popV version: 0.6.0

.gitattributes

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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

@@ -1,56 +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: skin of body'
----
-
-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/4fa55ee5-8da4-4d42-9525-1c52d4ce50bf.cxg/) in the CELLxGENE browser for interactive exploration of the data and download of the source data.
-
-**Training Code URL**:
-Not provided by uploader.
-
-# Metrics
-
-We provide here accuracies for each of the experts and the ensemble model. The validation set accuracies are
-computed on a 10% random subset of the data that was not used for training.
-
-| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| basal cell of epidermis | 215 | 0.96 | 0.97 | 0.97 | 0.82 | 0.00 | 0.86 | 0.96 | 0.96 | 0.96 |
-| epidermal cell | 160 | 0.94 | 0.97 | 0.96 | 0.83 | 0.00 | 0.91 | 0.95 | 0.95 | 0.96 |
-| keratinocyte stem cell | 39 | 0.97 | 0.97 | 0.97 | 0.75 | 0.00 | 0.81 | 0.97 | 0.99 | 0.99 |
-| stem cell of epidermis | 17 | 0.91 | 0.86 | 0.91 | 0.50 | 0.00 | 0.89 | 0.97 | 0.88 | 0.94 |
-| T cell | 7 | 1.00 | 0.92 | 0.92 | 1.00 | 0.00 | 0.71 | 1.00 | 1.00 | 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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| basal cell of epidermis | 1850 | 0.93 | 0.95 | 0.97 | 0.91 | 0.00 | 0.85 | 0.97 | 0.96 | 0.97 |
-| epidermal cell | 1572 | 0.94 | 0.95 | 0.97 | 0.93 | 0.00 | 0.92 | 0.97 | 0.97 | 0.97 |
-| keratinocyte stem cell | 378 | 0.92 | 0.93 | 0.97 | 0.87 | 0.00 | 0.79 | 0.98 | 0.98 | 0.97 |
-| stem cell of epidermis | 154 | 0.86 | 0.84 | 0.94 | 0.84 | 0.00 | 0.93 | 0.94 | 0.94 | 0.94 |
-| T cell | 54 | 0.99 | 0.98 | 0.98 | 0.95 | 0.00 | 0.68 | 1.00 | 0.99 | 0.99 |
-
-</details>
-
-
-# References
-
-A single-cell transcriptomic atlas characterizes ageing tissues in the mouse, The Tabula Muris Consortium, Nicole Almanzar, Jane Antony, Ankit S. Baghel, Isaac Bakerman, Ishita Bansal, Ben A. Barres, Philip A. Beachy, Daniela Berdnik, Biter Bilen, Douglas Brownfield, Corey Cain, Charles K. F. Chan, Michelle B. Chen, Michael F. Clarke, Stephanie D. Conley, Spyros Darmanis, Aaron Demers, Kubilay Demir, Antoine de Morree, Tessa Divita, Haley du Bois, Hamid Ebadi, F. Hernán Espinoza, Matt Fish, Qiang Gan, Benson M. George, Astrid Gillich, Rafael Gòmez-Sjöberg, Foad Green, Geraldine Genetiano, Xueying Gu, Gunsagar S. Gulati, Oliver Hahn, Michael Seamus Haney, Yan Hang, Lincoln Harris, Mu He, Shayan Hosseinzadeh, Albin Huang, Kerwyn Casey Huang, Tal Iram, Taichi Isobe, Feather Ives, Robert C. Jones, Kevin S. Kao, Jim Karkanias, Guruswamy Karnam, Andreas Keller, Aaron M. Kershner, Nathalie Khoury, Seung K. Kim, Bernhard M. Kiss, William Kong, Mark A. Krasnow, Maya E. Kumar, Christin S. Kuo, Jonathan Lam, Davis P. Lee, Song E. Lee, Benoit Lehallier, Olivia Leventhal, Guang Li, Qingyun Li, Ling Liu, Annie Lo, Wan-Jin Lu, Maria F. Lugo-Fagundo, Anoop Manjunath, Andrew P. May, Ashley Maynard, Aaron McGeever, Marina McKay, M. Windy McNerney, Bryan Merrill, Ross J. Metzger, Marco Mignardi, Dullei Min, Ahmad N. Nabhan, Norma F. Neff, Katharine M. Ng, Patricia K. Nguyen, Joseph Noh, Roel Nusse, Róbert Pálovics, Rasika Patkar, Weng Chuan Peng, Lolita Penland, Angela Oliveira Pisco, Katherine Pollard, Robert Puccinelli, Zhen Qi, Stephen R. Quake, Thomas A. Rando, Eric J. Rulifson, Nicholas Schaum, Joe M. Segal, Shaheen S. Sikandar, Rahul Sinha, Rene V. Sit, Justin Sonnenburg, Daniel Staehli, Krzysztof Szade, Michelle Tan, Weilun Tan, Cristina Tato, Krissie Tellez, Laughing Bear Torrez Dulgeroff, Kyle J. Travaglini, Carolina Tropini, Margaret Tsui, Lucas Waldburger, Bruce M. Wang, Linda J. van Weele, Kenneth Weinberg, Irving L. Weissman, Michael N. Wosczyna, Sean M. Wu, Tony Wyss-Coray, Jinyi Xiang, Soso Xue, Kevin A. Yamauchi, Andrew C. Yang, Lakshmi P. Yerra, Justin Youngyunpipatkul, Brian Yu, Fabio Zanini, Macy E. Zardeneta, Alexander Zee, Chunyu Zhao, Fan Zhang, Hui Zhang, Martin Jinye Zhang, Lu Zhou, James Zou; Nature, doi: https://doi.org/10.1038/s41586-020-2496-1

accuracies.json

@@ -1,4 +1,4 @@
 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| basal cell of epidermis | 215 | 0.96 | 0.97 | 0.97 | 0.82 | 0.00 | 0.86 | 0.96 | 0.96 | 0.96 |\n| epidermal cell | 160 | 0.94 | 0.97 | 0.96 | 0.83 | 0.00 | 0.91 | 0.95 | 0.95 | 0.96 |\n| keratinocyte stem cell | 39 | 0.97 | 0.97 | 0.97 | 0.75 | 0.00 | 0.81 | 0.97 | 0.99 | 0.99 |\n| stem cell of epidermis | 17 | 0.91 | 0.86 | 0.91 | 0.50 | 0.00 | 0.89 | 0.97 | 0.88 | 0.94 |\n| T cell | 7 | 1.00 | 0.92 | 0.92 | 1.00 | 0.00 | 0.71 | 1.00 | 1.00 | 1.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| basal cell of epidermis | 1850 | 0.93 | 0.95 | 0.97 | 0.91 | 0.00 | 0.85 | 0.97 | 0.96 | 0.97 |\n| epidermal cell | 1572 | 0.94 | 0.95 | 0.97 | 0.93 | 0.00 | 0.92 | 0.97 | 0.97 | 0.97 |\n| keratinocyte stem cell | 378 | 0.92 | 0.93 | 0.97 | 0.87 | 0.00 | 0.79 | 0.98 | 0.98 | 0.97 |\n| stem cell of epidermis | 154 | 0.86 | 0.84 | 0.94 | 0.84 | 0.00 | 0.93 | 0.94 | 0.94 | 0.94 |\n| T cell | 54 | 0.99 | 0.98 | 0.98 | 0.95 | 0.00 | 0.68 | 1.00 | 0.99 | 0.99 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| basal cell of epidermis | 218 | 0.96 | 0.96 | 0.96 | 0.96 | 0.00 | 0.93 | 0.96 | 0.96 | 0.97 |\n| epidermal cell | 160 | 0.95 | 0.96 | 0.96 | 0.95 | 0.00 | 0.94 | 0.95 | 0.96 | 0.97 |\n| keratinocyte stem cell | 38 | 0.97 | 0.96 | 0.96 | 0.99 | 0.00 | 0.86 | 0.97 | 0.95 | 0.99 |\n| stem cell of epidermis | 15 | 0.90 | 0.83 | 0.90 | 0.86 | 0.00 | 0.90 | 0.97 | 0.90 | 0.90 |\n| T cell | 6 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| basal cell of epidermis | 1847 | 0.94 | 0.96 | 0.96 | 0.96 | 0.00 | 0.93 | 0.97 | 0.97 | 0.97 |\n| epidermal cell | 1571 | 0.94 | 0.96 | 0.97 | 0.96 | 0.00 | 0.96 | 0.97 | 0.97 | 0.97 |\n| keratinocyte stem cell | 380 | 0.95 | 0.95 | 0.95 | 0.97 | 0.00 | 0.88 | 0.98 | 0.98 | 0.98 |\n| stem cell of epidermis | 156 | 0.89 | 0.88 | 0.89 | 0.88 | 0.00 | 0.82 | 0.95 | 0.95 | 0.93 |\n| T cell | 54 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 1.00 | 0.99 | 1.00 |"
 }

celltypist.pkl

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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/4fa55ee5-8da4-4d42-9525-1c52d4ce50bf.cxg/"
-}

minified_ref_adata.h5ad

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preprocessing.json

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         "ENSMUSG00000021518",
@@ -797,6 +790,7 @@
         "ENSMUSG00000021567",
         "ENSMUSG00000021569",
         "ENSMUSG00000021573",
+        "ENSMUSG00000021583",
         "ENSMUSG00000021585",
         "ENSMUSG00000021591",
         "ENSMUSG00000021594",
@@ -858,7 +852,6 @@
         "ENSMUSG00000022037",
         "ENSMUSG00000022040",
         "ENSMUSG00000022043",
-        "ENSMUSG00000022075",
         "ENSMUSG00000022090",
         "ENSMUSG00000022091",
         "ENSMUSG00000022092",
@@ -885,13 +878,11 @@
         "ENSMUSG00000022244",
         "ENSMUSG00000022246",
         "ENSMUSG00000022257",
-        "ENSMUSG00000022261",
         "ENSMUSG00000022263",
         "ENSMUSG00000022265",
         "ENSMUSG00000022272",
         "ENSMUSG00000022280",
         "ENSMUSG00000022285",
-        "ENSMUSG00000022286",
         "ENSMUSG00000022292",
         "ENSMUSG00000022314",
         "ENSMUSG00000022324",
@@ -915,9 +906,11 @@
         "ENSMUSG00000022428",
         "ENSMUSG00000022433",
         "ENSMUSG00000022443",
+        "ENSMUSG00000022453",
         "ENSMUSG00000022462",
         "ENSMUSG00000022463",
         "ENSMUSG00000022468",
+        "ENSMUSG00000022471",
         "ENSMUSG00000022475",
         "ENSMUSG00000022479",
         "ENSMUSG00000022485",
@@ -945,6 +938,7 @@
         "ENSMUSG00000022629",
         "ENSMUSG00000022636",
         "ENSMUSG00000022637",
+        "ENSMUSG00000022657",
         "ENSMUSG00000022661",
         "ENSMUSG00000022672",
         "ENSMUSG00000022673",
@@ -954,9 +948,7 @@
         "ENSMUSG00000022685",
         "ENSMUSG00000022687",
         "ENSMUSG00000022702",
-        "ENSMUSG00000022707",
         "ENSMUSG00000022710",
-        "ENSMUSG00000022718",
         "ENSMUSG00000022723",
         "ENSMUSG00000022747",
         "ENSMUSG00000022754",
@@ -1023,6 +1015,7 @@
         "ENSMUSG00000023232",
         "ENSMUSG00000023247",
         "ENSMUSG00000023272",
+        "ENSMUSG00000023277",
         "ENSMUSG00000023328",
         "ENSMUSG00000023367",
         "ENSMUSG00000023456",
@@ -1036,11 +1029,11 @@
         "ENSMUSG00000023905",
         "ENSMUSG00000023908",
         "ENSMUSG00000023909",
+        "ENSMUSG00000023911",
         "ENSMUSG00000023915",
         "ENSMUSG00000023919",
         "ENSMUSG00000023927",
         "ENSMUSG00000023942",
-        "ENSMUSG00000023947",
         "ENSMUSG00000023951",
         "ENSMUSG00000023952",
         "ENSMUSG00000023972",
@@ -1067,14 +1060,13 @@
         "ENSMUSG00000024120",
         "ENSMUSG00000024127",
         "ENSMUSG00000024130",
-        "ENSMUSG00000024132",
-        "ENSMUSG00000024140",
         "ENSMUSG00000024142",
         "ENSMUSG00000024143",
         "ENSMUSG00000024160",
         "ENSMUSG00000024163",
         "ENSMUSG00000024177",
         "ENSMUSG00000024182",
+        "ENSMUSG00000024201",
         "ENSMUSG00000024206",
         "ENSMUSG00000024213",
         "ENSMUSG00000024219",
@@ -1094,6 +1086,7 @@
         "ENSMUSG00000024338",
         "ENSMUSG00000024352",
         "ENSMUSG00000024357",
+        "ENSMUSG00000024371",
         "ENSMUSG00000024378",
         "ENSMUSG00000024379",
         "ENSMUSG00000024381",
@@ -1105,6 +1098,7 @@
         "ENSMUSG00000024423",
         "ENSMUSG00000024424",
         "ENSMUSG00000024426",
+        "ENSMUSG00000024472",
         "ENSMUSG00000024479",
         "ENSMUSG00000024480",
         "ENSMUSG00000024485",
@@ -1127,6 +1121,7 @@
         "ENSMUSG00000024590",
         "ENSMUSG00000024594",
         "ENSMUSG00000024597",
+        "ENSMUSG00000024603",
         "ENSMUSG00000024610",
         "ENSMUSG00000024613",
         "ENSMUSG00000024639",
@@ -1201,13 +1196,11 @@
         "ENSMUSG00000025026",
         "ENSMUSG00000025027",
         "ENSMUSG00000025036",
-        "ENSMUSG00000025041",
         "ENSMUSG00000025047",
         "ENSMUSG00000025049",
         "ENSMUSG00000025050",
         "ENSMUSG00000025060",
         "ENSMUSG00000025064",
-        "ENSMUSG00000025077",
         "ENSMUSG00000025082",
         "ENSMUSG00000025083",
         "ENSMUSG00000025085",
@@ -1236,6 +1229,7 @@
         "ENSMUSG00000025232",
         "ENSMUSG00000025241",
         "ENSMUSG00000025262",
+        "ENSMUSG00000025266",
         "ENSMUSG00000025268",
         "ENSMUSG00000025277",
         "ENSMUSG00000025278",
@@ -1249,6 +1243,7 @@
         "ENSMUSG00000025372",
         "ENSMUSG00000025395",
         "ENSMUSG00000025423",
+        "ENSMUSG00000025427",
         "ENSMUSG00000025451",
         "ENSMUSG00000025473",
         "ENSMUSG00000025477",
@@ -1259,7 +1254,6 @@
         "ENSMUSG00000025509",
         "ENSMUSG00000025533",
         "ENSMUSG00000025538",
-        "ENSMUSG00000025545",
         "ENSMUSG00000025558",
         "ENSMUSG00000025571",
         "ENSMUSG00000025574",
@@ -1277,6 +1271,7 @@
         "ENSMUSG00000025758",
         "ENSMUSG00000025762",
         "ENSMUSG00000025780",
+        "ENSMUSG00000025783",
         "ENSMUSG00000025790",
         "ENSMUSG00000025792",
         "ENSMUSG00000025795",
@@ -1293,6 +1288,7 @@
         "ENSMUSG00000025950",
         "ENSMUSG00000025958",
         "ENSMUSG00000025959",
+        "ENSMUSG00000025979",
         "ENSMUSG00000025980",
         "ENSMUSG00000025986",
         "ENSMUSG00000025993",
@@ -1310,6 +1306,7 @@
         "ENSMUSG00000026090",
         "ENSMUSG00000026094",
         "ENSMUSG00000026097",
+        "ENSMUSG00000026103",
         "ENSMUSG00000026104",
         "ENSMUSG00000026113",
         "ENSMUSG00000026121",
@@ -1353,7 +1350,6 @@
         "ENSMUSG00000026429",
         "ENSMUSG00000026430",
         "ENSMUSG00000026434",
-        "ENSMUSG00000026447",
         "ENSMUSG00000026450",
         "ENSMUSG00000026456",
         "ENSMUSG00000026457",
@@ -1372,8 +1368,8 @@
         "ENSMUSG00000026575",
         "ENSMUSG00000026576",
         "ENSMUSG00000026577",
+        "ENSMUSG00000026594",
         "ENSMUSG00000026596",
-        "ENSMUSG00000026603",
         "ENSMUSG00000026604",
         "ENSMUSG00000026605",
         "ENSMUSG00000026622",
@@ -1381,6 +1377,7 @@
         "ENSMUSG00000026638",
         "ENSMUSG00000026639",
         "ENSMUSG00000026640",
+        "ENSMUSG00000026646",
         "ENSMUSG00000026655",
         "ENSMUSG00000026657",
         "ENSMUSG00000026663",
@@ -1397,7 +1394,6 @@
         "ENSMUSG00000026755",
         "ENSMUSG00000026765",
         "ENSMUSG00000026778",
-        "ENSMUSG00000026781",
         "ENSMUSG00000026782",
         "ENSMUSG00000026784",
         "ENSMUSG00000026785",
@@ -1420,7 +1416,6 @@
         "ENSMUSG00000026880",
         "ENSMUSG00000026883",
         "ENSMUSG00000026896",
-        "ENSMUSG00000026915",
         "ENSMUSG00000026923",
         "ENSMUSG00000026924",
         "ENSMUSG00000026932",
@@ -1430,6 +1425,7 @@
         "ENSMUSG00000026946",
         "ENSMUSG00000026956",
         "ENSMUSG00000026958",
+        "ENSMUSG00000026966",
         "ENSMUSG00000026971",
         "ENSMUSG00000026977",
         "ENSMUSG00000026979",
@@ -1454,12 +1450,12 @@
         "ENSMUSG00000027177",
         "ENSMUSG00000027185",
         "ENSMUSG00000027187",
+        "ENSMUSG00000027189",
         "ENSMUSG00000027195",
         "ENSMUSG00000027203",
         "ENSMUSG00000027210",
         "ENSMUSG00000027215",
         "ENSMUSG00000027222",
-        "ENSMUSG00000027223",
         "ENSMUSG00000027224",
         "ENSMUSG00000027230",
         "ENSMUSG00000027242",
@@ -1490,9 +1486,7 @@
         "ENSMUSG00000027405",
         "ENSMUSG00000027412",
         "ENSMUSG00000027422",
-        "ENSMUSG00000027429",
         "ENSMUSG00000027439",
-        "ENSMUSG00000027447",
         "ENSMUSG00000027456",
         "ENSMUSG00000027459",
         "ENSMUSG00000027463",
@@ -1527,8 +1521,8 @@
         "ENSMUSG00000027699",
         "ENSMUSG00000027706",
         "ENSMUSG00000027710",
-        "ENSMUSG00000027714",
         "ENSMUSG00000027715",
+        "ENSMUSG00000027722",
         "ENSMUSG00000027750",
         "ENSMUSG00000027761",
         "ENSMUSG00000027765",
@@ -1563,6 +1557,7 @@
         "ENSMUSG00000028041",
         "ENSMUSG00000028042",
         "ENSMUSG00000028044",
+        "ENSMUSG00000028048",
         "ENSMUSG00000028063",
         "ENSMUSG00000028066",
         "ENSMUSG00000028080",
@@ -1574,14 +1569,13 @@
         "ENSMUSG00000028100",
         "ENSMUSG00000028108",
         "ENSMUSG00000028114",
+        "ENSMUSG00000028115",
         "ENSMUSG00000028121",
         "ENSMUSG00000028124",
         "ENSMUSG00000028127",
         "ENSMUSG00000028132",
-        "ENSMUSG00000028134",
         "ENSMUSG00000028145",
         "ENSMUSG00000028148",
-        "ENSMUSG00000028149",
         "ENSMUSG00000028150",
         "ENSMUSG00000028152",
         "ENSMUSG00000028159",
@@ -1596,12 +1590,14 @@
         "ENSMUSG00000028255",
         "ENSMUSG00000028256",
         "ENSMUSG00000028261",
+        "ENSMUSG00000028270",
         "ENSMUSG00000028273",
         "ENSMUSG00000028277",
         "ENSMUSG00000028282",
         "ENSMUSG00000028312",
         "ENSMUSG00000028333",
         "ENSMUSG00000028334",
+        "ENSMUSG00000028343",
         "ENSMUSG00000028345",
         "ENSMUSG00000028367",
         "ENSMUSG00000028378",
@@ -1616,7 +1612,6 @@
         "ENSMUSG00000028414",
         "ENSMUSG00000028416",
         "ENSMUSG00000028419",
-        "ENSMUSG00000028430",
         "ENSMUSG00000028433",
         "ENSMUSG00000028435",
         "ENSMUSG00000028453",
@@ -1648,8 +1643,8 @@
         "ENSMUSG00000028565",
         "ENSMUSG00000028576",
         "ENSMUSG00000028603",
-        "ENSMUSG00000028607",
         "ENSMUSG00000028630",
+        "ENSMUSG00000028633",
         "ENSMUSG00000028634",
         "ENSMUSG00000028645",
         "ENSMUSG00000028647",
@@ -1671,7 +1666,6 @@
         "ENSMUSG00000028786",
         "ENSMUSG00000028788",
         "ENSMUSG00000028793",
-        "ENSMUSG00000028803",
         "ENSMUSG00000028830",
         "ENSMUSG00000028832",
         "ENSMUSG00000028833",
@@ -1682,6 +1676,7 @@
         "ENSMUSG00000028873",
         "ENSMUSG00000028884",
         "ENSMUSG00000028885",
+        "ENSMUSG00000028886",
         "ENSMUSG00000028894",
         "ENSMUSG00000028896",
         "ENSMUSG00000028901",
@@ -1693,13 +1688,12 @@
         "ENSMUSG00000028957",
         "ENSMUSG00000028960",
         "ENSMUSG00000028961",
+        "ENSMUSG00000028962",
         "ENSMUSG00000028967",
         "ENSMUSG00000028970",
-        "ENSMUSG00000028973",
         "ENSMUSG00000028974",
         "ENSMUSG00000028976",
         "ENSMUSG00000028977",
-        "ENSMUSG00000028982",
         "ENSMUSG00000028986",
         "ENSMUSG00000028988",
         "ENSMUSG00000028991",
@@ -1710,16 +1704,17 @@
         "ENSMUSG00000029009",
         "ENSMUSG00000029022",
         "ENSMUSG00000029026",
+        "ENSMUSG00000029030",
         "ENSMUSG00000029033",
         "ENSMUSG00000029048",
         "ENSMUSG00000029055",
-        "ENSMUSG00000029056",
         "ENSMUSG00000029063",
         "ENSMUSG00000029064",
         "ENSMUSG00000029071",
         "ENSMUSG00000029075",
         "ENSMUSG00000029094",
         "ENSMUSG00000029098",
+        "ENSMUSG00000029104",
         "ENSMUSG00000029106",
         "ENSMUSG00000029108",
         "ENSMUSG00000029120",
@@ -1727,7 +1722,6 @@
         "ENSMUSG00000029135",
         "ENSMUSG00000029141",
         "ENSMUSG00000029149",
-        "ENSMUSG00000029153",
         "ENSMUSG00000029154",
         "ENSMUSG00000029156",
         "ENSMUSG00000029174",
@@ -1746,6 +1740,7 @@
         "ENSMUSG00000029311",
         "ENSMUSG00000029312",
         "ENSMUSG00000029313",
+        "ENSMUSG00000029319",
         "ENSMUSG00000029330",
         "ENSMUSG00000029335",
         "ENSMUSG00000029338",
@@ -1764,6 +1759,7 @@
         "ENSMUSG00000029406",
         "ENSMUSG00000029413",
         "ENSMUSG00000029430",
+        "ENSMUSG00000029439",
         "ENSMUSG00000029446",
         "ENSMUSG00000029467",
         "ENSMUSG00000029470",
@@ -1778,6 +1774,7 @@
         "ENSMUSG00000029550",
         "ENSMUSG00000029552",
         "ENSMUSG00000029554",
+        "ENSMUSG00000029569",
         "ENSMUSG00000029570",
         "ENSMUSG00000029575",
         "ENSMUSG00000029577",
@@ -1785,6 +1782,7 @@
         "ENSMUSG00000029580",
         "ENSMUSG00000029591",
         "ENSMUSG00000029594",
+        "ENSMUSG00000029613",
         "ENSMUSG00000029616",
         "ENSMUSG00000029621",
         "ENSMUSG00000029622",
@@ -1794,7 +1792,6 @@
         "ENSMUSG00000029647",
         "ENSMUSG00000029657",
         "ENSMUSG00000029671",
-        "ENSMUSG00000029672",
         "ENSMUSG00000029673",
         "ENSMUSG00000029687",
         "ENSMUSG00000029703",
@@ -1802,6 +1799,7 @@
         "ENSMUSG00000029708",
         "ENSMUSG00000029710",
         "ENSMUSG00000029722",
+        "ENSMUSG00000029723",
         "ENSMUSG00000029727",
         "ENSMUSG00000029730",
         "ENSMUSG00000029755",
@@ -1810,8 +1808,8 @@
         "ENSMUSG00000029762",
         "ENSMUSG00000029763",
         "ENSMUSG00000029772",
-        "ENSMUSG00000029775",
         "ENSMUSG00000029776",
+        "ENSMUSG00000029777",
         "ENSMUSG00000029780",
         "ENSMUSG00000029782",
         "ENSMUSG00000029802",
@@ -1837,7 +1835,6 @@
         "ENSMUSG00000030020",
         "ENSMUSG00000030029",
         "ENSMUSG00000030047",
-        "ENSMUSG00000030050",
         "ENSMUSG00000030055",
         "ENSMUSG00000030064",
         "ENSMUSG00000030067",
@@ -1890,6 +1887,7 @@
         "ENSMUSG00000030522",
         "ENSMUSG00000030527",
         "ENSMUSG00000030530",
+        "ENSMUSG00000030536",
         "ENSMUSG00000030539",
         "ENSMUSG00000030543",
         "ENSMUSG00000030545",
@@ -1904,7 +1902,6 @@
         "ENSMUSG00000030629",
         "ENSMUSG00000030630",
         "ENSMUSG00000030654",
-        "ENSMUSG00000030655",
         "ENSMUSG00000030659",
         "ENSMUSG00000030666",
         "ENSMUSG00000030672",
@@ -1919,6 +1916,7 @@
         "ENSMUSG00000030722",
         "ENSMUSG00000030726",
         "ENSMUSG00000030729",
+        "ENSMUSG00000030737",
         "ENSMUSG00000030739",
         "ENSMUSG00000030747",
         "ENSMUSG00000030748",
@@ -1931,7 +1929,6 @@
         "ENSMUSG00000030792",
         "ENSMUSG00000030793",
         "ENSMUSG00000030800",
-        "ENSMUSG00000030826",
         "ENSMUSG00000030835",
         "ENSMUSG00000030844",
         "ENSMUSG00000030847",
@@ -1940,9 +1937,9 @@
         "ENSMUSG00000030861",
         "ENSMUSG00000030862",
         "ENSMUSG00000030867",
-        "ENSMUSG00000030869",
         "ENSMUSG00000030872",
         "ENSMUSG00000030878",
+        "ENSMUSG00000030917",
         "ENSMUSG00000030930",
         "ENSMUSG00000030934",
         "ENSMUSG00000030946",
@@ -1958,10 +1955,10 @@
         "ENSMUSG00000031075",
         "ENSMUSG00000031093",
         "ENSMUSG00000031103",
-        "ENSMUSG00000031109",
         "ENSMUSG00000031119",
         "ENSMUSG00000031129",
         "ENSMUSG00000031137",
+        "ENSMUSG00000031149",
         "ENSMUSG00000031150",
         "ENSMUSG00000031154",
         "ENSMUSG00000031169",
@@ -1979,6 +1976,7 @@
         "ENSMUSG00000031278",
         "ENSMUSG00000031284",
         "ENSMUSG00000031286",
+        "ENSMUSG00000031295",
         "ENSMUSG00000031304",
         "ENSMUSG00000031310",
         "ENSMUSG00000031314",
@@ -2037,6 +2035,7 @@
         "ENSMUSG00000031776",
         "ENSMUSG00000031778",
         "ENSMUSG00000031782",
+        "ENSMUSG00000031787",
         "ENSMUSG00000031788",
         "ENSMUSG00000031790",
         "ENSMUSG00000031791",
@@ -2067,7 +2066,6 @@
         "ENSMUSG00000031983",
         "ENSMUSG00000031985",
         "ENSMUSG00000031987",
-        "ENSMUSG00000031993",
         "ENSMUSG00000031995",
         "ENSMUSG00000032000",
         "ENSMUSG00000032009",
@@ -2086,10 +2084,8 @@
         "ENSMUSG00000032092",
         "ENSMUSG00000032093",
         "ENSMUSG00000032109",
-        "ENSMUSG00000032114",
         "ENSMUSG00000032115",
         "ENSMUSG00000032172",
-        "ENSMUSG00000032175",
         "ENSMUSG00000032178",
         "ENSMUSG00000032193",
         "ENSMUSG00000032198",
@@ -2105,7 +2101,6 @@
         "ENSMUSG00000032254",
         "ENSMUSG00000032261",
         "ENSMUSG00000032262",
-        "ENSMUSG00000032263",
         "ENSMUSG00000032278",
         "ENSMUSG00000032281",
         "ENSMUSG00000032285",
@@ -2129,7 +2124,6 @@
         "ENSMUSG00000032377",
         "ENSMUSG00000032380",
         "ENSMUSG00000032384",
-        "ENSMUSG00000032393",
         "ENSMUSG00000032397",
         "ENSMUSG00000032402",
         "ENSMUSG00000032413",
@@ -2141,6 +2135,7 @@
         "ENSMUSG00000032454",
         "ENSMUSG00000032462",
         "ENSMUSG00000032470",
+        "ENSMUSG00000032475",
         "ENSMUSG00000032477",
         "ENSMUSG00000032487",
         "ENSMUSG00000032491",
@@ -2176,17 +2171,16 @@
         "ENSMUSG00000032666",
         "ENSMUSG00000032667",
         "ENSMUSG00000032679",
+        "ENSMUSG00000032688",
         "ENSMUSG00000032702",
         "ENSMUSG00000032715",
         "ENSMUSG00000032717",
         "ENSMUSG00000032718",
         "ENSMUSG00000032724",
         "ENSMUSG00000032727",
-        "ENSMUSG00000032733",
         "ENSMUSG00000032735",
         "ENSMUSG00000032737",
         "ENSMUSG00000032740",
-        "ENSMUSG00000032741",
         "ENSMUSG00000032763",
         "ENSMUSG00000032777",
         "ENSMUSG00000032782",
@@ -2248,9 +2242,9 @@
         "ENSMUSG00000033389",
         "ENSMUSG00000033392",
         "ENSMUSG00000033400",
-        "ENSMUSG00000033411",
         "ENSMUSG00000033420",
         "ENSMUSG00000033427",
+        "ENSMUSG00000033434",
         "ENSMUSG00000033444",
         "ENSMUSG00000033446",
         "ENSMUSG00000033460",
@@ -2275,9 +2269,11 @@
         "ENSMUSG00000033706",
         "ENSMUSG00000033720",
         "ENSMUSG00000033739",
+        "ENSMUSG00000033760",
         "ENSMUSG00000033763",
         "ENSMUSG00000033765",
         "ENSMUSG00000033769",
+        "ENSMUSG00000033774",
         "ENSMUSG00000033781",
         "ENSMUSG00000033792",
         "ENSMUSG00000033863",
@@ -2289,7 +2285,6 @@
         "ENSMUSG00000033964",
         "ENSMUSG00000033970",
         "ENSMUSG00000033985",
-        "ENSMUSG00000033991",
         "ENSMUSG00000034006",
         "ENSMUSG00000034021",
         "ENSMUSG00000034022",
@@ -2321,6 +2316,7 @@
         "ENSMUSG00000034254",
         "ENSMUSG00000034255",
         "ENSMUSG00000034282",
+        "ENSMUSG00000034290",
         "ENSMUSG00000034300",
         "ENSMUSG00000034308",
         "ENSMUSG00000034311",
@@ -2359,7 +2355,6 @@
         "ENSMUSG00000034640",
         "ENSMUSG00000034653",
         "ENSMUSG00000034659",
-        "ENSMUSG00000034664",
         "ENSMUSG00000034684",
         "ENSMUSG00000034685",
         "ENSMUSG00000034686",
@@ -2373,13 +2368,13 @@
         "ENSMUSG00000034795",
         "ENSMUSG00000034801",
         "ENSMUSG00000034825",
+        "ENSMUSG00000034832",
         "ENSMUSG00000034842",
         "ENSMUSG00000034850",
         "ENSMUSG00000034863",
         "ENSMUSG00000034867",
         "ENSMUSG00000034892",
         "ENSMUSG00000034893",
-        "ENSMUSG00000034902",
         "ENSMUSG00000034903",
         "ENSMUSG00000034908",
         "ENSMUSG00000034917",
@@ -2394,6 +2389,7 @@
         "ENSMUSG00000035020",
         "ENSMUSG00000035024",
         "ENSMUSG00000035027",
+        "ENSMUSG00000035047",
         "ENSMUSG00000035049",
         "ENSMUSG00000035064",
         "ENSMUSG00000035093",
@@ -2423,6 +2419,7 @@
         "ENSMUSG00000035437",
         "ENSMUSG00000035439",
         "ENSMUSG00000035441",
+        "ENSMUSG00000035443",
         "ENSMUSG00000035473",
         "ENSMUSG00000035476",
         "ENSMUSG00000035493",
@@ -2434,20 +2431,19 @@
         "ENSMUSG00000035596",
         "ENSMUSG00000035615",
         "ENSMUSG00000035621",
+        "ENSMUSG00000035666",
         "ENSMUSG00000035671",
         "ENSMUSG00000035673",
         "ENSMUSG00000035692",
         "ENSMUSG00000035696",
         "ENSMUSG00000035722",
         "ENSMUSG00000035725",
-        "ENSMUSG00000035762",
         "ENSMUSG00000035764",
         "ENSMUSG00000035776",
         "ENSMUSG00000035828",
         "ENSMUSG00000035834",
         "ENSMUSG00000035847",
         "ENSMUSG00000035863",
-        "ENSMUSG00000035885",
         "ENSMUSG00000035891",
         "ENSMUSG00000035896",
         "ENSMUSG00000035900",
@@ -2471,7 +2467,6 @@
         "ENSMUSG00000036169",
         "ENSMUSG00000036180",
         "ENSMUSG00000036181",
-        "ENSMUSG00000036188",
         "ENSMUSG00000036197",
         "ENSMUSG00000036202",
         "ENSMUSG00000036206",
@@ -2493,31 +2488,33 @@
         "ENSMUSG00000036529",
         "ENSMUSG00000036533",
         "ENSMUSG00000036565",
+        "ENSMUSG00000036580",
         "ENSMUSG00000036591",
         "ENSMUSG00000036594",
         "ENSMUSG00000036606",
         "ENSMUSG00000036622",
         "ENSMUSG00000036636",
         "ENSMUSG00000036672",
+        "ENSMUSG00000036676",
         "ENSMUSG00000036678",
         "ENSMUSG00000036687",
         "ENSMUSG00000036718",
         "ENSMUSG00000036752",
-        "ENSMUSG00000036769",
         "ENSMUSG00000036775",
         "ENSMUSG00000036777",
         "ENSMUSG00000036779",
         "ENSMUSG00000036825",
-        "ENSMUSG00000036832",
         "ENSMUSG00000036856",
         "ENSMUSG00000036879",
         "ENSMUSG00000036880",
         "ENSMUSG00000036882",
         "ENSMUSG00000036885",
+        "ENSMUSG00000036890",
         "ENSMUSG00000036894",
         "ENSMUSG00000036904",
         "ENSMUSG00000036918",
         "ENSMUSG00000036943",
+        "ENSMUSG00000036948",
         "ENSMUSG00000036951",
         "ENSMUSG00000036960",
         "ENSMUSG00000036975",
@@ -2551,10 +2548,10 @@
         "ENSMUSG00000037270",
         "ENSMUSG00000037278",
         "ENSMUSG00000037279",
+        "ENSMUSG00000037287",
         "ENSMUSG00000037306",
         "ENSMUSG00000037313",
         "ENSMUSG00000037331",
-        "ENSMUSG00000037343",
         "ENSMUSG00000037348",
         "ENSMUSG00000037353",
         "ENSMUSG00000037366",
@@ -2574,7 +2571,6 @@
         "ENSMUSG00000037490",
         "ENSMUSG00000037493",
         "ENSMUSG00000037509",
-        "ENSMUSG00000037536",
         "ENSMUSG00000037544",
         "ENSMUSG00000037552",
         "ENSMUSG00000037553",
@@ -2586,6 +2582,7 @@
         "ENSMUSG00000037617",
         "ENSMUSG00000037624",
         "ENSMUSG00000037628",
+        "ENSMUSG00000037638",
         "ENSMUSG00000037652",
         "ENSMUSG00000037661",
         "ENSMUSG00000037674",
@@ -2600,6 +2597,8 @@
         "ENSMUSG00000037762",
         "ENSMUSG00000037784",
         "ENSMUSG00000037791",
+        "ENSMUSG00000037816",
+        "ENSMUSG00000037826",
         "ENSMUSG00000037852",
         "ENSMUSG00000037855",
         "ENSMUSG00000037868",
@@ -2608,14 +2607,15 @@
         "ENSMUSG00000037894",
         "ENSMUSG00000037896",
         "ENSMUSG00000037902",
+        "ENSMUSG00000037907",
         "ENSMUSG00000037926",
         "ENSMUSG00000037933",
         "ENSMUSG00000037949",
         "ENSMUSG00000037979",
         "ENSMUSG00000037989",
-        "ENSMUSG00000037993",
         "ENSMUSG00000037995",
         "ENSMUSG00000037999",
+        "ENSMUSG00000038002",
         "ENSMUSG00000038013",
         "ENSMUSG00000038020",
         "ENSMUSG00000038023",
@@ -2653,7 +2653,6 @@
         "ENSMUSG00000038301",
         "ENSMUSG00000038332",
         "ENSMUSG00000038342",
-        "ENSMUSG00000038344",
         "ENSMUSG00000038351",
         "ENSMUSG00000038354",
         "ENSMUSG00000038366",
@@ -2702,6 +2701,7 @@
         "ENSMUSG00000038816",
         "ENSMUSG00000038822",
         "ENSMUSG00000038828",
+        "ENSMUSG00000038844",
         "ENSMUSG00000038866",
         "ENSMUSG00000038879",
         "ENSMUSG00000038886",
@@ -2716,6 +2716,7 @@
         "ENSMUSG00000038976",
         "ENSMUSG00000038990",
         "ENSMUSG00000039000",
+        "ENSMUSG00000039031",
         "ENSMUSG00000039062",
         "ENSMUSG00000039081",
         "ENSMUSG00000039087",
@@ -2735,6 +2736,7 @@
         "ENSMUSG00000039196",
         "ENSMUSG00000039206",
         "ENSMUSG00000039208",
+        "ENSMUSG00000039210",
         "ENSMUSG00000039217",
         "ENSMUSG00000039221",
         "ENSMUSG00000039230",
@@ -2763,6 +2765,7 @@
         "ENSMUSG00000039485",
         "ENSMUSG00000039492",
         "ENSMUSG00000039509",
+        "ENSMUSG00000039512",
         "ENSMUSG00000039518",
         "ENSMUSG00000039529",
         "ENSMUSG00000039585",
@@ -2810,7 +2813,6 @@
         "ENSMUSG00000040010",
         "ENSMUSG00000040021",
         "ENSMUSG00000040022",
-        "ENSMUSG00000040029",
         "ENSMUSG00000040033",
         "ENSMUSG00000040040",
         "ENSMUSG00000040054",
@@ -2819,19 +2821,19 @@
         "ENSMUSG00000040152",
         "ENSMUSG00000040154",
         "ENSMUSG00000040167",
+        "ENSMUSG00000040177",
         "ENSMUSG00000040209",
         "ENSMUSG00000040212",
         "ENSMUSG00000040249",
         "ENSMUSG00000040254",
+        "ENSMUSG00000040258",
         "ENSMUSG00000040268",
         "ENSMUSG00000040270",
         "ENSMUSG00000040274",
         "ENSMUSG00000040280",
-        "ENSMUSG00000040282",
         "ENSMUSG00000040322",
         "ENSMUSG00000040339",
         "ENSMUSG00000040351",
-        "ENSMUSG00000040363",
         "ENSMUSG00000040389",
         "ENSMUSG00000040415",
         "ENSMUSG00000040423",
@@ -2840,7 +2842,6 @@
         "ENSMUSG00000040433",
         "ENSMUSG00000040451",
         "ENSMUSG00000040471",
-        "ENSMUSG00000040479",
         "ENSMUSG00000040483",
         "ENSMUSG00000040488",
         "ENSMUSG00000040502",
@@ -2873,7 +2874,6 @@
         "ENSMUSG00000040728",
         "ENSMUSG00000040749",
         "ENSMUSG00000040767",
-        "ENSMUSG00000040785",
         "ENSMUSG00000040813",
         "ENSMUSG00000040820",
         "ENSMUSG00000040829",
@@ -2902,20 +2902,19 @@
         "ENSMUSG00000041135",
         "ENSMUSG00000041143",
         "ENSMUSG00000041147",
-        "ENSMUSG00000041161",
         "ENSMUSG00000041164",
         "ENSMUSG00000041215",
         "ENSMUSG00000041219",
         "ENSMUSG00000041220",
         "ENSMUSG00000041229",
         "ENSMUSG00000041238",
-        "ENSMUSG00000041258",
         "ENSMUSG00000041263",
         "ENSMUSG00000041264",
         "ENSMUSG00000041287",
         "ENSMUSG00000041308",
         "ENSMUSG00000041313",
         "ENSMUSG00000041346",
+        "ENSMUSG00000041353",
         "ENSMUSG00000041417",
         "ENSMUSG00000041423",
         "ENSMUSG00000041426",
@@ -2932,6 +2931,7 @@
         "ENSMUSG00000041653",
         "ENSMUSG00000041654",
         "ENSMUSG00000041660",
+        "ENSMUSG00000041685",
         "ENSMUSG00000041695",
         "ENSMUSG00000041718",
         "ENSMUSG00000041720",
@@ -2965,9 +2965,7 @@
         "ENSMUSG00000042035",
         "ENSMUSG00000042042",
         "ENSMUSG00000042050",
-        "ENSMUSG00000042055",
         "ENSMUSG00000042073",
-        "ENSMUSG00000042099",
         "ENSMUSG00000042105",
         "ENSMUSG00000042116",
         "ENSMUSG00000042156",
@@ -2991,6 +2989,7 @@
         "ENSMUSG00000042439",
         "ENSMUSG00000042446",
         "ENSMUSG00000042462",
+        "ENSMUSG00000042473",
         "ENSMUSG00000042489",
         "ENSMUSG00000042508",
         "ENSMUSG00000042510",
@@ -3000,7 +2999,6 @@
         "ENSMUSG00000042548",
         "ENSMUSG00000042569",
         "ENSMUSG00000042590",
-        "ENSMUSG00000042595",
         "ENSMUSG00000042606",
         "ENSMUSG00000042608",
         "ENSMUSG00000042622",
@@ -3032,6 +3030,7 @@
         "ENSMUSG00000043090",
         "ENSMUSG00000043091",
         "ENSMUSG00000043154",
+        "ENSMUSG00000043165",
         "ENSMUSG00000043252",
         "ENSMUSG00000043262",
         "ENSMUSG00000043286",
@@ -3039,7 +3038,6 @@
         "ENSMUSG00000043323",
         "ENSMUSG00000043333",
         "ENSMUSG00000043336",
-        "ENSMUSG00000043411",
         "ENSMUSG00000043415",
         "ENSMUSG00000043421",
         "ENSMUSG00000043430",
@@ -3050,6 +3048,7 @@
         "ENSMUSG00000043613",
         "ENSMUSG00000043644",
         "ENSMUSG00000043668",
+        "ENSMUSG00000043681",
         "ENSMUSG00000043687",
         "ENSMUSG00000043702",
         "ENSMUSG00000043811",
@@ -3060,6 +3059,7 @@
         "ENSMUSG00000043953",
         "ENSMUSG00000043987",
         "ENSMUSG00000044037",
+        "ENSMUSG00000044068",
         "ENSMUSG00000044080",
         "ENSMUSG00000044139",
         "ENSMUSG00000044147",
@@ -3117,7 +3117,6 @@
         "ENSMUSG00000045211",
         "ENSMUSG00000045216",
         "ENSMUSG00000045273",
-        "ENSMUSG00000045287",
         "ENSMUSG00000045294",
         "ENSMUSG00000045328",
         "ENSMUSG00000045394",
@@ -3125,7 +3124,6 @@
         "ENSMUSG00000045545",
         "ENSMUSG00000045594",
         "ENSMUSG00000045636",
-        "ENSMUSG00000045639",
         "ENSMUSG00000045665",
         "ENSMUSG00000045671",
         "ENSMUSG00000045690",
@@ -3134,7 +3132,6 @@
         "ENSMUSG00000045817",
         "ENSMUSG00000045871",
         "ENSMUSG00000045896",
-        "ENSMUSG00000045969",
         "ENSMUSG00000045975",
         "ENSMUSG00000045983",
         "ENSMUSG00000046027",
@@ -3159,6 +3156,7 @@
         "ENSMUSG00000046532",
         "ENSMUSG00000046546",
         "ENSMUSG00000046562",
+        "ENSMUSG00000046567",
         "ENSMUSG00000046573",
         "ENSMUSG00000046589",
         "ENSMUSG00000046598",
@@ -3182,6 +3180,7 @@
         "ENSMUSG00000046985",
         "ENSMUSG00000047036",
         "ENSMUSG00000047045",
+        "ENSMUSG00000047123",
         "ENSMUSG00000047126",
         "ENSMUSG00000047139",
         "ENSMUSG00000047141",
@@ -3231,6 +3230,7 @@
         "ENSMUSG00000048327",
         "ENSMUSG00000048373",
         "ENSMUSG00000048376",
+        "ENSMUSG00000048399",
         "ENSMUSG00000048416",
         "ENSMUSG00000048486",
         "ENSMUSG00000048490",
@@ -3241,16 +3241,17 @@
         "ENSMUSG00000048612",
         "ENSMUSG00000048644",
         "ENSMUSG00000048661",
+        "ENSMUSG00000048696",
         "ENSMUSG00000048701",
         "ENSMUSG00000048707",
         "ENSMUSG00000048763",
         "ENSMUSG00000048766",
         "ENSMUSG00000048772",
         "ENSMUSG00000048776",
-        "ENSMUSG00000048787",
         "ENSMUSG00000048796",
         "ENSMUSG00000048799",
         "ENSMUSG00000048807",
+        "ENSMUSG00000048832",
         "ENSMUSG00000048833",
         "ENSMUSG00000048897",
         "ENSMUSG00000048915",
@@ -3259,10 +3260,10 @@
         "ENSMUSG00000049076",
         "ENSMUSG00000049107",
         "ENSMUSG00000049128",
-        "ENSMUSG00000049164",
         "ENSMUSG00000049214",
         "ENSMUSG00000049225",
         "ENSMUSG00000049232",
+        "ENSMUSG00000049354",
         "ENSMUSG00000049404",
         "ENSMUSG00000049421",
         "ENSMUSG00000049422",
@@ -3300,31 +3301,30 @@
         "ENSMUSG00000050359",
         "ENSMUSG00000050370",
         "ENSMUSG00000050373",
+        "ENSMUSG00000050390",
         "ENSMUSG00000050410",
         "ENSMUSG00000050425",
         "ENSMUSG00000050463",
         "ENSMUSG00000050520",
+        "ENSMUSG00000050619",
         "ENSMUSG00000050627",
         "ENSMUSG00000050697",
         "ENSMUSG00000050708",
-        "ENSMUSG00000050730",
         "ENSMUSG00000050737",
         "ENSMUSG00000050756",
         "ENSMUSG00000050761",
         "ENSMUSG00000050854",
+        "ENSMUSG00000050856",
         "ENSMUSG00000050860",
         "ENSMUSG00000050914",
         "ENSMUSG00000050931",
         "ENSMUSG00000050947",
         "ENSMUSG00000050953",
         "ENSMUSG00000050957",
-        "ENSMUSG00000050965",
         "ENSMUSG00000051000",
         "ENSMUSG00000051147",
         "ENSMUSG00000051306",
-        "ENSMUSG00000051329",
         "ENSMUSG00000051335",
-        "ENSMUSG00000051339",
         "ENSMUSG00000051341",
         "ENSMUSG00000051343",
         "ENSMUSG00000051351",
@@ -3338,7 +3338,6 @@
         "ENSMUSG00000051495",
         "ENSMUSG00000051497",
         "ENSMUSG00000051502",
-        "ENSMUSG00000051557",
         "ENSMUSG00000051615",
         "ENSMUSG00000051627",
         "ENSMUSG00000051790",
@@ -3351,6 +3350,7 @@
         "ENSMUSG00000052062",
         "ENSMUSG00000052085",
         "ENSMUSG00000052155",
+        "ENSMUSG00000052296",
         "ENSMUSG00000052299",
         "ENSMUSG00000052310",
         "ENSMUSG00000052364",
@@ -3392,6 +3392,8 @@
         "ENSMUSG00000053411",
         "ENSMUSG00000053470",
         "ENSMUSG00000053477",
+        "ENSMUSG00000053510",
+        "ENSMUSG00000053536",
         "ENSMUSG00000053553",
         "ENSMUSG00000053559",
         "ENSMUSG00000053580",
@@ -3411,7 +3413,6 @@
         "ENSMUSG00000053898",
         "ENSMUSG00000053907",
         "ENSMUSG00000053931",
-        "ENSMUSG00000054000",
         "ENSMUSG00000054005",
         "ENSMUSG00000054008",
         "ENSMUSG00000054051",
@@ -3420,8 +3421,6 @@
         "ENSMUSG00000054199",
         "ENSMUSG00000054252",
         "ENSMUSG00000054263",
-        "ENSMUSG00000054277",
-        "ENSMUSG00000054321",
         "ENSMUSG00000054364",
         "ENSMUSG00000054400",
         "ENSMUSG00000054414",
@@ -3432,7 +3431,7 @@
         "ENSMUSG00000054484",
         "ENSMUSG00000054499",
         "ENSMUSG00000054509",
-        "ENSMUSG00000054519",
+        "ENSMUSG00000054619",
         "ENSMUSG00000054659",
         "ENSMUSG00000054662",
         "ENSMUSG00000054676",
@@ -3471,6 +3470,7 @@
         "ENSMUSG00000055639",
         "ENSMUSG00000055652",
         "ENSMUSG00000055653",
+        "ENSMUSG00000055670",
         "ENSMUSG00000055723",
         "ENSMUSG00000055737",
         "ENSMUSG00000055799",
@@ -3485,6 +3485,8 @@
         "ENSMUSG00000056078",
         "ENSMUSG00000056144",
         "ENSMUSG00000056148",
+        "ENSMUSG00000056204",
+        "ENSMUSG00000056211",
         "ENSMUSG00000056220",
         "ENSMUSG00000056267",
         "ENSMUSG00000056268",
@@ -3497,6 +3499,7 @@
         "ENSMUSG00000056531",
         "ENSMUSG00000056579",
         "ENSMUSG00000056596",
+        "ENSMUSG00000056602",
         "ENSMUSG00000056612",
         "ENSMUSG00000056632",
         "ENSMUSG00000056648",
@@ -3504,7 +3507,6 @@
         "ENSMUSG00000056724",
         "ENSMUSG00000056737",
         "ENSMUSG00000056749",
-        "ENSMUSG00000056763",
         "ENSMUSG00000056880",
         "ENSMUSG00000056899",
         "ENSMUSG00000056917",
@@ -3513,14 +3515,12 @@
         "ENSMUSG00000057143",
         "ENSMUSG00000057181",
         "ENSMUSG00000057230",
-        "ENSMUSG00000057278",
         "ENSMUSG00000057315",
         "ENSMUSG00000057329",
         "ENSMUSG00000057342",
         "ENSMUSG00000057367",
         "ENSMUSG00000057440",
         "ENSMUSG00000057454",
-        "ENSMUSG00000057469",
         "ENSMUSG00000057530",
         "ENSMUSG00000057541",
         "ENSMUSG00000057609",
@@ -3568,6 +3568,7 @@
         "ENSMUSG00000059456",
         "ENSMUSG00000059495",
         "ENSMUSG00000059534",
+        "ENSMUSG00000059554",
         "ENSMUSG00000059588",
         "ENSMUSG00000059708",
         "ENSMUSG00000059743",
@@ -3614,7 +3615,6 @@
         "ENSMUSG00000061028",
         "ENSMUSG00000061048",
         "ENSMUSG00000061079",
-        "ENSMUSG00000061119",
         "ENSMUSG00000061126",
         "ENSMUSG00000061132",
         "ENSMUSG00000061143",
@@ -3634,13 +3634,12 @@
         "ENSMUSG00000061689",
         "ENSMUSG00000061731",
         "ENSMUSG00000061878",
-        "ENSMUSG00000061928",
+        "ENSMUSG00000061950",
         "ENSMUSG00000061981",
         "ENSMUSG00000062006",
         "ENSMUSG00000062044",
         "ENSMUSG00000062070",
         "ENSMUSG00000062075",
-        "ENSMUSG00000062078",
         "ENSMUSG00000062098",
         "ENSMUSG00000062101",
         "ENSMUSG00000062115",
@@ -3656,6 +3655,7 @@
         "ENSMUSG00000062397",
         "ENSMUSG00000062421",
         "ENSMUSG00000062609",
+        "ENSMUSG00000062646",
         "ENSMUSG00000062753",
         "ENSMUSG00000062762",
         "ENSMUSG00000062866",
@@ -3664,7 +3664,6 @@
         "ENSMUSG00000063060",
         "ENSMUSG00000063065",
         "ENSMUSG00000063077",
-        "ENSMUSG00000063108",
         "ENSMUSG00000063130",
         "ENSMUSG00000063146",
         "ENSMUSG00000063160",
@@ -3678,13 +3677,14 @@
         "ENSMUSG00000063531",
         "ENSMUSG00000063564",
         "ENSMUSG00000063651",
-        "ENSMUSG00000063663",
         "ENSMUSG00000063873",
-        "ENSMUSG00000063889",
+        "ENSMUSG00000063884",
         "ENSMUSG00000063904",
         "ENSMUSG00000063931",
+        "ENSMUSG00000063952",
         "ENSMUSG00000063972",
         "ENSMUSG00000064023",
+        "ENSMUSG00000064043",
         "ENSMUSG00000064127",
         "ENSMUSG00000064147",
         "ENSMUSG00000064201",
@@ -3718,10 +3718,8 @@
         "ENSMUSG00000066979",
         "ENSMUSG00000067001",
         "ENSMUSG00000067006",
-        "ENSMUSG00000067199",
         "ENSMUSG00000067219",
         "ENSMUSG00000067288",
-        "ENSMUSG00000067367",
         "ENSMUSG00000067369",
         "ENSMUSG00000067377",
         "ENSMUSG00000067594",
@@ -3730,12 +3728,12 @@
         "ENSMUSG00000067847",
         "ENSMUSG00000067851",
         "ENSMUSG00000067931",
-        "ENSMUSG00000067942",
         "ENSMUSG00000068015",
         "ENSMUSG00000068101",
         "ENSMUSG00000068220",
         "ENSMUSG00000068523",
         "ENSMUSG00000068566",
+        "ENSMUSG00000068617",
         "ENSMUSG00000068663",
         "ENSMUSG00000068735",
         "ENSMUSG00000068740",
@@ -3757,14 +3755,13 @@
         "ENSMUSG00000069769",
         "ENSMUSG00000069808",
         "ENSMUSG00000069833",
-        "ENSMUSG00000069895",
         "ENSMUSG00000070000",
         "ENSMUSG00000070031",
-        "ENSMUSG00000070047",
         "ENSMUSG00000070056",
         "ENSMUSG00000070284",
         "ENSMUSG00000070305",
         "ENSMUSG00000070348",
+        "ENSMUSG00000070372",
         "ENSMUSG00000070407",
         "ENSMUSG00000070426",
         "ENSMUSG00000070436",
@@ -3780,12 +3777,10 @@
         "ENSMUSG00000071176",
         "ENSMUSG00000071226",
         "ENSMUSG00000071253",
-        "ENSMUSG00000071337",
         "ENSMUSG00000071341",
         "ENSMUSG00000071369",
         "ENSMUSG00000071379",
         "ENSMUSG00000071454",
-        "ENSMUSG00000071477",
         "ENSMUSG00000071506",
         "ENSMUSG00000071537",
         "ENSMUSG00000071547",
@@ -3819,8 +3814,8 @@
         "ENSMUSG00000073602",
         "ENSMUSG00000073639",
         "ENSMUSG00000073643",
-        "ENSMUSG00000073676",
         "ENSMUSG00000073678",
+        "ENSMUSG00000073700",
         "ENSMUSG00000073755",
         "ENSMUSG00000073771",
         "ENSMUSG00000073802",
@@ -3846,6 +3841,7 @@
         "ENSMUSG00000074622",
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