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
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+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

@@ -1,58 +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: spleen'
----
-
-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/e80d4e1c-672f-496a-8f32-37eab34f727d.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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| B cell | 293 | 1.00 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |
-| CD4-positive, alpha-beta T cell | 42 | 0.94 | 0.95 | 0.98 | 0.66 | 0.00 | 0.81 | 0.98 | 0.95 | 0.99 |
-| CD8-positive, alpha-beta T cell | 24 | 0.93 | 0.92 | 0.94 | 0.42 | 0.00 | 0.77 | 0.92 | 0.91 | 0.94 |
-| proerythroblast | 13 | 0.96 | 0.82 | 0.92 | 0.78 | 0.00 | 0.88 | 1.00 | 0.89 | 1.00 |
-| natural killer cell | 11 | 0.90 | 0.91 | 0.95 | 0.27 | 0.00 | 0.95 | 0.95 | 0.96 | 0.95 |
-| granulocyte | 1 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.67 | 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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| B cell | 2558 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| CD4-positive, alpha-beta T cell | 372 | 0.94 | 0.95 | 0.96 | 0.70 | 0.00 | 0.89 | 1.00 | 1.00 | 0.99 |
-| CD8-positive, alpha-beta T cell | 330 | 0.93 | 0.94 | 0.96 | 0.68 | 0.00 | 0.89 | 1.00 | 1.00 | 0.99 |
-| proerythroblast | 94 | 0.91 | 0.87 | 0.96 | 0.76 | 0.00 | 0.94 | 0.98 | 0.93 | 0.99 |
-| natural killer cell | 76 | 0.97 | 0.98 | 1.00 | 0.24 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |
-| granulocyte | 20 | 0.98 | 0.98 | 0.93 | 0.60 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-
-</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| B cell | 293 | 1.00 | 0.99 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| CD4-positive, alpha-beta T cell | 42 | 0.94 | 0.95 | 0.98 | 0.66 | 0.00 | 0.81 | 0.98 | 0.95 | 0.99 |\n| CD8-positive, alpha-beta T cell | 24 | 0.93 | 0.92 | 0.94 | 0.42 | 0.00 | 0.77 | 0.92 | 0.91 | 0.94 |\n| proerythroblast | 13 | 0.96 | 0.82 | 0.92 | 0.78 | 0.00 | 0.88 | 1.00 | 0.89 | 1.00 |\n| natural killer cell | 11 | 0.90 | 0.91 | 0.95 | 0.27 | 0.00 | 0.95 | 0.95 | 0.96 | 0.95 |\n| granulocyte | 1 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.67 | 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| B cell | 2558 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 372 | 0.94 | 0.95 | 0.96 | 0.70 | 0.00 | 0.89 | 1.00 | 1.00 | 0.99 |\n| CD8-positive, alpha-beta T cell | 330 | 0.93 | 0.94 | 0.96 | 0.68 | 0.00 | 0.89 | 1.00 | 1.00 | 0.99 |\n| proerythroblast | 94 | 0.91 | 0.87 | 0.96 | 0.76 | 0.00 | 0.94 | 0.98 | 0.93 | 0.99 |\n| natural killer cell | 76 | 0.97 | 0.98 | 1.00 | 0.24 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| granulocyte | 20 | 0.98 | 0.98 | 0.93 | 0.60 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 280 | 0.99 | 0.99 | 0.99 | 1.00 | 0.00 | 1.00 | 1.00 | 0.99 | 1.00 |\n| CD4-positive, alpha-beta T cell | 46 | 0.96 | 0.98 | 0.99 | 0.77 | 0.00 | 0.80 | 0.97 | 0.97 | 0.97 |\n| CD8-positive, alpha-beta T cell | 34 | 0.94 | 0.99 | 1.00 | 0.66 | 0.00 | 0.66 | 0.95 | 0.95 | 0.95 |\n| proerythroblast | 9 | 0.80 | 0.71 | 0.71 | 0.94 | 0.00 | 0.84 | 1.00 | 0.86 | 0.94 |\n| natural killer cell | 13 | 1.00 | 1.00 | 1.00 | 0.96 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| granulocyte | 2 | 1.00 | 1.00 | 0.80 | 1.00 | 0.00 | 0.80 | 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| B cell | 2571 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 368 | 0.93 | 0.96 | 0.95 | 0.82 | 0.00 | 0.90 | 1.00 | 1.00 | 0.98 |\n| CD8-positive, alpha-beta T cell | 320 | 0.92 | 0.95 | 0.94 | 0.78 | 0.00 | 0.88 | 1.00 | 1.00 | 0.98 |\n| proerythroblast | 98 | 0.95 | 0.92 | 0.95 | 0.94 | 0.00 | 0.86 | 0.98 | 0.94 | 0.98 |\n| natural killer cell | 74 | 0.97 | 0.98 | 0.99 | 0.91 | 0.00 | 0.97 | 1.00 | 1.00 | 0.99 |\n| granulocyte | 19 | 0.97 | 0.97 | 0.95 | 0.90 | 0.00 | 1.00 | 1.00 | 1.00 | 0.97 |"
 }

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/e80d4e1c-672f-496a-8f32-37eab34f727d.cxg/"
-}

minified_ref_adata.h5ad

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preprocessing.json

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 {
     "gene_names": [
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-        "ENSMUSG00000006782",
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         "ENSMUSG00000018882",
@@ -580,6 +575,7 @@
         "ENSMUSG00000018965",
         "ENSMUSG00000018974",
         "ENSMUSG00000018983",
+        "ENSMUSG00000018999",
         "ENSMUSG00000019039",
         "ENSMUSG00000019082",
         "ENSMUSG00000019087",
@@ -597,13 +593,16 @@
         "ENSMUSG00000019432",
         "ENSMUSG00000019433",
         "ENSMUSG00000019494",
+        "ENSMUSG00000019528",
         "ENSMUSG00000019539",
         "ENSMUSG00000019564",
         "ENSMUSG00000019578",
         "ENSMUSG00000019579",
         "ENSMUSG00000019699",
+        "ENSMUSG00000019726",
         "ENSMUSG00000019731",
         "ENSMUSG00000019777",
+        "ENSMUSG00000019790",
         "ENSMUSG00000019794",
         "ENSMUSG00000019795",
         "ENSMUSG00000019797",
@@ -629,6 +628,7 @@
         "ENSMUSG00000019943",
         "ENSMUSG00000019947",
         "ENSMUSG00000019948",
+        "ENSMUSG00000019951",
         "ENSMUSG00000019960",
         "ENSMUSG00000019970",
         "ENSMUSG00000019988",
@@ -640,13 +640,11 @@
         "ENSMUSG00000020029",
         "ENSMUSG00000020038",
         "ENSMUSG00000020048",
-        "ENSMUSG00000020070",
         "ENSMUSG00000020089",
         "ENSMUSG00000020097",
         "ENSMUSG00000020100",
         "ENSMUSG00000020101",
         "ENSMUSG00000020108",
-        "ENSMUSG00000020109",
         "ENSMUSG00000020111",
         "ENSMUSG00000020116",
         "ENSMUSG00000020120",
@@ -659,6 +657,7 @@
         "ENSMUSG00000020196",
         "ENSMUSG00000020198",
         "ENSMUSG00000020225",
+        "ENSMUSG00000020227",
         "ENSMUSG00000020228",
         "ENSMUSG00000020230",
         "ENSMUSG00000020235",
@@ -667,9 +666,9 @@
         "ENSMUSG00000020248",
         "ENSMUSG00000020250",
         "ENSMUSG00000020253",
-        "ENSMUSG00000020255",
         "ENSMUSG00000020260",
         "ENSMUSG00000020265",
+        "ENSMUSG00000020271",
         "ENSMUSG00000020277",
         "ENSMUSG00000020279",
         "ENSMUSG00000020280",
@@ -686,9 +685,7 @@
         "ENSMUSG00000020340",
         "ENSMUSG00000020358",
         "ENSMUSG00000020359",
-        "ENSMUSG00000020361",
         "ENSMUSG00000020366",
-        "ENSMUSG00000020372",
         "ENSMUSG00000020380",
         "ENSMUSG00000020385",
         "ENSMUSG00000020386",
@@ -702,13 +699,13 @@
         "ENSMUSG00000020444",
         "ENSMUSG00000020448",
         "ENSMUSG00000020451",
+        "ENSMUSG00000020453",
         "ENSMUSG00000020455",
         "ENSMUSG00000020457",
         "ENSMUSG00000020458",
         "ENSMUSG00000020462",
         "ENSMUSG00000020464",
         "ENSMUSG00000020471",
-        "ENSMUSG00000020474",
         "ENSMUSG00000020476",
         "ENSMUSG00000020483",
         "ENSMUSG00000020496",
@@ -723,8 +720,8 @@
         "ENSMUSG00000020536",
         "ENSMUSG00000020537",
         "ENSMUSG00000020538",
+        "ENSMUSG00000020544",
         "ENSMUSG00000020564",
-        "ENSMUSG00000020572",
         "ENSMUSG00000020576",
         "ENSMUSG00000020585",
         "ENSMUSG00000020589",
@@ -743,8 +740,8 @@
         "ENSMUSG00000020687",
         "ENSMUSG00000020689",
         "ENSMUSG00000020691",
+        "ENSMUSG00000020692",
         "ENSMUSG00000020694",
-        "ENSMUSG00000020696",
         "ENSMUSG00000020700",
         "ENSMUSG00000020706",
         "ENSMUSG00000020708",
@@ -752,7 +749,6 @@
         "ENSMUSG00000020720",
         "ENSMUSG00000020721",
         "ENSMUSG00000020733",
-        "ENSMUSG00000020737",
         "ENSMUSG00000020739",
         "ENSMUSG00000020740",
         "ENSMUSG00000020743",
@@ -763,7 +759,6 @@
         "ENSMUSG00000020766",
         "ENSMUSG00000020770",
         "ENSMUSG00000020775",
-        "ENSMUSG00000020777",
         "ENSMUSG00000020792",
         "ENSMUSG00000020806",
         "ENSMUSG00000020817",
@@ -774,7 +769,6 @@
         "ENSMUSG00000020843",
         "ENSMUSG00000020844",
         "ENSMUSG00000020846",
-        "ENSMUSG00000020849",
         "ENSMUSG00000020864",
         "ENSMUSG00000020873",
         "ENSMUSG00000020876",
@@ -784,7 +778,6 @@
         "ENSMUSG00000020910",
         "ENSMUSG00000020911",
         "ENSMUSG00000020917",
-        "ENSMUSG00000020923",
         "ENSMUSG00000020935",
         "ENSMUSG00000020946",
         "ENSMUSG00000020955",
@@ -815,6 +808,7 @@
         "ENSMUSG00000021115",
         "ENSMUSG00000021116",
         "ENSMUSG00000021133",
+        "ENSMUSG00000021140",
         "ENSMUSG00000021147",
         "ENSMUSG00000021149",
         "ENSMUSG00000021156",
@@ -846,7 +840,6 @@
         "ENSMUSG00000021374",
         "ENSMUSG00000021384",
         "ENSMUSG00000021400",
-        "ENSMUSG00000021408",
         "ENSMUSG00000021411",
         "ENSMUSG00000021417",
         "ENSMUSG00000021420",
@@ -865,11 +858,12 @@
         "ENSMUSG00000021494",
         "ENSMUSG00000021495",
         "ENSMUSG00000021497",
-        "ENSMUSG00000021501",
         "ENSMUSG00000021504",
         "ENSMUSG00000021518",
+        "ENSMUSG00000021519",
         "ENSMUSG00000021540",
         "ENSMUSG00000021549",
+        "ENSMUSG00000021550",
         "ENSMUSG00000021555",
         "ENSMUSG00000021556",
         "ENSMUSG00000021557",
@@ -884,19 +878,16 @@
         "ENSMUSG00000021615",
         "ENSMUSG00000021619",
         "ENSMUSG00000021621",
-        "ENSMUSG00000021624",
         "ENSMUSG00000021635",
         "ENSMUSG00000021639",
         "ENSMUSG00000021645",
-        "ENSMUSG00000021661",
         "ENSMUSG00000021669",
         "ENSMUSG00000021681",
         "ENSMUSG00000021686",
         "ENSMUSG00000021690",
         "ENSMUSG00000021692",
-        "ENSMUSG00000021693",
         "ENSMUSG00000021701",
-        "ENSMUSG00000021716",
+        "ENSMUSG00000021725",
         "ENSMUSG00000021728",
         "ENSMUSG00000021731",
         "ENSMUSG00000021737",
@@ -915,6 +906,7 @@
         "ENSMUSG00000021843",
         "ENSMUSG00000021868",
         "ENSMUSG00000021876",
+        "ENSMUSG00000021877",
         "ENSMUSG00000021886",
         "ENSMUSG00000021891",
         "ENSMUSG00000021892",
@@ -926,6 +918,7 @@
         "ENSMUSG00000021939",
         "ENSMUSG00000021947",
         "ENSMUSG00000021951",
+        "ENSMUSG00000021952",
         "ENSMUSG00000021957",
         "ENSMUSG00000021958",
         "ENSMUSG00000021975",
@@ -952,14 +945,17 @@
         "ENSMUSG00000022095",
         "ENSMUSG00000022100",
         "ENSMUSG00000022102",
+        "ENSMUSG00000022105",
         "ENSMUSG00000022106",
         "ENSMUSG00000022108",
         "ENSMUSG00000022109",
         "ENSMUSG00000022114",
         "ENSMUSG00000022124",
+        "ENSMUSG00000022130",
         "ENSMUSG00000022131",
         "ENSMUSG00000022136",
         "ENSMUSG00000022142",
+        "ENSMUSG00000022148",
         "ENSMUSG00000022151",
         "ENSMUSG00000022159",
         "ENSMUSG00000022175",
@@ -973,6 +969,7 @@
         "ENSMUSG00000022221",
         "ENSMUSG00000022223",
         "ENSMUSG00000022234",
+        "ENSMUSG00000022241",
         "ENSMUSG00000022247",
         "ENSMUSG00000022248",
         "ENSMUSG00000022255",
@@ -988,9 +985,8 @@
         "ENSMUSG00000022351",
         "ENSMUSG00000022354",
         "ENSMUSG00000022358",
-        "ENSMUSG00000022360",
+        "ENSMUSG00000022359",
         "ENSMUSG00000022394",
-        "ENSMUSG00000022403",
         "ENSMUSG00000022404",
         "ENSMUSG00000022416",
         "ENSMUSG00000022420",
@@ -1006,12 +1002,10 @@
         "ENSMUSG00000022476",
         "ENSMUSG00000022500",
         "ENSMUSG00000022503",
-        "ENSMUSG00000022504",
         "ENSMUSG00000022507",
         "ENSMUSG00000022515",
         "ENSMUSG00000022516",
         "ENSMUSG00000022521",
-        "ENSMUSG00000022528",
         "ENSMUSG00000022538",
         "ENSMUSG00000022540",
         "ENSMUSG00000022544",
@@ -1028,9 +1022,11 @@
         "ENSMUSG00000022565",
         "ENSMUSG00000022568",
         "ENSMUSG00000022570",
+        "ENSMUSG00000022571",
         "ENSMUSG00000022575",
         "ENSMUSG00000022584",
         "ENSMUSG00000022587",
+        "ENSMUSG00000022604",
         "ENSMUSG00000022610",
         "ENSMUSG00000022614",
         "ENSMUSG00000022620",
@@ -1041,10 +1037,10 @@
         "ENSMUSG00000022657",
         "ENSMUSG00000022661",
         "ENSMUSG00000022665",
+        "ENSMUSG00000022668",
         "ENSMUSG00000022673",
         "ENSMUSG00000022677",
         "ENSMUSG00000022678",
-        "ENSMUSG00000022685",
         "ENSMUSG00000022702",
         "ENSMUSG00000022708",
         "ENSMUSG00000022711",
@@ -1056,20 +1052,20 @@
         "ENSMUSG00000022747",
         "ENSMUSG00000022751",
         "ENSMUSG00000022757",
+        "ENSMUSG00000022761",
         "ENSMUSG00000022769",
         "ENSMUSG00000022771",
-        "ENSMUSG00000022774",
+        "ENSMUSG00000022772",
         "ENSMUSG00000022779",
         "ENSMUSG00000022787",
         "ENSMUSG00000022789",
         "ENSMUSG00000022791",
         "ENSMUSG00000022792",
         "ENSMUSG00000022797",
-        "ENSMUSG00000022801",
+        "ENSMUSG00000022808",
         "ENSMUSG00000022814",
         "ENSMUSG00000022816",
         "ENSMUSG00000022822",
-        "ENSMUSG00000022828",
         "ENSMUSG00000022848",
         "ENSMUSG00000022849",
         "ENSMUSG00000022864",
@@ -1084,10 +1080,8 @@
         "ENSMUSG00000022946",
         "ENSMUSG00000022951",
         "ENSMUSG00000022952",
-        "ENSMUSG00000022960",
         "ENSMUSG00000022964",
         "ENSMUSG00000022967",
-        "ENSMUSG00000022971",
         "ENSMUSG00000022972",
         "ENSMUSG00000022973",
         "ENSMUSG00000022978",
@@ -1109,11 +1103,9 @@
         "ENSMUSG00000023088",
         "ENSMUSG00000023104",
         "ENSMUSG00000023143",
-        "ENSMUSG00000023147",
         "ENSMUSG00000023156",
         "ENSMUSG00000023170",
         "ENSMUSG00000023175",
-        "ENSMUSG00000023249",
         "ENSMUSG00000023262",
         "ENSMUSG00000023272",
         "ENSMUSG00000023274",
@@ -1140,12 +1132,12 @@
         "ENSMUSG00000023942",
         "ENSMUSG00000023944",
         "ENSMUSG00000023947",
-        "ENSMUSG00000023952",
         "ENSMUSG00000023967",
         "ENSMUSG00000023971",
         "ENSMUSG00000023977",
         "ENSMUSG00000023980",
         "ENSMUSG00000023988",
+        "ENSMUSG00000023990",
         "ENSMUSG00000023994",
         "ENSMUSG00000024006",
         "ENSMUSG00000024007",
@@ -1154,7 +1146,6 @@
         "ENSMUSG00000024013",
         "ENSMUSG00000024018",
         "ENSMUSG00000024019",
-        "ENSMUSG00000024036",
         "ENSMUSG00000024037",
         "ENSMUSG00000024042",
         "ENSMUSG00000024045",
@@ -1169,6 +1160,7 @@
         "ENSMUSG00000024083",
         "ENSMUSG00000024097",
         "ENSMUSG00000024104",
+        "ENSMUSG00000024120",
         "ENSMUSG00000024122",
         "ENSMUSG00000024130",
         "ENSMUSG00000024132",
@@ -1192,7 +1184,6 @@
         "ENSMUSG00000024231",
         "ENSMUSG00000024236",
         "ENSMUSG00000024238",
-        "ENSMUSG00000024258",
         "ENSMUSG00000024269",
         "ENSMUSG00000024270",
         "ENSMUSG00000024273",
@@ -1224,7 +1215,9 @@
         "ENSMUSG00000024457",
         "ENSMUSG00000024477",
         "ENSMUSG00000024483",
+        "ENSMUSG00000024486",
         "ENSMUSG00000024487",
+        "ENSMUSG00000024493",
         "ENSMUSG00000024498",
         "ENSMUSG00000024513",
         "ENSMUSG00000024515",
@@ -1239,12 +1232,12 @@
         "ENSMUSG00000024570",
         "ENSMUSG00000024580",
         "ENSMUSG00000024583",
+        "ENSMUSG00000024587",
         "ENSMUSG00000024588",
         "ENSMUSG00000024592",
         "ENSMUSG00000024594",
         "ENSMUSG00000024601",
         "ENSMUSG00000024610",
-        "ENSMUSG00000024614",
         "ENSMUSG00000024621",
         "ENSMUSG00000024622",
         "ENSMUSG00000024639",
@@ -1256,6 +1249,7 @@
         "ENSMUSG00000024659",
         "ENSMUSG00000024661",
         "ENSMUSG00000024666",
+        "ENSMUSG00000024668",
         "ENSMUSG00000024669",
         "ENSMUSG00000024670",
         "ENSMUSG00000024673",
@@ -1265,8 +1259,9 @@
         "ENSMUSG00000024725",
         "ENSMUSG00000024726",
         "ENSMUSG00000024732",
-        "ENSMUSG00000024740",
+        "ENSMUSG00000024737",
         "ENSMUSG00000024742",
+        "ENSMUSG00000024750",
         "ENSMUSG00000024758",
         "ENSMUSG00000024764",
         "ENSMUSG00000024767",
@@ -1283,16 +1278,16 @@
         "ENSMUSG00000024800",
         "ENSMUSG00000024805",
         "ENSMUSG00000024807",
+        "ENSMUSG00000024811",
         "ENSMUSG00000024818",
         "ENSMUSG00000024824",
-        "ENSMUSG00000024826",
         "ENSMUSG00000024830",
         "ENSMUSG00000024831",
         "ENSMUSG00000024833",
         "ENSMUSG00000024835",
-        "ENSMUSG00000024851",
         "ENSMUSG00000024853",
         "ENSMUSG00000024875",
+        "ENSMUSG00000024878",
         "ENSMUSG00000024885",
         "ENSMUSG00000024889",
         "ENSMUSG00000024896",
@@ -1316,15 +1311,18 @@
         "ENSMUSG00000024981",
         "ENSMUSG00000024982",
         "ENSMUSG00000024983",
+        "ENSMUSG00000024991",
         "ENSMUSG00000024993",
         "ENSMUSG00000024997",
         "ENSMUSG00000024999",
         "ENSMUSG00000025007",
+        "ENSMUSG00000025025",
         "ENSMUSG00000025027",
         "ENSMUSG00000025035",
         "ENSMUSG00000025041",
         "ENSMUSG00000025047",
         "ENSMUSG00000025049",
+        "ENSMUSG00000025050",
         "ENSMUSG00000025060",
         "ENSMUSG00000025068",
         "ENSMUSG00000025076",
@@ -1343,6 +1341,7 @@
         "ENSMUSG00000025155",
         "ENSMUSG00000025156",
         "ENSMUSG00000025157",
+        "ENSMUSG00000025158",
         "ENSMUSG00000025162",
         "ENSMUSG00000025163",
         "ENSMUSG00000025169",
@@ -1378,15 +1377,18 @@
         "ENSMUSG00000025372",
         "ENSMUSG00000025373",
         "ENSMUSG00000025381",
+        "ENSMUSG00000025393",
         "ENSMUSG00000025395",
         "ENSMUSG00000025402",
         "ENSMUSG00000025403",
         "ENSMUSG00000025404",
+        "ENSMUSG00000025408",
         "ENSMUSG00000025409",
         "ENSMUSG00000025410",
         "ENSMUSG00000025413",
         "ENSMUSG00000025417",
         "ENSMUSG00000025421",
+        "ENSMUSG00000025428",
         "ENSMUSG00000025437",
         "ENSMUSG00000025439",
         "ENSMUSG00000025465",
@@ -1409,6 +1411,7 @@
         "ENSMUSG00000025532",
         "ENSMUSG00000025533",
         "ENSMUSG00000025534",
+        "ENSMUSG00000025574",
         "ENSMUSG00000025579",
         "ENSMUSG00000025583",
         "ENSMUSG00000025591",
@@ -1426,9 +1429,11 @@
         "ENSMUSG00000025742",
         "ENSMUSG00000025747",
         "ENSMUSG00000025762",
+        "ENSMUSG00000025781",
         "ENSMUSG00000025786",
         "ENSMUSG00000025790",
         "ENSMUSG00000025791",
+        "ENSMUSG00000025793",
         "ENSMUSG00000025810",
         "ENSMUSG00000025817",
         "ENSMUSG00000025858",
@@ -1437,7 +1442,6 @@
         "ENSMUSG00000025872",
         "ENSMUSG00000025888",
         "ENSMUSG00000025917",
-        "ENSMUSG00000025949",
         "ENSMUSG00000025950",
         "ENSMUSG00000025958",
         "ENSMUSG00000025959",
@@ -1467,9 +1471,7 @@
         "ENSMUSG00000026097",
         "ENSMUSG00000026102",
         "ENSMUSG00000026104",
-        "ENSMUSG00000026107",
         "ENSMUSG00000026110",
-        "ENSMUSG00000026111",
         "ENSMUSG00000026112",
         "ENSMUSG00000026116",
         "ENSMUSG00000026117",
@@ -1512,7 +1514,6 @@
         "ENSMUSG00000026360",
         "ENSMUSG00000026365",
         "ENSMUSG00000026411",
-        "ENSMUSG00000026417",
         "ENSMUSG00000026421",
         "ENSMUSG00000026427",
         "ENSMUSG00000026433",
@@ -1524,6 +1525,7 @@
         "ENSMUSG00000026480",
         "ENSMUSG00000026489",
         "ENSMUSG00000026492",
+        "ENSMUSG00000026495",
         "ENSMUSG00000026504",
         "ENSMUSG00000026509",
         "ENSMUSG00000026519",
@@ -1549,7 +1551,6 @@
         "ENSMUSG00000026688",
         "ENSMUSG00000026698",
         "ENSMUSG00000026701",
-        "ENSMUSG00000026707",
         "ENSMUSG00000026727",
         "ENSMUSG00000026728",
         "ENSMUSG00000026737",
@@ -1568,6 +1569,7 @@
         "ENSMUSG00000026822",
         "ENSMUSG00000026842",
         "ENSMUSG00000026849",
+        "ENSMUSG00000026853",
         "ENSMUSG00000026856",
         "ENSMUSG00000026857",
         "ENSMUSG00000026860",
@@ -1593,8 +1595,8 @@
         "ENSMUSG00000026972",
         "ENSMUSG00000026974",
         "ENSMUSG00000026975",
+        "ENSMUSG00000026979",
         "ENSMUSG00000026980",
-        "ENSMUSG00000026987",
         "ENSMUSG00000027006",
         "ENSMUSG00000027007",
         "ENSMUSG00000027009",
@@ -1605,7 +1607,7 @@
         "ENSMUSG00000027074",
         "ENSMUSG00000027078",
         "ENSMUSG00000027099",
-        "ENSMUSG00000027108",
+        "ENSMUSG00000027111",
         "ENSMUSG00000027122",
         "ENSMUSG00000027132",
         "ENSMUSG00000027134",
@@ -1615,6 +1617,7 @@
         "ENSMUSG00000027180",
         "ENSMUSG00000027185",
         "ENSMUSG00000027189",
+        "ENSMUSG00000027193",
         "ENSMUSG00000027195",
         "ENSMUSG00000027203",
         "ENSMUSG00000027207",
@@ -1633,7 +1636,8 @@
         "ENSMUSG00000027291",
         "ENSMUSG00000027293",
         "ENSMUSG00000027305",
-        "ENSMUSG00000027309",
+        "ENSMUSG00000027324",
+        "ENSMUSG00000027327",
         "ENSMUSG00000027330",
         "ENSMUSG00000027332",
         "ENSMUSG00000027341",
@@ -1652,7 +1656,6 @@
         "ENSMUSG00000027455",
         "ENSMUSG00000027472",
         "ENSMUSG00000027475",
-        "ENSMUSG00000027487",
         "ENSMUSG00000027495",
         "ENSMUSG00000027498",
         "ENSMUSG00000027502",
@@ -1689,14 +1692,11 @@
         "ENSMUSG00000027710",
         "ENSMUSG00000027712",
         "ENSMUSG00000027714",
-        "ENSMUSG00000027739",
-        "ENSMUSG00000027742",
         "ENSMUSG00000027746",
         "ENSMUSG00000027774",
         "ENSMUSG00000027776",
         "ENSMUSG00000027787",
         "ENSMUSG00000027806",
-        "ENSMUSG00000027810",
         "ENSMUSG00000027828",
         "ENSMUSG00000027829",
         "ENSMUSG00000027834",
@@ -1718,10 +1718,11 @@
         "ENSMUSG00000027998",
         "ENSMUSG00000027999",
         "ENSMUSG00000028010",
-        "ENSMUSG00000028013",
         "ENSMUSG00000028016",
+        "ENSMUSG00000028034",
         "ENSMUSG00000028042",
         "ENSMUSG00000028044",
+        "ENSMUSG00000028048",
         "ENSMUSG00000028057",
         "ENSMUSG00000028063",
         "ENSMUSG00000028064",
@@ -1745,7 +1746,6 @@
         "ENSMUSG00000028134",
         "ENSMUSG00000028138",
         "ENSMUSG00000028163",
-        "ENSMUSG00000028164",
         "ENSMUSG00000028173",
         "ENSMUSG00000028223",
         "ENSMUSG00000028229",
@@ -1770,6 +1770,8 @@
         "ENSMUSG00000028333",
         "ENSMUSG00000028334",
         "ENSMUSG00000028337",
+        "ENSMUSG00000028344",
+        "ENSMUSG00000028385",
         "ENSMUSG00000028393",
         "ENSMUSG00000028403",
         "ENSMUSG00000028409",
@@ -1782,7 +1784,6 @@
         "ENSMUSG00000028436",
         "ENSMUSG00000028437",
         "ENSMUSG00000028455",
-        "ENSMUSG00000028458",
         "ENSMUSG00000028459",
         "ENSMUSG00000028460",
         "ENSMUSG00000028465",
@@ -1790,14 +1791,12 @@
         "ENSMUSG00000028467",
         "ENSMUSG00000028468",
         "ENSMUSG00000028479",
-        "ENSMUSG00000028484",
         "ENSMUSG00000028494",
         "ENSMUSG00000028496",
         "ENSMUSG00000028514",
         "ENSMUSG00000028517",
         "ENSMUSG00000028545",
         "ENSMUSG00000028549",
-        "ENSMUSG00000028551",
         "ENSMUSG00000028557",
         "ENSMUSG00000028560",
         "ENSMUSG00000028565",
@@ -1825,7 +1824,7 @@
         "ENSMUSG00000028688",
         "ENSMUSG00000028691",
         "ENSMUSG00000028692",
-        "ENSMUSG00000028693",
+        "ENSMUSG00000028703",
         "ENSMUSG00000028706",
         "ENSMUSG00000028708",
         "ENSMUSG00000028709",
@@ -1842,6 +1841,7 @@
         "ENSMUSG00000028795",
         "ENSMUSG00000028797",
         "ENSMUSG00000028798",
+        "ENSMUSG00000028811",
         "ENSMUSG00000028822",
         "ENSMUSG00000028826",
         "ENSMUSG00000028832",
@@ -1879,13 +1879,11 @@
         "ENSMUSG00000028944",
         "ENSMUSG00000028948",
         "ENSMUSG00000028953",
-        "ENSMUSG00000028954",
         "ENSMUSG00000028957",
         "ENSMUSG00000028958",
         "ENSMUSG00000028959",
         "ENSMUSG00000028960",
         "ENSMUSG00000028961",
-        "ENSMUSG00000028962",
         "ENSMUSG00000028967",
         "ENSMUSG00000028969",
         "ENSMUSG00000028973",
@@ -1922,12 +1920,14 @@
         "ENSMUSG00000029145",
         "ENSMUSG00000029146",
         "ENSMUSG00000029147",
-        "ENSMUSG00000029148",
+        "ENSMUSG00000029152",
         "ENSMUSG00000029162",
         "ENSMUSG00000029171",
         "ENSMUSG00000029177",
         "ENSMUSG00000029178",
+        "ENSMUSG00000029190",
         "ENSMUSG00000029191",
+        "ENSMUSG00000029192",
         "ENSMUSG00000029198",
         "ENSMUSG00000029199",
         "ENSMUSG00000029201",
@@ -1950,13 +1950,13 @@
         "ENSMUSG00000029345",
         "ENSMUSG00000029346",
         "ENSMUSG00000029364",
-        "ENSMUSG00000029380",
         "ENSMUSG00000029388",
         "ENSMUSG00000029389",
         "ENSMUSG00000029397",
         "ENSMUSG00000029401",
         "ENSMUSG00000029404",
         "ENSMUSG00000029405",
+        "ENSMUSG00000029406",
         "ENSMUSG00000029413",
         "ENSMUSG00000029415",
         "ENSMUSG00000029416",
@@ -1967,6 +1967,7 @@
         "ENSMUSG00000029438",
         "ENSMUSG00000029439",
         "ENSMUSG00000029440",
+        "ENSMUSG00000029446",
         "ENSMUSG00000029449",
         "ENSMUSG00000029454",
         "ENSMUSG00000029455",
@@ -1982,7 +1983,6 @@
         "ENSMUSG00000029475",
         "ENSMUSG00000029478",
         "ENSMUSG00000029482",
-        "ENSMUSG00000029484",
         "ENSMUSG00000029486",
         "ENSMUSG00000029502",
         "ENSMUSG00000029505",
@@ -1995,8 +1995,6 @@
         "ENSMUSG00000029552",
         "ENSMUSG00000029554",
         "ENSMUSG00000029559",
-        "ENSMUSG00000029560",
-        "ENSMUSG00000029570",
         "ENSMUSG00000029577",
         "ENSMUSG00000029578",
         "ENSMUSG00000029580",
@@ -2008,6 +2006,7 @@
         "ENSMUSG00000029616",
         "ENSMUSG00000029621",
         "ENSMUSG00000029622",
+        "ENSMUSG00000029624",
         "ENSMUSG00000029625",
         "ENSMUSG00000029627",
         "ENSMUSG00000029634",
@@ -2017,6 +2016,7 @@
         "ENSMUSG00000029670",
         "ENSMUSG00000029672",
         "ENSMUSG00000029674",
+        "ENSMUSG00000029676",
         "ENSMUSG00000029681",
         "ENSMUSG00000029684",
         "ENSMUSG00000029687",
@@ -2030,13 +2030,13 @@
         "ENSMUSG00000029763",
         "ENSMUSG00000029767",
         "ENSMUSG00000029771",
+        "ENSMUSG00000029777",
         "ENSMUSG00000029780",
         "ENSMUSG00000029782",
         "ENSMUSG00000029798",
         "ENSMUSG00000029804",
         "ENSMUSG00000029810",
         "ENSMUSG00000029815",
-        "ENSMUSG00000029833",
         "ENSMUSG00000029860",
         "ENSMUSG00000029863",
         "ENSMUSG00000029910",
@@ -2059,7 +2059,6 @@
         "ENSMUSG00000030083",
         "ENSMUSG00000030094",
         "ENSMUSG00000030095",
-        "ENSMUSG00000030096",
         "ENSMUSG00000030103",
         "ENSMUSG00000030104",
         "ENSMUSG00000030107",
@@ -2079,13 +2078,11 @@
         "ENSMUSG00000030225",
         "ENSMUSG00000030243",
         "ENSMUSG00000030246",
-        "ENSMUSG00000030254",
         "ENSMUSG00000030263",
         "ENSMUSG00000030269",
         "ENSMUSG00000030279",
         "ENSMUSG00000030282",
         "ENSMUSG00000030286",
-        "ENSMUSG00000030301",
         "ENSMUSG00000030304",
         "ENSMUSG00000030314",
         "ENSMUSG00000030315",
@@ -2106,7 +2103,6 @@
         "ENSMUSG00000030447",
         "ENSMUSG00000030493",
         "ENSMUSG00000030512",
-        "ENSMUSG00000030527",
         "ENSMUSG00000030530",
         "ENSMUSG00000030538",
         "ENSMUSG00000030541",
@@ -2120,6 +2116,7 @@
         "ENSMUSG00000030603",
         "ENSMUSG00000030605",
         "ENSMUSG00000030609",
+        "ENSMUSG00000030610",
         "ENSMUSG00000030611",
         "ENSMUSG00000030612",
         "ENSMUSG00000030613",
@@ -2136,6 +2133,7 @@
         "ENSMUSG00000030685",
         "ENSMUSG00000030688",
         "ENSMUSG00000030689",
+        "ENSMUSG00000030695",
         "ENSMUSG00000030707",
         "ENSMUSG00000030714",
         "ENSMUSG00000030720",
@@ -2156,7 +2154,6 @@
         "ENSMUSG00000030824",
         "ENSMUSG00000030826",
         "ENSMUSG00000030830",
-        "ENSMUSG00000030835",
         "ENSMUSG00000030839",
         "ENSMUSG00000030842",
         "ENSMUSG00000030844",
@@ -2186,7 +2183,7 @@
         "ENSMUSG00000031065",
         "ENSMUSG00000031066",
         "ENSMUSG00000031068",
-        "ENSMUSG00000031101",
+        "ENSMUSG00000031072",
         "ENSMUSG00000031103",
         "ENSMUSG00000031107",
         "ENSMUSG00000031112",
@@ -2208,7 +2205,7 @@
         "ENSMUSG00000031342",
         "ENSMUSG00000031349",
         "ENSMUSG00000031353",
-        "ENSMUSG00000031367",
+        "ENSMUSG00000031365",
         "ENSMUSG00000031371",
         "ENSMUSG00000031387",
         "ENSMUSG00000031388",
@@ -2281,6 +2278,7 @@
         "ENSMUSG00000031816",
         "ENSMUSG00000031819",
         "ENSMUSG00000031820",
+        "ENSMUSG00000031822",
         "ENSMUSG00000031826",
         "ENSMUSG00000031827",
         "ENSMUSG00000031828",
@@ -2291,12 +2289,12 @@
         "ENSMUSG00000031838",
         "ENSMUSG00000031839",
         "ENSMUSG00000031851",
-        "ENSMUSG00000031858",
         "ENSMUSG00000031862",
         "ENSMUSG00000031864",
         "ENSMUSG00000031865",
         "ENSMUSG00000031880",
         "ENSMUSG00000031897",
+        "ENSMUSG00000031904",
         "ENSMUSG00000031913",
         "ENSMUSG00000031917",
         "ENSMUSG00000031922",
@@ -2307,6 +2305,7 @@
         "ENSMUSG00000031933",
         "ENSMUSG00000031938",
         "ENSMUSG00000031954",
+        "ENSMUSG00000031960",
         "ENSMUSG00000031974",
         "ENSMUSG00000031988",
         "ENSMUSG00000031993",
@@ -2317,6 +2316,7 @@
         "ENSMUSG00000032041",
         "ENSMUSG00000032046",
         "ENSMUSG00000032047",
+        "ENSMUSG00000032051",
         "ENSMUSG00000032059",
         "ENSMUSG00000032077",
         "ENSMUSG00000032078",
@@ -2328,7 +2328,6 @@
         "ENSMUSG00000032123",
         "ENSMUSG00000032126",
         "ENSMUSG00000032171",
-        "ENSMUSG00000032175",
         "ENSMUSG00000032178",
         "ENSMUSG00000032180",
         "ENSMUSG00000032182",
@@ -2339,12 +2338,12 @@
         "ENSMUSG00000032212",
         "ENSMUSG00000032216",
         "ENSMUSG00000032220",
+        "ENSMUSG00000032228",
         "ENSMUSG00000032231",
         "ENSMUSG00000032235",
         "ENSMUSG00000032244",
         "ENSMUSG00000032264",
         "ENSMUSG00000032279",
-        "ENSMUSG00000032288",
         "ENSMUSG00000032294",
         "ENSMUSG00000032298",
         "ENSMUSG00000032301",
@@ -2368,8 +2367,8 @@
         "ENSMUSG00000032397",
         "ENSMUSG00000032399",
         "ENSMUSG00000032402",
+        "ENSMUSG00000032409",
         "ENSMUSG00000032411",
-        "ENSMUSG00000032412",
         "ENSMUSG00000032413",
         "ENSMUSG00000032422",
         "ENSMUSG00000032423",
@@ -2381,7 +2380,6 @@
         "ENSMUSG00000032469",
         "ENSMUSG00000032475",
         "ENSMUSG00000032479",
-        "ENSMUSG00000032481",
         "ENSMUSG00000032484",
         "ENSMUSG00000032485",
         "ENSMUSG00000032497",
@@ -2395,7 +2393,6 @@
         "ENSMUSG00000032536",
         "ENSMUSG00000032553",
         "ENSMUSG00000032554",
-        "ENSMUSG00000032555",
         "ENSMUSG00000032557",
         "ENSMUSG00000032562",
         "ENSMUSG00000032565",
@@ -2404,6 +2401,7 @@
         "ENSMUSG00000032578",
         "ENSMUSG00000032583",
         "ENSMUSG00000032602",
+        "ENSMUSG00000032604",
         "ENSMUSG00000032615",
         "ENSMUSG00000032621",
         "ENSMUSG00000032633",
@@ -2422,8 +2420,10 @@
         "ENSMUSG00000032867",
         "ENSMUSG00000032869",
         "ENSMUSG00000032897",
+        "ENSMUSG00000032902",
         "ENSMUSG00000032908",
         "ENSMUSG00000032959",
+        "ENSMUSG00000032977",
         "ENSMUSG00000032998",
         "ENSMUSG00000033016",
         "ENSMUSG00000033021",
@@ -2433,7 +2433,6 @@
         "ENSMUSG00000033055",
         "ENSMUSG00000033059",
         "ENSMUSG00000033066",
-        "ENSMUSG00000033068",
         "ENSMUSG00000033075",
         "ENSMUSG00000033088",
         "ENSMUSG00000033096",
@@ -2474,7 +2473,6 @@
         "ENSMUSG00000033589",
         "ENSMUSG00000033628",
         "ENSMUSG00000033629",
-        "ENSMUSG00000033671",
         "ENSMUSG00000033684",
         "ENSMUSG00000033685",
         "ENSMUSG00000033701",
@@ -2486,7 +2484,6 @@
         "ENSMUSG00000033781",
         "ENSMUSG00000033790",
         "ENSMUSG00000033792",
-        "ENSMUSG00000033808",
         "ENSMUSG00000033809",
         "ENSMUSG00000033845",
         "ENSMUSG00000033862",
@@ -2606,6 +2603,7 @@
         "ENSMUSG00000035392",
         "ENSMUSG00000035399",
         "ENSMUSG00000035401",
+        "ENSMUSG00000035437",
         "ENSMUSG00000035439",
         "ENSMUSG00000035443",
         "ENSMUSG00000035478",
@@ -2613,7 +2611,9 @@
         "ENSMUSG00000035521",
         "ENSMUSG00000035557",
         "ENSMUSG00000035559",
+        "ENSMUSG00000035572",
         "ENSMUSG00000035575",
+        "ENSMUSG00000035585",
         "ENSMUSG00000035596",
         "ENSMUSG00000035614",
         "ENSMUSG00000035629",
@@ -2632,6 +2632,7 @@
         "ENSMUSG00000035772",
         "ENSMUSG00000035781",
         "ENSMUSG00000035783",
+        "ENSMUSG00000035790",
         "ENSMUSG00000035798",
         "ENSMUSG00000035824",
         "ENSMUSG00000035828",
@@ -2643,7 +2644,6 @@
         "ENSMUSG00000035901",
         "ENSMUSG00000035919",
         "ENSMUSG00000035933",
-        "ENSMUSG00000035941",
         "ENSMUSG00000035949",
         "ENSMUSG00000035960",
         "ENSMUSG00000036009",
@@ -2675,12 +2675,12 @@
         "ENSMUSG00000036352",
         "ENSMUSG00000036353",
         "ENSMUSG00000036371",
+        "ENSMUSG00000036390",
         "ENSMUSG00000036402",
         "ENSMUSG00000036427",
         "ENSMUSG00000036430",
         "ENSMUSG00000036432",
         "ENSMUSG00000036450",
-        "ENSMUSG00000036469",
         "ENSMUSG00000036526",
         "ENSMUSG00000036528",
         "ENSMUSG00000036533",
@@ -2700,6 +2700,7 @@
         "ENSMUSG00000036672",
         "ENSMUSG00000036678",
         "ENSMUSG00000036686",
+        "ENSMUSG00000036693",
         "ENSMUSG00000036733",
         "ENSMUSG00000036737",
         "ENSMUSG00000036748",
@@ -2711,8 +2712,6 @@
         "ENSMUSG00000036822",
         "ENSMUSG00000036826",
         "ENSMUSG00000036845",
-        "ENSMUSG00000036873",
-        "ENSMUSG00000036879",
         "ENSMUSG00000036880",
         "ENSMUSG00000036887",
         "ENSMUSG00000036893",
@@ -2735,6 +2734,7 @@
         "ENSMUSG00000037049",
         "ENSMUSG00000037070",
         "ENSMUSG00000037071",
+        "ENSMUSG00000037085",
         "ENSMUSG00000037103",
         "ENSMUSG00000037110",
         "ENSMUSG00000037111",
@@ -2747,7 +2747,8 @@
         "ENSMUSG00000037221",
         "ENSMUSG00000037235",
         "ENSMUSG00000037242",
-        "ENSMUSG00000037257",
+        "ENSMUSG00000037260",
+        "ENSMUSG00000037262",
         "ENSMUSG00000037266",
         "ENSMUSG00000037278",
         "ENSMUSG00000037287",
@@ -2761,7 +2762,7 @@
         "ENSMUSG00000037351",
         "ENSMUSG00000037353",
         "ENSMUSG00000037364",
-        "ENSMUSG00000037369",
+        "ENSMUSG00000037376",
         "ENSMUSG00000037405",
         "ENSMUSG00000037415",
         "ENSMUSG00000037419",
@@ -2770,13 +2771,13 @@
         "ENSMUSG00000037461",
         "ENSMUSG00000037465",
         "ENSMUSG00000037466",
-        "ENSMUSG00000037470",
         "ENSMUSG00000037503",
         "ENSMUSG00000037519",
         "ENSMUSG00000037523",
         "ENSMUSG00000037525",
         "ENSMUSG00000037536",
         "ENSMUSG00000037548",
+        "ENSMUSG00000037552",
         "ENSMUSG00000037553",
         "ENSMUSG00000037570",
         "ENSMUSG00000037580",
@@ -2798,9 +2799,11 @@
         "ENSMUSG00000037791",
         "ENSMUSG00000037815",
         "ENSMUSG00000037824",
+        "ENSMUSG00000037851",
         "ENSMUSG00000037852",
         "ENSMUSG00000037894",
         "ENSMUSG00000037896",
+        "ENSMUSG00000037902",
         "ENSMUSG00000037916",
         "ENSMUSG00000037933",
         "ENSMUSG00000037938",
@@ -2822,6 +2825,7 @@
         "ENSMUSG00000038055",
         "ENSMUSG00000038058",
         "ENSMUSG00000038069",
+        "ENSMUSG00000038084",
         "ENSMUSG00000038085",
         "ENSMUSG00000038102",
         "ENSMUSG00000038121",
@@ -2853,7 +2857,6 @@
         "ENSMUSG00000038301",
         "ENSMUSG00000038312",
         "ENSMUSG00000038335",
-        "ENSMUSG00000038344",
         "ENSMUSG00000038352",
         "ENSMUSG00000038369",
         "ENSMUSG00000038372",
@@ -2864,6 +2867,7 @@
         "ENSMUSG00000038416",
         "ENSMUSG00000038417",
         "ENSMUSG00000038418",
+        "ENSMUSG00000038425",
         "ENSMUSG00000038429",
         "ENSMUSG00000038459",
         "ENSMUSG00000038481",
@@ -2874,9 +2878,9 @@
         "ENSMUSG00000038510",
         "ENSMUSG00000038518",
         "ENSMUSG00000038520",
-        "ENSMUSG00000038525",
         "ENSMUSG00000038533",
         "ENSMUSG00000038542",
+        "ENSMUSG00000038546",
         "ENSMUSG00000038563",
         "ENSMUSG00000038582",
         "ENSMUSG00000038587",
@@ -2889,6 +2893,7 @@
         "ENSMUSG00000038650",
         "ENSMUSG00000038679",
         "ENSMUSG00000038683",
+        "ENSMUSG00000038695",
         "ENSMUSG00000038696",
         "ENSMUSG00000038697",
         "ENSMUSG00000038712",
@@ -2904,10 +2909,13 @@
         "ENSMUSG00000038902",
         "ENSMUSG00000038914",
         "ENSMUSG00000038957",
+        "ENSMUSG00000038967",
         "ENSMUSG00000038975",
         "ENSMUSG00000038990",
         "ENSMUSG00000039018",
+        "ENSMUSG00000039031",
         "ENSMUSG00000039041",
+        "ENSMUSG00000039047",
         "ENSMUSG00000039048",
         "ENSMUSG00000039050",
         "ENSMUSG00000039065",
@@ -2927,6 +2935,8 @@
         "ENSMUSG00000039201",
         "ENSMUSG00000039202",
         "ENSMUSG00000039205",
+        "ENSMUSG00000039206",
+        "ENSMUSG00000039210",
         "ENSMUSG00000039219",
         "ENSMUSG00000039230",
         "ENSMUSG00000039232",
@@ -2939,7 +2949,6 @@
         "ENSMUSG00000039316",
         "ENSMUSG00000039318",
         "ENSMUSG00000039354",
-        "ENSMUSG00000039356",
         "ENSMUSG00000039382",
         "ENSMUSG00000039384",
         "ENSMUSG00000039427",
@@ -2954,6 +2963,7 @@
         "ENSMUSG00000039477",
         "ENSMUSG00000039483",
         "ENSMUSG00000039501",
+        "ENSMUSG00000039509",
         "ENSMUSG00000039515",
         "ENSMUSG00000039531",
         "ENSMUSG00000039615",
@@ -2962,6 +2972,7 @@
         "ENSMUSG00000039637",
         "ENSMUSG00000039640",
         "ENSMUSG00000039660",
+        "ENSMUSG00000039678",
         "ENSMUSG00000039682",
         "ENSMUSG00000039686",
         "ENSMUSG00000039697",
@@ -2995,15 +3006,12 @@
         "ENSMUSG00000040006",
         "ENSMUSG00000040018",
         "ENSMUSG00000040021",
-        "ENSMUSG00000040025",
         "ENSMUSG00000040029",
         "ENSMUSG00000040034",
         "ENSMUSG00000040043",
         "ENSMUSG00000040097",
         "ENSMUSG00000040102",
-        "ENSMUSG00000040105",
         "ENSMUSG00000040174",
-        "ENSMUSG00000040188",
         "ENSMUSG00000040212",
         "ENSMUSG00000040247",
         "ENSMUSG00000040253",
@@ -3045,17 +3053,18 @@
         "ENSMUSG00000040652",
         "ENSMUSG00000040659",
         "ENSMUSG00000040661",
+        "ENSMUSG00000040663",
         "ENSMUSG00000040675",
         "ENSMUSG00000040687",
         "ENSMUSG00000040688",
         "ENSMUSG00000040701",
         "ENSMUSG00000040710",
         "ENSMUSG00000040712",
+        "ENSMUSG00000040738",
         "ENSMUSG00000040751",
         "ENSMUSG00000040761",
         "ENSMUSG00000040767",
         "ENSMUSG00000040785",
-        "ENSMUSG00000040795",
         "ENSMUSG00000040811",
         "ENSMUSG00000040813",
         "ENSMUSG00000040843",
@@ -3064,8 +3073,6 @@
         "ENSMUSG00000040865",
         "ENSMUSG00000040899",
         "ENSMUSG00000040913",
-        "ENSMUSG00000040929",
-        "ENSMUSG00000040943",
         "ENSMUSG00000040945",
         "ENSMUSG00000040997",
         "ENSMUSG00000041040",
@@ -3087,6 +3094,7 @@
         "ENSMUSG00000041313",
         "ENSMUSG00000041319",
         "ENSMUSG00000041341",
+        "ENSMUSG00000041353",
         "ENSMUSG00000041355",
         "ENSMUSG00000041360",
         "ENSMUSG00000041375",
@@ -3101,12 +3109,11 @@
         "ENSMUSG00000041528",
         "ENSMUSG00000041530",
         "ENSMUSG00000041607",
+        "ENSMUSG00000041623",
         "ENSMUSG00000041625",
         "ENSMUSG00000041632",
         "ENSMUSG00000041642",
         "ENSMUSG00000041650",
-        "ENSMUSG00000041685",
-        "ENSMUSG00000041702",
         "ENSMUSG00000041712",
         "ENSMUSG00000041733",
         "ENSMUSG00000041747",
@@ -3134,7 +3141,6 @@
         "ENSMUSG00000042185",
         "ENSMUSG00000042207",
         "ENSMUSG00000042305",
-        "ENSMUSG00000042308",
         "ENSMUSG00000042328",
         "ENSMUSG00000042345",
         "ENSMUSG00000042349",
@@ -3154,17 +3160,16 @@
         "ENSMUSG00000042506",
         "ENSMUSG00000042507",
         "ENSMUSG00000042520",
-        "ENSMUSG00000042535",
         "ENSMUSG00000042558",
         "ENSMUSG00000042569",
         "ENSMUSG00000042572",
         "ENSMUSG00000042594",
         "ENSMUSG00000042605",
-        "ENSMUSG00000042608",
         "ENSMUSG00000042642",
         "ENSMUSG00000042644",
         "ENSMUSG00000042660",
         "ENSMUSG00000042677",
+        "ENSMUSG00000042694",
         "ENSMUSG00000042700",
         "ENSMUSG00000042705",
         "ENSMUSG00000042709",
@@ -3172,7 +3177,6 @@
         "ENSMUSG00000042729",
         "ENSMUSG00000042790",
         "ENSMUSG00000042831",
-        "ENSMUSG00000042842",
         "ENSMUSG00000042854",
         "ENSMUSG00000042870",
         "ENSMUSG00000042901",
@@ -3202,7 +3206,6 @@
         "ENSMUSG00000043998",
         "ENSMUSG00000044030",
         "ENSMUSG00000044066",
-        "ENSMUSG00000044147",
         "ENSMUSG00000044156",
         "ENSMUSG00000044199",
         "ENSMUSG00000044221",
@@ -3214,17 +3217,14 @@
         "ENSMUSG00000044465",
         "ENSMUSG00000044468",
         "ENSMUSG00000044475",
-        "ENSMUSG00000044477",
         "ENSMUSG00000044573",
         "ENSMUSG00000044734",
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pynndescent_index.joblib

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