ENSMUSG00000036959",
         "ENSMUSG00000036975",
@@ -2492,7 +2486,6 @@
         "ENSMUSG00000036992",
         "ENSMUSG00000037001",
         "ENSMUSG00000037005",
-        "ENSMUSG00000037007",
         "ENSMUSG00000037017",
         "ENSMUSG00000037031",
         "ENSMUSG00000037071",
@@ -2505,7 +2498,6 @@
         "ENSMUSG00000037126",
         "ENSMUSG00000037148",
         "ENSMUSG00000037149",
-        "ENSMUSG00000037151",
         "ENSMUSG00000037169",
         "ENSMUSG00000037190",
         "ENSMUSG00000037204",
@@ -2516,14 +2508,12 @@
         "ENSMUSG00000037275",
         "ENSMUSG00000037278",
         "ENSMUSG00000037295",
-        "ENSMUSG00000037313",
         "ENSMUSG00000037316",
         "ENSMUSG00000037318",
         "ENSMUSG00000037321",
         "ENSMUSG00000037337",
         "ENSMUSG00000037339",
         "ENSMUSG00000037344",
-        "ENSMUSG00000037348",
         "ENSMUSG00000037349",
         "ENSMUSG00000037358",
         "ENSMUSG00000037362",
@@ -2553,12 +2543,12 @@
         "ENSMUSG00000037750",
         "ENSMUSG00000037752",
         "ENSMUSG00000037761",
-        "ENSMUSG00000037784",
         "ENSMUSG00000037791",
         "ENSMUSG00000037813",
         "ENSMUSG00000037816",
         "ENSMUSG00000037845",
         "ENSMUSG00000037847",
+        "ENSMUSG00000037851",
         "ENSMUSG00000037852",
         "ENSMUSG00000037868",
         "ENSMUSG00000037885",
@@ -2600,21 +2590,19 @@
         "ENSMUSG00000038181",
         "ENSMUSG00000038188",
         "ENSMUSG00000038195",
+        "ENSMUSG00000038204",
         "ENSMUSG00000038214",
         "ENSMUSG00000038233",
         "ENSMUSG00000038235",
         "ENSMUSG00000038239",
         "ENSMUSG00000038240",
         "ENSMUSG00000038241",
-        "ENSMUSG00000038252",
         "ENSMUSG00000038260",
         "ENSMUSG00000038296",
         "ENSMUSG00000038346",
         "ENSMUSG00000038351",
         "ENSMUSG00000038352",
-        "ENSMUSG00000038369",
         "ENSMUSG00000038370",
-        "ENSMUSG00000038375",
         "ENSMUSG00000038403",
         "ENSMUSG00000038418",
         "ENSMUSG00000038421",
@@ -2632,12 +2620,12 @@
         "ENSMUSG00000038525",
         "ENSMUSG00000038526",
         "ENSMUSG00000038530",
-        "ENSMUSG00000038533",
         "ENSMUSG00000038535",
         "ENSMUSG00000038546",
         "ENSMUSG00000038552",
         "ENSMUSG00000038578",
         "ENSMUSG00000038583",
+        "ENSMUSG00000038593",
         "ENSMUSG00000038594",
         "ENSMUSG00000038605",
         "ENSMUSG00000038611",
@@ -2662,11 +2650,8 @@
         "ENSMUSG00000038838",
         "ENSMUSG00000038844",
         "ENSMUSG00000038848",
-        "ENSMUSG00000038860",
         "ENSMUSG00000038866",
         "ENSMUSG00000038871",
-        "ENSMUSG00000038876",
-        "ENSMUSG00000038879",
         "ENSMUSG00000038884",
         "ENSMUSG00000038888",
         "ENSMUSG00000038893",
@@ -2677,7 +2662,6 @@
         "ENSMUSG00000038990",
         "ENSMUSG00000039004",
         "ENSMUSG00000039018",
-        "ENSMUSG00000039033",
         "ENSMUSG00000039047",
         "ENSMUSG00000039065",
         "ENSMUSG00000039069",
@@ -2697,7 +2681,6 @@
         "ENSMUSG00000039178",
         "ENSMUSG00000039182",
         "ENSMUSG00000039183",
-        "ENSMUSG00000039199",
         "ENSMUSG00000039201",
         "ENSMUSG00000039208",
         "ENSMUSG00000039210",
@@ -2707,12 +2690,14 @@
         "ENSMUSG00000039254",
         "ENSMUSG00000039264",
         "ENSMUSG00000039294",
+        "ENSMUSG00000039307",
         "ENSMUSG00000039308",
         "ENSMUSG00000039318",
         "ENSMUSG00000039323",
         "ENSMUSG00000039345",
         "ENSMUSG00000039347",
         "ENSMUSG00000039349",
+        "ENSMUSG00000039354",
         "ENSMUSG00000039356",
         "ENSMUSG00000039361",
         "ENSMUSG00000039376",
@@ -2733,6 +2718,7 @@
         "ENSMUSG00000039623",
         "ENSMUSG00000039629",
         "ENSMUSG00000039633",
+        "ENSMUSG00000039634",
         "ENSMUSG00000039640",
         "ENSMUSG00000039648",
         "ENSMUSG00000039656",
@@ -2750,7 +2736,6 @@
         "ENSMUSG00000039828",
         "ENSMUSG00000039840",
         "ENSMUSG00000039842",
-        "ENSMUSG00000039850",
         "ENSMUSG00000039853",
         "ENSMUSG00000039883",
         "ENSMUSG00000039886",
@@ -2766,7 +2751,6 @@
         "ENSMUSG00000039981",
         "ENSMUSG00000039983",
         "ENSMUSG00000039987",
-        "ENSMUSG00000039990",
         "ENSMUSG00000040010",
         "ENSMUSG00000040021",
         "ENSMUSG00000040034",
@@ -2775,7 +2759,6 @@
         "ENSMUSG00000040093",
         "ENSMUSG00000040105",
         "ENSMUSG00000040111",
-        "ENSMUSG00000040118",
         "ENSMUSG00000040152",
         "ENSMUSG00000040170",
         "ENSMUSG00000040177",
@@ -2838,6 +2821,7 @@
         "ENSMUSG00000040721",
         "ENSMUSG00000040722",
         "ENSMUSG00000040725",
+        "ENSMUSG00000040738",
         "ENSMUSG00000040747",
         "ENSMUSG00000040751",
         "ENSMUSG00000040752",
@@ -2852,7 +2836,6 @@
         "ENSMUSG00000040940",
         "ENSMUSG00000040945",
         "ENSMUSG00000040950",
-        "ENSMUSG00000040957",
         "ENSMUSG00000040987",
         "ENSMUSG00000041012",
         "ENSMUSG00000041020",
@@ -2876,6 +2859,7 @@
         "ENSMUSG00000041313",
         "ENSMUSG00000041319",
         "ENSMUSG00000041346",
+        "ENSMUSG00000041353",
         "ENSMUSG00000041354",
         "ENSMUSG00000041361",
         "ENSMUSG00000041362",
@@ -2884,6 +2868,7 @@
         "ENSMUSG00000041415",
         "ENSMUSG00000041423",
         "ENSMUSG00000041426",
+        "ENSMUSG00000041429",
         "ENSMUSG00000041445",
         "ENSMUSG00000041459",
         "ENSMUSG00000041476",
@@ -2896,6 +2881,7 @@
         "ENSMUSG00000041594",
         "ENSMUSG00000041607",
         "ENSMUSG00000041616",
+        "ENSMUSG00000041623",
         "ENSMUSG00000041633",
         "ENSMUSG00000041642",
         "ENSMUSG00000041650",
@@ -2910,18 +2896,17 @@
         "ENSMUSG00000041733",
         "ENSMUSG00000041769",
         "ENSMUSG00000041827",
-        "ENSMUSG00000041837",
         "ENSMUSG00000041859",
         "ENSMUSG00000041889",
         "ENSMUSG00000041890",
         "ENSMUSG00000041920",
-        "ENSMUSG00000041921",
         "ENSMUSG00000041935",
         "ENSMUSG00000041936",
         "ENSMUSG00000041939",
         "ENSMUSG00000041954",
         "ENSMUSG00000041958",
         "ENSMUSG00000041975",
+        "ENSMUSG00000041992",
         "ENSMUSG00000041995",
         "ENSMUSG00000042010",
         "ENSMUSG00000042045",
@@ -2934,10 +2919,10 @@
         "ENSMUSG00000042155",
         "ENSMUSG00000042178",
         "ENSMUSG00000042210",
+        "ENSMUSG00000042228",
         "ENSMUSG00000042249",
         "ENSMUSG00000042254",
         "ENSMUSG00000042286",
-        "ENSMUSG00000042303",
         "ENSMUSG00000042308",
         "ENSMUSG00000042328",
         "ENSMUSG00000042333",
@@ -2952,9 +2937,11 @@
         "ENSMUSG00000042500",
         "ENSMUSG00000042502",
         "ENSMUSG00000042535",
+        "ENSMUSG00000042548",
         "ENSMUSG00000042558",
         "ENSMUSG00000042570",
         "ENSMUSG00000042572",
+        "ENSMUSG00000042595",
         "ENSMUSG00000042607",
         "ENSMUSG00000042608",
         "ENSMUSG00000042616",
@@ -2968,11 +2955,9 @@
         "ENSMUSG00000042709",
         "ENSMUSG00000042726",
         "ENSMUSG00000042734",
-        "ENSMUSG00000042766",
         "ENSMUSG00000042797",
         "ENSMUSG00000042810",
         "ENSMUSG00000042821",
-        "ENSMUSG00000042831",
         "ENSMUSG00000042842",
         "ENSMUSG00000042870",
         "ENSMUSG00000042901",
@@ -3003,6 +2988,7 @@
         "ENSMUSG00000043613",
         "ENSMUSG00000043683",
         "ENSMUSG00000043702",
+        "ENSMUSG00000043740",
         "ENSMUSG00000043832",
         "ENSMUSG00000043833",
         "ENSMUSG00000043872",
@@ -3011,7 +2997,9 @@
         "ENSMUSG00000043953",
         "ENSMUSG00000043998",
         "ENSMUSG00000044017",
+        "ENSMUSG00000044037",
         "ENSMUSG00000044043",
+        "ENSMUSG00000044068",
         "ENSMUSG00000044072",
         "ENSMUSG00000044092",
         "ENSMUSG00000044145",
@@ -3030,7 +3018,6 @@
         "ENSMUSG00000044340",
         "ENSMUSG00000044367",
         "ENSMUSG00000044447",
-        "ENSMUSG00000044456",
         "ENSMUSG00000044468",
         "ENSMUSG00000044469",
         "ENSMUSG00000044475",
@@ -3038,12 +3025,11 @@
         "ENSMUSG00000044534",
         "ENSMUSG00000044562",
         "ENSMUSG00000044583",
-        "ENSMUSG00000044617",
         "ENSMUSG00000044629",
-        "ENSMUSG00000044646",
         "ENSMUSG00000044674",
         "ENSMUSG00000044703",
         "ENSMUSG00000044712",
+        "ENSMUSG00000044730",
         "ENSMUSG00000044734",
         "ENSMUSG00000044768",
         "ENSMUSG00000044786",
@@ -3071,6 +3057,7 @@
         "ENSMUSG00000045362",
         "ENSMUSG00000045374",
         "ENSMUSG00000045394",
+        "ENSMUSG00000045414",
         "ENSMUSG00000045464",
         "ENSMUSG00000045466",
         "ENSMUSG00000045502",
@@ -3091,6 +3078,7 @@
         "ENSMUSG00000045795",
         "ENSMUSG00000045822",
         "ENSMUSG00000045826",
+        "ENSMUSG00000045827",
         "ENSMUSG00000045854",
         "ENSMUSG00000045917",
         "ENSMUSG00000045930",
@@ -3101,7 +3089,6 @@
         "ENSMUSG00000045975",
         "ENSMUSG00000046010",
         "ENSMUSG00000046027",
-        "ENSMUSG00000046031",
         "ENSMUSG00000046034",
         "ENSMUSG00000046062",
         "ENSMUSG00000046152",
@@ -3119,6 +3106,7 @@
         "ENSMUSG00000046380",
         "ENSMUSG00000046404",
         "ENSMUSG00000046470",
+        "ENSMUSG00000046567",
         "ENSMUSG00000046593",
         "ENSMUSG00000046598",
         "ENSMUSG00000046605",
@@ -3135,8 +3123,6 @@
         "ENSMUSG00000046947",
         "ENSMUSG00000046985",
         "ENSMUSG00000046994",
-        "ENSMUSG00000047022",
-        "ENSMUSG00000047037",
         "ENSMUSG00000047090",
         "ENSMUSG00000047123",
         "ENSMUSG00000047139",
@@ -3156,6 +3142,7 @@
         "ENSMUSG00000047414",
         "ENSMUSG00000047419",
         "ENSMUSG00000047454",
+        "ENSMUSG00000047466",
         "ENSMUSG00000047473",
         "ENSMUSG00000047496",
         "ENSMUSG00000047501",
@@ -3179,7 +3166,6 @@
         "ENSMUSG00000047910",
         "ENSMUSG00000047921",
         "ENSMUSG00000048096",
-        "ENSMUSG00000048100",
         "ENSMUSG00000048120",
         "ENSMUSG00000048126",
         "ENSMUSG00000048163",
@@ -3189,7 +3175,6 @@
         "ENSMUSG00000048277",
         "ENSMUSG00000048387",
         "ENSMUSG00000048442",
-        "ENSMUSG00000048458",
         "ENSMUSG00000048486",
         "ENSMUSG00000048489",
         "ENSMUSG00000048495",
@@ -3200,7 +3185,6 @@
         "ENSMUSG00000048661",
         "ENSMUSG00000048677",
         "ENSMUSG00000048706",
-        "ENSMUSG00000048707",
         "ENSMUSG00000048720",
         "ENSMUSG00000048732",
         "ENSMUSG00000048756",
@@ -3208,6 +3192,7 @@
         "ENSMUSG00000048787",
         "ENSMUSG00000048796",
         "ENSMUSG00000048807",
+        "ENSMUSG00000048826",
         "ENSMUSG00000048897",
         "ENSMUSG00000048921",
         "ENSMUSG00000048924",
@@ -3237,6 +3222,7 @@
         "ENSMUSG00000049728",
         "ENSMUSG00000049739",
         "ENSMUSG00000049744",
+        "ENSMUSG00000049764",
         "ENSMUSG00000049775",
         "ENSMUSG00000049807",
         "ENSMUSG00000049866",
@@ -3246,12 +3232,10 @@
         "ENSMUSG00000049969",
         "ENSMUSG00000049988",
         "ENSMUSG00000050014",
-        "ENSMUSG00000050022",
         "ENSMUSG00000050052",
         "ENSMUSG00000050075",
         "ENSMUSG00000050105",
         "ENSMUSG00000050213",
-        "ENSMUSG00000050222",
         "ENSMUSG00000050229",
         "ENSMUSG00000050232",
         "ENSMUSG00000050234",
@@ -3266,11 +3250,13 @@
         "ENSMUSG00000050350",
         "ENSMUSG00000050359",
         "ENSMUSG00000050370",
+        "ENSMUSG00000050390",
         "ENSMUSG00000050410",
         "ENSMUSG00000050471",
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