popV version: 0.6.0

.gitattributes

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 *tfevents* filter=lfs diff=lfs merge=lfs -text
 OnClass.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
 minified_ref_adata.h5ad filter=lfs diff=lfs merge=lfs -text
+faiss_index.index filter=lfs diff=lfs merge=lfs -text
+harmony_knn_classifier.index filter=lfs diff=lfs merge=lfs -text
+scvi_knn_classifier.index filter=lfs diff=lfs merge=lfs -text

OnClass.data-00000-of-00001

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OnClass.npz

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README.md

@@ -1,58 +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: thymus'
----
-
-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/170ce19f-7a2f-4926-a1cc-adcad99e7474.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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| DN4 thymocyte | 176 | 0.97 | 0.97 | 0.93 | 0.97 | 0.00 | 0.95 | 0.96 | 0.97 | 0.99 |
-| thymocyte | 164 | 0.96 | 0.97 | 0.92 | 0.97 | 0.00 | 0.95 | 0.96 | 0.96 | 0.98 |
-| macrophage | 37 | 0.95 | 0.96 | 0.96 | 0.94 | 0.00 | 0.96 | 0.99 | 0.96 | 0.99 |
-| epithelial cell of thymus | 17 | 0.86 | 0.76 | 0.88 | 0.79 | 0.00 | 0.77 | 0.94 | 0.84 | 0.94 |
-| fibroblast | 6 | 1.00 | 1.00 | 1.00 | 0.50 | 0.00 | 0.92 | 1.00 | 1.00 | 1.00 |
-| endothelial cell | 5 | 1.00 | 1.00 | 1.00 | 0.67 | 0.00 | 1.00 | 1.00 | 0.75 | 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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| DN4 thymocyte | 1580 | 0.96 | 0.96 | 0.92 | 0.95 | 0.00 | 0.94 | 0.98 | 0.97 | 0.98 |
-| thymocyte | 1461 | 0.95 | 0.96 | 0.91 | 0.95 | 0.00 | 0.94 | 0.97 | 0.97 | 0.98 |
-| macrophage | 336 | 0.99 | 0.99 | 0.98 | 0.92 | 0.00 | 0.96 | 1.00 | 0.99 | 0.99 |
-| epithelial cell of thymus | 148 | 0.81 | 0.76 | 0.84 | 0.76 | 0.00 | 0.81 | 0.98 | 0.97 | 0.96 |
-| fibroblast | 71 | 0.99 | 0.99 | 0.95 | 0.88 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |
-| endothelial cell | 46 | 1.00 | 1.00 | 0.99 | 0.72 | 0.00 | 0.99 | 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| DN4 thymocyte | 176 | 0.97 | 0.97 | 0.93 | 0.97 | 0.00 | 0.95 | 0.96 | 0.97 | 0.99 |\n| thymocyte | 164 | 0.96 | 0.97 | 0.92 | 0.97 | 0.00 | 0.95 | 0.96 | 0.96 | 0.98 |\n| macrophage | 37 | 0.95 | 0.96 | 0.96 | 0.94 | 0.00 | 0.96 | 0.99 | 0.96 | 0.99 |\n| epithelial cell of thymus | 17 | 0.86 | 0.76 | 0.88 | 0.79 | 0.00 | 0.77 | 0.94 | 0.84 | 0.94 |\n| fibroblast | 6 | 1.00 | 1.00 | 1.00 | 0.50 | 0.00 | 0.92 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 5 | 1.00 | 1.00 | 1.00 | 0.67 | 0.00 | 1.00 | 1.00 | 0.75 | 1.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| DN4 thymocyte | 1580 | 0.96 | 0.96 | 0.92 | 0.95 | 0.00 | 0.94 | 0.98 | 0.97 | 0.98 |\n| thymocyte | 1461 | 0.95 | 0.96 | 0.91 | 0.95 | 0.00 | 0.94 | 0.97 | 0.97 | 0.98 |\n| macrophage | 336 | 0.99 | 0.99 | 0.98 | 0.92 | 0.00 | 0.96 | 1.00 | 0.99 | 0.99 |\n| epithelial cell of thymus | 148 | 0.81 | 0.76 | 0.84 | 0.76 | 0.00 | 0.81 | 0.98 | 0.97 | 0.96 |\n| fibroblast | 71 | 0.99 | 0.99 | 0.95 | 0.88 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| endothelial cell | 46 | 1.00 | 1.00 | 0.99 | 0.72 | 0.00 | 0.99 | 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| DN4 thymocyte | 180 | 0.96 | 0.97 | 0.95 | 0.95 | 0.00 | 0.94 | 0.96 | 0.97 | 0.98 |\n| thymocyte | 164 | 0.94 | 0.98 | 0.95 | 0.95 | 0.00 | 0.94 | 0.95 | 0.95 | 0.98 |\n| macrophage | 38 | 0.96 | 0.99 | 0.97 | 0.96 | 0.00 | 0.97 | 0.99 | 0.99 | 0.97 |\n| epithelial cell of thymus | 13 | 0.79 | 0.76 | 0.78 | 0.75 | 0.00 | 0.73 | 0.90 | 0.81 | 0.92 |\n| fibroblast | 6 | 1.00 | 1.00 | 1.00 | 0.91 | 0.00 | 0.91 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 4 | 1.00 | 1.00 | 1.00 | 0.89 | 0.00 | 0.89 | 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| DN4 thymocyte | 1576 | 0.95 | 0.97 | 0.90 | 0.94 | 0.00 | 0.93 | 0.98 | 0.97 | 0.98 |\n| thymocyte | 1461 | 0.95 | 0.96 | 0.90 | 0.93 | 0.00 | 0.91 | 0.97 | 0.97 | 0.98 |\n| macrophage | 335 | 0.98 | 0.99 | 0.98 | 0.96 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| epithelial cell of thymus | 152 | 0.83 | 0.78 | 0.80 | 0.85 | 0.00 | 0.87 | 0.98 | 0.97 | 0.97 |\n| fibroblast | 71 | 0.99 | 0.99 | 0.97 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| endothelial cell | 47 | 1.00 | 1.00 | 0.97 | 0.98 | 0.00 | 0.92 | 1.00 | 1.00 | 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/170ce19f-7a2f-4926-a1cc-adcad99e7474.cxg/"
-}

minified_ref_adata.h5ad

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preprocessing.json

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         "ENSMUSG00000017493",
@@ -514,6 +519,7 @@
         "ENSMUSG00000018068",
         "ENSMUSG00000018076",
         "ENSMUSG00000018102",
+        "ENSMUSG00000018143",
         "ENSMUSG00000018167",
         "ENSMUSG00000018169",
         "ENSMUSG00000018196",
@@ -537,7 +543,6 @@
         "ENSMUSG00000018547",
         "ENSMUSG00000018559",
         "ENSMUSG00000018567",
-        "ENSMUSG00000018569",
         "ENSMUSG00000018574",
         "ENSMUSG00000018593",
         "ENSMUSG00000018659",
@@ -548,15 +553,17 @@
         "ENSMUSG00000018736",
         "ENSMUSG00000018750",
         "ENSMUSG00000018765",
+        "ENSMUSG00000018809",
         "ENSMUSG00000018821",
+        "ENSMUSG00000018848",
         "ENSMUSG00000018858",
         "ENSMUSG00000018861",
-        "ENSMUSG00000018882",
         "ENSMUSG00000018899",
         "ENSMUSG00000018923",
         "ENSMUSG00000018927",
         "ENSMUSG00000018931",
         "ENSMUSG00000018932",
+        "ENSMUSG00000018999",
         "ENSMUSG00000019055",
         "ENSMUSG00000019066",
         "ENSMUSG00000019082",
@@ -573,13 +580,16 @@
         "ENSMUSG00000019428",
         "ENSMUSG00000019461",
         "ENSMUSG00000019464",
+        "ENSMUSG00000019470",
         "ENSMUSG00000019494",
+        "ENSMUSG00000019528",
         "ENSMUSG00000019539",
         "ENSMUSG00000019579",
         "ENSMUSG00000019699",
         "ENSMUSG00000019726",
         "ENSMUSG00000019731",
         "ENSMUSG00000019782",
+        "ENSMUSG00000019794",
         "ENSMUSG00000019795",
         "ENSMUSG00000019804",
         "ENSMUSG00000019806",
@@ -590,6 +600,7 @@
         "ENSMUSG00000019823",
         "ENSMUSG00000019842",
         "ENSMUSG00000019851",
+        "ENSMUSG00000019866",
         "ENSMUSG00000019868",
         "ENSMUSG00000019872",
         "ENSMUSG00000019873",
@@ -612,8 +623,9 @@
         "ENSMUSG00000020044",
         "ENSMUSG00000020048",
         "ENSMUSG00000020063",
+        "ENSMUSG00000020064",
+        "ENSMUSG00000020069",
         "ENSMUSG00000020074",
-        "ENSMUSG00000020076",
         "ENSMUSG00000020077",
         "ENSMUSG00000020079",
         "ENSMUSG00000020088",
@@ -621,13 +633,12 @@
         "ENSMUSG00000020100",
         "ENSMUSG00000020101",
         "ENSMUSG00000020108",
-        "ENSMUSG00000020116",
         "ENSMUSG00000020124",
         "ENSMUSG00000020130",
         "ENSMUSG00000020133",
         "ENSMUSG00000020137",
+        "ENSMUSG00000020143",
         "ENSMUSG00000020149",
-        "ENSMUSG00000020156",
         "ENSMUSG00000020167",
         "ENSMUSG00000020171",
         "ENSMUSG00000020178",
@@ -686,6 +697,7 @@
         "ENSMUSG00000020486",
         "ENSMUSG00000020491",
         "ENSMUSG00000020520",
+        "ENSMUSG00000020521",
         "ENSMUSG00000020522",
         "ENSMUSG00000020525",
         "ENSMUSG00000020526",
@@ -697,9 +709,10 @@
         "ENSMUSG00000020544",
         "ENSMUSG00000020549",
         "ENSMUSG00000020564",
+        "ENSMUSG00000020570",
         "ENSMUSG00000020573",
+        "ENSMUSG00000020576",
         "ENSMUSG00000020577",
-        "ENSMUSG00000020580",
         "ENSMUSG00000020585",
         "ENSMUSG00000020589",
         "ENSMUSG00000020592",
@@ -708,6 +721,7 @@
         "ENSMUSG00000020611",
         "ENSMUSG00000020612",
         "ENSMUSG00000020621",
+        "ENSMUSG00000020623",
         "ENSMUSG00000020628",
         "ENSMUSG00000020629",
         "ENSMUSG00000020630",
@@ -715,14 +729,13 @@
         "ENSMUSG00000020642",
         "ENSMUSG00000020644",
         "ENSMUSG00000020649",
-        "ENSMUSG00000020650",
         "ENSMUSG00000020659",
-        "ENSMUSG00000020664",
         "ENSMUSG00000020677",
         "ENSMUSG00000020689",
         "ENSMUSG00000020697",
         "ENSMUSG00000020700",
         "ENSMUSG00000020705",
+        "ENSMUSG00000020706",
         "ENSMUSG00000020716",
         "ENSMUSG00000020717",
         "ENSMUSG00000020740",
@@ -735,6 +748,8 @@
         "ENSMUSG00000020777",
         "ENSMUSG00000020780",
         "ENSMUSG00000020790",
+        "ENSMUSG00000020807",
+        "ENSMUSG00000020808",
         "ENSMUSG00000020818",
         "ENSMUSG00000020823",
         "ENSMUSG00000020832",
@@ -746,12 +761,13 @@
         "ENSMUSG00000020864",
         "ENSMUSG00000020869",
         "ENSMUSG00000020873",
+        "ENSMUSG00000020876",
         "ENSMUSG00000020893",
         "ENSMUSG00000020895",
+        "ENSMUSG00000020898",
         "ENSMUSG00000020910",
         "ENSMUSG00000020911",
         "ENSMUSG00000020917",
-        "ENSMUSG00000020918",
         "ENSMUSG00000020921",
         "ENSMUSG00000020925",
         "ENSMUSG00000020935",
@@ -763,7 +779,6 @@
         "ENSMUSG00000020964",
         "ENSMUSG00000020973",
         "ENSMUSG00000020978",
-        "ENSMUSG00000020986",
         "ENSMUSG00000021022",
         "ENSMUSG00000021025",
         "ENSMUSG00000021027",
@@ -804,7 +819,6 @@
         "ENSMUSG00000021244",
         "ENSMUSG00000021248",
         "ENSMUSG00000021250",
-        "ENSMUSG00000021258",
         "ENSMUSG00000021262",
         "ENSMUSG00000021263",
         "ENSMUSG00000021266",
@@ -815,7 +829,6 @@
         "ENSMUSG00000021311",
         "ENSMUSG00000021365",
         "ENSMUSG00000021366",
-        "ENSMUSG00000021368",
         "ENSMUSG00000021371",
         "ENSMUSG00000021377",
         "ENSMUSG00000021384",
@@ -829,12 +842,11 @@
         "ENSMUSG00000021457",
         "ENSMUSG00000021461",
         "ENSMUSG00000021468",
-        "ENSMUSG00000021470",
         "ENSMUSG00000021474",
         "ENSMUSG00000021476",
         "ENSMUSG00000021477",
         "ENSMUSG00000021481",
-        "ENSMUSG00000021482",
+        "ENSMUSG00000021483",
         "ENSMUSG00000021484",
         "ENSMUSG00000021485",
         "ENSMUSG00000021488",
@@ -844,7 +856,6 @@
         "ENSMUSG00000021497",
         "ENSMUSG00000021501",
         "ENSMUSG00000021504",
-        "ENSMUSG00000021508",
         "ENSMUSG00000021518",
         "ENSMUSG00000021537",
         "ENSMUSG00000021540",
@@ -865,7 +876,6 @@
         "ENSMUSG00000021676",
         "ENSMUSG00000021686",
         "ENSMUSG00000021690",
-        "ENSMUSG00000021699",
         "ENSMUSG00000021703",
         "ENSMUSG00000021716",
         "ENSMUSG00000021725",
@@ -896,10 +906,10 @@
         "ENSMUSG00000021890",
         "ENSMUSG00000021892",
         "ENSMUSG00000021893",
-        "ENSMUSG00000021895",
         "ENSMUSG00000021901",
         "ENSMUSG00000021902",
         "ENSMUSG00000021910",
+        "ENSMUSG00000021911",
         "ENSMUSG00000021917",
         "ENSMUSG00000021928",
         "ENSMUSG00000021938",
@@ -925,7 +935,6 @@
         "ENSMUSG00000022064",
         "ENSMUSG00000022108",
         "ENSMUSG00000022114",
-        "ENSMUSG00000022120",
         "ENSMUSG00000022125",
         "ENSMUSG00000022130",
         "ENSMUSG00000022131",
@@ -939,10 +948,10 @@
         "ENSMUSG00000022204",
         "ENSMUSG00000022210",
         "ENSMUSG00000022214",
-        "ENSMUSG00000022217",
         "ENSMUSG00000022221",
         "ENSMUSG00000022223",
         "ENSMUSG00000022228",
+        "ENSMUSG00000022241",
         "ENSMUSG00000022257",
         "ENSMUSG00000022263",
         "ENSMUSG00000022270",
@@ -950,7 +959,6 @@
         "ENSMUSG00000022299",
         "ENSMUSG00000022300",
         "ENSMUSG00000022322",
-        "ENSMUSG00000022323",
         "ENSMUSG00000022325",
         "ENSMUSG00000022337",
         "ENSMUSG00000022346",
@@ -958,9 +966,7 @@
         "ENSMUSG00000022354",
         "ENSMUSG00000022358",
         "ENSMUSG00000022361",
-        "ENSMUSG00000022365",
         "ENSMUSG00000022377",
-        "ENSMUSG00000022386",
         "ENSMUSG00000022394",
         "ENSMUSG00000022414",
         "ENSMUSG00000022420",
@@ -976,6 +982,7 @@
         "ENSMUSG00000022474",
         "ENSMUSG00000022475",
         "ENSMUSG00000022476",
+        "ENSMUSG00000022477",
         "ENSMUSG00000022498",
         "ENSMUSG00000022500",
         "ENSMUSG00000022505",
@@ -990,6 +997,7 @@
         "ENSMUSG00000022546",
         "ENSMUSG00000022548",
         "ENSMUSG00000022551",
+        "ENSMUSG00000022552",
         "ENSMUSG00000022554",
         "ENSMUSG00000022555",
         "ENSMUSG00000022557",
@@ -1004,12 +1012,10 @@
         "ENSMUSG00000022614",
         "ENSMUSG00000022615",
         "ENSMUSG00000022620",
-        "ENSMUSG00000022636",
         "ENSMUSG00000022637",
         "ENSMUSG00000022639",
         "ENSMUSG00000022641",
         "ENSMUSG00000022661",
-        "ENSMUSG00000022663",
         "ENSMUSG00000022664",
         "ENSMUSG00000022665",
         "ENSMUSG00000022668",
@@ -1019,7 +1025,6 @@
         "ENSMUSG00000022681",
         "ENSMUSG00000022696",
         "ENSMUSG00000022702",
-        "ENSMUSG00000022704",
         "ENSMUSG00000022708",
         "ENSMUSG00000022711",
         "ENSMUSG00000022724",
@@ -1034,6 +1039,7 @@
         "ENSMUSG00000022772",
         "ENSMUSG00000022774",
         "ENSMUSG00000022787",
+        "ENSMUSG00000022789",
         "ENSMUSG00000022791",
         "ENSMUSG00000022792",
         "ENSMUSG00000022799",
@@ -1065,13 +1071,13 @@
         "ENSMUSG00000022999",
         "ENSMUSG00000023004",
         "ENSMUSG00000023008",
+        "ENSMUSG00000023030",
         "ENSMUSG00000023031",
         "ENSMUSG00000023034",
         "ENSMUSG00000023039",
         "ENSMUSG00000023043",
         "ENSMUSG00000023046",
         "ENSMUSG00000023048",
-        "ENSMUSG00000023051",
         "ENSMUSG00000023067",
         "ENSMUSG00000023068",
         "ENSMUSG00000023074",
@@ -1080,21 +1086,19 @@
         "ENSMUSG00000023110",
         "ENSMUSG00000023118",
         "ENSMUSG00000023132",
-        "ENSMUSG00000023143",
         "ENSMUSG00000023147",
-        "ENSMUSG00000023150",
         "ENSMUSG00000023170",
         "ENSMUSG00000023175",
         "ENSMUSG00000023224",
         "ENSMUSG00000023249",
         "ENSMUSG00000023272",
         "ENSMUSG00000023307",
-        "ENSMUSG00000023330",
         "ENSMUSG00000023353",
         "ENSMUSG00000023367",
         "ENSMUSG00000023393",
         "ENSMUSG00000023452",
         "ENSMUSG00000023460",
+        "ENSMUSG00000023505",
         "ENSMUSG00000023571",
         "ENSMUSG00000023707",
         "ENSMUSG00000023791",
@@ -1121,8 +1125,8 @@
         "ENSMUSG00000023994",
         "ENSMUSG00000024011",
         "ENSMUSG00000024012",
+        "ENSMUSG00000024014",
         "ENSMUSG00000024019",
-        "ENSMUSG00000024029",
         "ENSMUSG00000024037",
         "ENSMUSG00000024042",
         "ENSMUSG00000024048",
@@ -1146,6 +1150,7 @@
         "ENSMUSG00000024150",
         "ENSMUSG00000024160",
         "ENSMUSG00000024163",
+        "ENSMUSG00000024164",
         "ENSMUSG00000024165",
         "ENSMUSG00000024170",
         "ENSMUSG00000024187",
@@ -1157,6 +1162,8 @@
         "ENSMUSG00000024201",
         "ENSMUSG00000024208",
         "ENSMUSG00000024212",
+        "ENSMUSG00000024219",
+        "ENSMUSG00000024236",
         "ENSMUSG00000024246",
         "ENSMUSG00000024251",
         "ENSMUSG00000024259",
@@ -1170,12 +1177,12 @@
         "ENSMUSG00000024325",
         "ENSMUSG00000024327",
         "ENSMUSG00000024335",
-        "ENSMUSG00000024339",
         "ENSMUSG00000024346",
         "ENSMUSG00000024350",
         "ENSMUSG00000024353",
         "ENSMUSG00000024357",
         "ENSMUSG00000024369",
+        "ENSMUSG00000024370",
         "ENSMUSG00000024378",
         "ENSMUSG00000024383",
         "ENSMUSG00000024393",
@@ -1183,13 +1190,13 @@
         "ENSMUSG00000024402",
         "ENSMUSG00000024404",
         "ENSMUSG00000024410",
-        "ENSMUSG00000024413",
         "ENSMUSG00000024422",
         "ENSMUSG00000024423",
         "ENSMUSG00000024425",
         "ENSMUSG00000024429",
         "ENSMUSG00000024436",
         "ENSMUSG00000024442",
+        "ENSMUSG00000024454",
         "ENSMUSG00000024456",
         "ENSMUSG00000024457",
         "ENSMUSG00000024462",
@@ -1202,6 +1209,7 @@
         "ENSMUSG00000024539",
         "ENSMUSG00000024542",
         "ENSMUSG00000024560",
+        "ENSMUSG00000024561",
         "ENSMUSG00000024566",
         "ENSMUSG00000024570",
         "ENSMUSG00000024580",
@@ -1211,8 +1219,8 @@
         "ENSMUSG00000024610",
         "ENSMUSG00000024614",
         "ENSMUSG00000024621",
-        "ENSMUSG00000024622",
         "ENSMUSG00000024639",
+        "ENSMUSG00000024640",
         "ENSMUSG00000024642",
         "ENSMUSG00000024644",
         "ENSMUSG00000024645",
@@ -1271,13 +1279,12 @@
         "ENSMUSG00000024997",
         "ENSMUSG00000024999",
         "ENSMUSG00000025006",
-        "ENSMUSG00000025007",
+        "ENSMUSG00000025014",
+        "ENSMUSG00000025024",
         "ENSMUSG00000025025",
         "ENSMUSG00000025026",
         "ENSMUSG00000025027",
         "ENSMUSG00000025036",
-        "ENSMUSG00000025041",
-        "ENSMUSG00000025050",
         "ENSMUSG00000025060",
         "ENSMUSG00000025066",
         "ENSMUSG00000025068",
@@ -1290,6 +1297,7 @@
         "ENSMUSG00000025133",
         "ENSMUSG00000025137",
         "ENSMUSG00000025138",
+        "ENSMUSG00000025145",
         "ENSMUSG00000025147",
         "ENSMUSG00000025151",
         "ENSMUSG00000025153",
@@ -1340,6 +1348,7 @@
         "ENSMUSG00000025373",
         "ENSMUSG00000025374",
         "ENSMUSG00000025381",
+        "ENSMUSG00000025393",
         "ENSMUSG00000025402",
         "ENSMUSG00000025403",
         "ENSMUSG00000025409",
@@ -1373,6 +1382,7 @@
         "ENSMUSG00000025538",
         "ENSMUSG00000025572",
         "ENSMUSG00000025575",
+        "ENSMUSG00000025577",
         "ENSMUSG00000025579",
         "ENSMUSG00000025583",
         "ENSMUSG00000025591",
@@ -1387,7 +1397,6 @@
         "ENSMUSG00000025722",
         "ENSMUSG00000025723",
         "ENSMUSG00000025728",
-        "ENSMUSG00000025730",
         "ENSMUSG00000025736",
         "ENSMUSG00000025737",
         "ENSMUSG00000025762",
@@ -1397,9 +1406,7 @@
         "ENSMUSG00000025791",
         "ENSMUSG00000025792",
         "ENSMUSG00000025793",
-        "ENSMUSG00000025795",
         "ENSMUSG00000025810",
-        "ENSMUSG00000025821",
         "ENSMUSG00000025857",
         "ENSMUSG00000025858",
         "ENSMUSG00000025860",
@@ -1409,6 +1416,7 @@
         "ENSMUSG00000025888",
         "ENSMUSG00000025894",
         "ENSMUSG00000025925",
+        "ENSMUSG00000025937",
         "ENSMUSG00000025939",
         "ENSMUSG00000025949",
         "ENSMUSG00000025958",
@@ -1451,6 +1459,7 @@
         "ENSMUSG00000026240",
         "ENSMUSG00000026249",
         "ENSMUSG00000026260",
+        "ENSMUSG00000026276",
         "ENSMUSG00000026277",
         "ENSMUSG00000026279",
         "ENSMUSG00000026285",
@@ -1477,11 +1486,15 @@
         "ENSMUSG00000026455",
         "ENSMUSG00000026456",
         "ENSMUSG00000026457",
+        "ENSMUSG00000026466",
+        "ENSMUSG00000026471",
         "ENSMUSG00000026473",
+        "ENSMUSG00000026478",
         "ENSMUSG00000026480",
         "ENSMUSG00000026489",
         "ENSMUSG00000026491",
         "ENSMUSG00000026492",
+        "ENSMUSG00000026496",
         "ENSMUSG00000026504",
         "ENSMUSG00000026509",
         "ENSMUSG00000026519",
@@ -1493,11 +1506,9 @@
         "ENSMUSG00000026571",
         "ENSMUSG00000026574",
         "ENSMUSG00000026577",
-        "ENSMUSG00000026578",
         "ENSMUSG00000026584",
         "ENSMUSG00000026585",
         "ENSMUSG00000026596",
-        "ENSMUSG00000026603",
         "ENSMUSG00000026604",
         "ENSMUSG00000026617",
         "ENSMUSG00000026623",
@@ -1506,6 +1517,7 @@
         "ENSMUSG00000026634",
         "ENSMUSG00000026637",
         "ENSMUSG00000026641",
+        "ENSMUSG00000026648",
         "ENSMUSG00000026656",
         "ENSMUSG00000026659",
         "ENSMUSG00000026662",
@@ -1517,16 +1529,12 @@
         "ENSMUSG00000026688",
         "ENSMUSG00000026698",
         "ENSMUSG00000026707",
-        "ENSMUSG00000026718",
-        "ENSMUSG00000026727",
         "ENSMUSG00000026728",
         "ENSMUSG00000026748",
-        "ENSMUSG00000026766",
         "ENSMUSG00000026767",
         "ENSMUSG00000026773",
         "ENSMUSG00000026778",
         "ENSMUSG00000026781",
-        "ENSMUSG00000026782",
         "ENSMUSG00000026788",
         "ENSMUSG00000026799",
         "ENSMUSG00000026803",
@@ -1562,6 +1570,7 @@
         "ENSMUSG00000026972",
         "ENSMUSG00000026974",
         "ENSMUSG00000026975",
+        "ENSMUSG00000026980",
         "ENSMUSG00000026987",
         "ENSMUSG00000026991",
         "ENSMUSG00000027011",
@@ -1575,15 +1584,13 @@
         "ENSMUSG00000027088",
         "ENSMUSG00000027091",
         "ENSMUSG00000027099",
-        "ENSMUSG00000027109",
         "ENSMUSG00000027111",
         "ENSMUSG00000027122",
-        "ENSMUSG00000027130",
         "ENSMUSG00000027162",
         "ENSMUSG00000027163",
         "ENSMUSG00000027164",
         "ENSMUSG00000027165",
-        "ENSMUSG00000027180",
+        "ENSMUSG00000027177",
         "ENSMUSG00000027185",
         "ENSMUSG00000027189",
         "ENSMUSG00000027193",
@@ -1624,13 +1631,12 @@
         "ENSMUSG00000027422",
         "ENSMUSG00000027425",
         "ENSMUSG00000027427",
-        "ENSMUSG00000027430",
+        "ENSMUSG00000027435",
         "ENSMUSG00000027439",
         "ENSMUSG00000027447",
         "ENSMUSG00000027452",
         "ENSMUSG00000027459",
         "ENSMUSG00000027465",
-        "ENSMUSG00000027472",
         "ENSMUSG00000027475",
         "ENSMUSG00000027490",
         "ENSMUSG00000027506",
@@ -1650,6 +1656,7 @@
         "ENSMUSG00000027602",
         "ENSMUSG00000027610",
         "ENSMUSG00000027613",
+        "ENSMUSG00000027628",
         "ENSMUSG00000027630",
         "ENSMUSG00000027634",
         "ENSMUSG00000027639",
@@ -1685,6 +1692,7 @@
         "ENSMUSG00000027858",
         "ENSMUSG00000027875",
         "ENSMUSG00000027882",
+        "ENSMUSG00000027883",
         "ENSMUSG00000027884",
         "ENSMUSG00000027889",
         "ENSMUSG00000027893",
@@ -1709,6 +1717,7 @@
         "ENSMUSG00000028030",
         "ENSMUSG00000028032",
         "ENSMUSG00000028041",
+        "ENSMUSG00000028048",
         "ENSMUSG00000028057",
         "ENSMUSG00000028063",
         "ENSMUSG00000028064",
@@ -1750,13 +1759,11 @@
         "ENSMUSG00000028329",
         "ENSMUSG00000028334",
         "ENSMUSG00000028378",
-        "ENSMUSG00000028381",
         "ENSMUSG00000028393",
-        "ENSMUSG00000028397",
+        "ENSMUSG00000028403",
         "ENSMUSG00000028405",
         "ENSMUSG00000028411",
         "ENSMUSG00000028430",
-        "ENSMUSG00000028433",
         "ENSMUSG00000028435",
         "ENSMUSG00000028437",
         "ENSMUSG00000028455",
@@ -1767,7 +1774,7 @@
         "ENSMUSG00000028465",
         "ENSMUSG00000028466",
         "ENSMUSG00000028467",
-        "ENSMUSG00000028468",
+        "ENSMUSG00000028479",
         "ENSMUSG00000028483",
         "ENSMUSG00000028494",
         "ENSMUSG00000028496",
@@ -1781,9 +1788,10 @@
         "ENSMUSG00000028567",
         "ENSMUSG00000028576",
         "ENSMUSG00000028578",
-        "ENSMUSG00000028607",
+        "ENSMUSG00000028599",
         "ENSMUSG00000028618",
         "ENSMUSG00000028622",
+        "ENSMUSG00000028633",
         "ENSMUSG00000028634",
         "ENSMUSG00000028636",
         "ENSMUSG00000028639",
@@ -1809,15 +1817,14 @@
         "ENSMUSG00000028745",
         "ENSMUSG00000028756",
         "ENSMUSG00000028757",
-        "ENSMUSG00000028760",
         "ENSMUSG00000028771",
         "ENSMUSG00000028776",
         "ENSMUSG00000028779",
         "ENSMUSG00000028788",
         "ENSMUSG00000028793",
         "ENSMUSG00000028795",
-        "ENSMUSG00000028796",
         "ENSMUSG00000028800",
+        "ENSMUSG00000028811",
         "ENSMUSG00000028820",
         "ENSMUSG00000028821",
         "ENSMUSG00000028822",
@@ -1825,7 +1832,6 @@
         "ENSMUSG00000028832",
         "ENSMUSG00000028833",
         "ENSMUSG00000028837",
-        "ENSMUSG00000028840",
         "ENSMUSG00000028847",
         "ENSMUSG00000028848",
         "ENSMUSG00000028849",
@@ -1834,7 +1840,6 @@
         "ENSMUSG00000028861",
         "ENSMUSG00000028878",
         "ENSMUSG00000028879",
-        "ENSMUSG00000028884",
         "ENSMUSG00000028886",
         "ENSMUSG00000028889",
         "ENSMUSG00000028890",
@@ -1842,6 +1847,7 @@
         "ENSMUSG00000028902",
         "ENSMUSG00000028907",
         "ENSMUSG00000028910",
+        "ENSMUSG00000028914",
         "ENSMUSG00000028920",
         "ENSMUSG00000028923",
         "ENSMUSG00000028927",
@@ -1851,13 +1857,11 @@
         "ENSMUSG00000028948",
         "ENSMUSG00000028954",
         "ENSMUSG00000028955",
-        "ENSMUSG00000028958",
         "ENSMUSG00000028960",
         "ENSMUSG00000028961",
         "ENSMUSG00000028962",
         "ENSMUSG00000028965",
         "ENSMUSG00000028967",
-        "ENSMUSG00000028969",
         "ENSMUSG00000028973",
         "ENSMUSG00000028975",
         "ENSMUSG00000028980",
@@ -1865,18 +1869,16 @@
         "ENSMUSG00000029003",
         "ENSMUSG00000029007",
         "ENSMUSG00000029020",
-        "ENSMUSG00000029022",
         "ENSMUSG00000029027",
         "ENSMUSG00000029028",
         "ENSMUSG00000029029",
+        "ENSMUSG00000029030",
         "ENSMUSG00000029034",
         "ENSMUSG00000029036",
         "ENSMUSG00000029038",
         "ENSMUSG00000029048",
-        "ENSMUSG00000029050",
         "ENSMUSG00000029053",
         "ENSMUSG00000029056",
-        "ENSMUSG00000029062",
         "ENSMUSG00000029064",
         "ENSMUSG00000029070",
         "ENSMUSG00000029071",
@@ -1894,12 +1896,10 @@
         "ENSMUSG00000029145",
         "ENSMUSG00000029146",
         "ENSMUSG00000029148",
-        "ENSMUSG00000029156",
         "ENSMUSG00000029162",
         "ENSMUSG00000029163",
         "ENSMUSG00000029171",
         "ENSMUSG00000029174",
-        "ENSMUSG00000029176",
         "ENSMUSG00000029178",
         "ENSMUSG00000029190",
         "ENSMUSG00000029191",
@@ -1912,6 +1912,7 @@
         "ENSMUSG00000029265",
         "ENSMUSG00000029267",
         "ENSMUSG00000029270",
+        "ENSMUSG00000029275",
         "ENSMUSG00000029276",
         "ENSMUSG00000029283",
         "ENSMUSG00000029287",
@@ -1931,7 +1932,6 @@
         "ENSMUSG00000029389",
         "ENSMUSG00000029404",
         "ENSMUSG00000029406",
-        "ENSMUSG00000029407",
         "ENSMUSG00000029413",
         "ENSMUSG00000029416",
         "ENSMUSG00000029426",
@@ -1985,7 +1985,6 @@
         "ENSMUSG00000029713",
         "ENSMUSG00000029714",
         "ENSMUSG00000029718",
-        "ENSMUSG00000029726",
         "ENSMUSG00000029729",
         "ENSMUSG00000029767",
         "ENSMUSG00000029776",
@@ -2005,7 +2004,6 @@
         "ENSMUSG00000029994",
         "ENSMUSG00000029998",
         "ENSMUSG00000030007",
-        "ENSMUSG00000030008",
         "ENSMUSG00000030029",
         "ENSMUSG00000030034",
         "ENSMUSG00000030035",
@@ -2033,6 +2031,7 @@
         "ENSMUSG00000030180",
         "ENSMUSG00000030188",
         "ENSMUSG00000030189",
+        "ENSMUSG00000030199",
         "ENSMUSG00000030201",
         "ENSMUSG00000030208",
         "ENSMUSG00000030213",
@@ -2046,6 +2045,7 @@
         "ENSMUSG00000030246",
         "ENSMUSG00000030264",
         "ENSMUSG00000030269",
+        "ENSMUSG00000030272",
         "ENSMUSG00000030275",
         "ENSMUSG00000030283",
         "ENSMUSG00000030284",
@@ -2057,7 +2057,6 @@
         "ENSMUSG00000030313",
         "ENSMUSG00000030314",
         "ENSMUSG00000030322",
-        "ENSMUSG00000030327",
         "ENSMUSG00000030337",
         "ENSMUSG00000030341",
         "ENSMUSG00000030342",
@@ -2071,7 +2070,6 @@
         "ENSMUSG00000030447",
         "ENSMUSG00000030452",
         "ENSMUSG00000030468",
-        "ENSMUSG00000030471",
         "ENSMUSG00000030493",
         "ENSMUSG00000030505",
         "ENSMUSG00000030521",
@@ -2083,12 +2081,10 @@
         "ENSMUSG00000030560",
         "ENSMUSG00000030579",
         "ENSMUSG00000030588",
-        "ENSMUSG00000030589",
         "ENSMUSG00000030590",
         "ENSMUSG00000030595",
         "ENSMUSG00000030605",
         "ENSMUSG00000030609",
-        "ENSMUSG00000030610",
         "ENSMUSG00000030611",
         "ENSMUSG00000030613",
         "ENSMUSG00000030629",
@@ -2101,6 +2097,7 @@
         "ENSMUSG00000030685",
         "ENSMUSG00000030688",
         "ENSMUSG00000030691",
+        "ENSMUSG00000030695",
         "ENSMUSG00000030704",
         "ENSMUSG00000030707",
         "ENSMUSG00000030717",
@@ -2121,6 +2118,7 @@
         "ENSMUSG00000030805",
         "ENSMUSG00000030814",
         "ENSMUSG00000030816",
+        "ENSMUSG00000030822",
         "ENSMUSG00000030824",
         "ENSMUSG00000030826",
         "ENSMUSG00000030842",
@@ -2136,6 +2134,7 @@
         "ENSMUSG00000030921",
         "ENSMUSG00000030934",
         "ENSMUSG00000030956",
+        "ENSMUSG00000030970",
         "ENSMUSG00000030979",
         "ENSMUSG00000030986",
         "ENSMUSG00000030987",
@@ -2146,11 +2145,11 @@
         "ENSMUSG00000031021",
         "ENSMUSG00000031060",
         "ENSMUSG00000031065",
+        "ENSMUSG00000031072",
         "ENSMUSG00000031077",
         "ENSMUSG00000031107",
         "ENSMUSG00000031109",
         "ENSMUSG00000031132",
-        "ENSMUSG00000031133",
         "ENSMUSG00000031134",
         "ENSMUSG00000031143",
         "ENSMUSG00000031146",
@@ -2164,6 +2163,7 @@
         "ENSMUSG00000031197",
         "ENSMUSG00000031229",
         "ENSMUSG00000031239",
+        "ENSMUSG00000031309",
         "ENSMUSG00000031310",
         "ENSMUSG00000031328",
         "ENSMUSG00000031333",
@@ -2202,7 +2202,6 @@
         "ENSMUSG00000031545",
         "ENSMUSG00000031546",
         "ENSMUSG00000031556",
-        "ENSMUSG00000031575",
         "ENSMUSG00000031585",
         "ENSMUSG00000031591",
         "ENSMUSG00000031600",
@@ -2222,7 +2221,6 @@
         "ENSMUSG00000031669",
         "ENSMUSG00000031671",
         "ENSMUSG00000031681",
-        "ENSMUSG00000031691",
         "ENSMUSG00000031706",
         "ENSMUSG00000031723",
         "ENSMUSG00000031728",
@@ -2248,10 +2246,10 @@
         "ENSMUSG00000031813",
         "ENSMUSG00000031816",
         "ENSMUSG00000031820",
+        "ENSMUSG00000031822",
         "ENSMUSG00000031823",
         "ENSMUSG00000031826",
         "ENSMUSG00000031827",
-        "ENSMUSG00000031828",
         "ENSMUSG00000031832",
         "ENSMUSG00000031834",
         "ENSMUSG00000031835",
@@ -2267,10 +2265,12 @@
         "ENSMUSG00000031917",
         "ENSMUSG00000031918",
         "ENSMUSG00000031921",
+        "ENSMUSG00000031925",
         "ENSMUSG00000031930",
         "ENSMUSG00000031933",
         "ENSMUSG00000031934",
-        "ENSMUSG00000031950",
+        "ENSMUSG00000031935",
+        "ENSMUSG00000031948",
         "ENSMUSG00000031967",
         "ENSMUSG00000031972",
         "ENSMUSG00000031979",
@@ -2286,18 +2286,14 @@
         "ENSMUSG00000032026",
         "ENSMUSG00000032030",
         "ENSMUSG00000032038",
+        "ENSMUSG00000032042",
         "ENSMUSG00000032046",
-        "ENSMUSG00000032047",
-        "ENSMUSG00000032050",
         "ENSMUSG00000032053",
         "ENSMUSG00000032086",
         "ENSMUSG00000032089",
         "ENSMUSG00000032097",
-        "ENSMUSG00000032115",
-        "ENSMUSG00000032121",
         "ENSMUSG00000032122",
         "ENSMUSG00000032123",
-        "ENSMUSG00000032175",
         "ENSMUSG00000032180",
         "ENSMUSG00000032182",
         "ENSMUSG00000032184",
@@ -2335,6 +2331,7 @@
         "ENSMUSG00000032370",
         "ENSMUSG00000032382",
         "ENSMUSG00000032383",
+        "ENSMUSG00000032386",
         "ENSMUSG00000032393",
         "ENSMUSG00000032396",
         "ENSMUSG00000032399",
@@ -2344,6 +2341,7 @@
         "ENSMUSG00000032423",
         "ENSMUSG00000032425",
         "ENSMUSG00000032431",
+        "ENSMUSG00000032434",
         "ENSMUSG00000032435",
         "ENSMUSG00000032436",
         "ENSMUSG00000032440",
@@ -2370,18 +2368,17 @@
         "ENSMUSG00000032571",
         "ENSMUSG00000032578",
         "ENSMUSG00000032590",
-        "ENSMUSG00000032594",
         "ENSMUSG00000032596",
         "ENSMUSG00000032599",
+        "ENSMUSG00000032602",
         "ENSMUSG00000032615",
         "ENSMUSG00000032624",
         "ENSMUSG00000032633",
+        "ENSMUSG00000032661",
         "ENSMUSG00000032666",
         "ENSMUSG00000032667",
         "ENSMUSG00000032688",
         "ENSMUSG00000032698",
-        "ENSMUSG00000032705",
-        "ENSMUSG00000032727",
         "ENSMUSG00000032740",
         "ENSMUSG00000032741",
         "ENSMUSG00000032763",
@@ -2389,14 +2386,14 @@
         "ENSMUSG00000032786",
         "ENSMUSG00000032788",
         "ENSMUSG00000032812",
-        "ENSMUSG00000032834",
-        "ENSMUSG00000032849",
         "ENSMUSG00000032869",
         "ENSMUSG00000032872",
+        "ENSMUSG00000032898",
+        "ENSMUSG00000032932",
         "ENSMUSG00000032939",
-        "ENSMUSG00000032952",
         "ENSMUSG00000032966",
         "ENSMUSG00000032998",
+        "ENSMUSG00000033016",
         "ENSMUSG00000033021",
         "ENSMUSG00000033033",
         "ENSMUSG00000033055",
@@ -2418,9 +2415,6 @@
         "ENSMUSG00000033285",
         "ENSMUSG00000033294",
         "ENSMUSG00000033313",
-        "ENSMUSG00000033319",
-        "ENSMUSG00000033323",
-        "ENSMUSG00000033335",
         "ENSMUSG00000033355",
         "ENSMUSG00000033365",
         "ENSMUSG00000033379",
@@ -2428,12 +2422,14 @@
         "ENSMUSG00000033386",
         "ENSMUSG00000033392",
         "ENSMUSG00000033396",
+        "ENSMUSG00000033416",
         "ENSMUSG00000033417",
         "ENSMUSG00000033423",
         "ENSMUSG00000033444",
         "ENSMUSG00000033446",
         "ENSMUSG00000033450",
         "ENSMUSG00000033467",
+        "ENSMUSG00000033478",
         "ENSMUSG00000033540",
         "ENSMUSG00000033554",
         "ENSMUSG00000033596",
@@ -2448,6 +2444,7 @@
         "ENSMUSG00000033760",
         "ENSMUSG00000033767",
         "ENSMUSG00000033773",
+        "ENSMUSG00000033781",
         "ENSMUSG00000033790",
         "ENSMUSG00000033792",
         "ENSMUSG00000033793",
@@ -2456,9 +2453,7 @@
         "ENSMUSG00000033863",
         "ENSMUSG00000033880",
         "ENSMUSG00000033917",
-        "ENSMUSG00000033952",
         "ENSMUSG00000034006",
-        "ENSMUSG00000034007",
         "ENSMUSG00000034021",
         "ENSMUSG00000034032",
         "ENSMUSG00000034064",
@@ -2473,7 +2468,6 @@
         "ENSMUSG00000034190",
         "ENSMUSG00000034210",
         "ENSMUSG00000034211",
-        "ENSMUSG00000034218",
         "ENSMUSG00000034220",
         "ENSMUSG00000034243",
         "ENSMUSG00000034247",
@@ -2481,19 +2475,18 @@
         "ENSMUSG00000034252",
         "ENSMUSG00000034254",
         "ENSMUSG00000034259",
-        "ENSMUSG00000034263",
         "ENSMUSG00000034265",
         "ENSMUSG00000034266",
         "ENSMUSG00000034269",
         "ENSMUSG00000034274",
         "ENSMUSG00000034290",
         "ENSMUSG00000034300",
+        "ENSMUSG00000034311",
         "ENSMUSG00000034312",
         "ENSMUSG00000034345",
         "ENSMUSG00000034354",
         "ENSMUSG00000034390",
         "ENSMUSG00000034401",
-        "ENSMUSG00000034403",
         "ENSMUSG00000034422",
         "ENSMUSG00000034430",
         "ENSMUSG00000034432",
@@ -2501,7 +2494,6 @@
         "ENSMUSG00000034459",
         "ENSMUSG00000034473",
         "ENSMUSG00000034518",
-        "ENSMUSG00000034522",
         "ENSMUSG00000034543",
         "ENSMUSG00000034563",
         "ENSMUSG00000034586",
@@ -2525,6 +2517,7 @@
         "ENSMUSG00000034807",
         "ENSMUSG00000034820",
         "ENSMUSG00000034832",
+        "ENSMUSG00000034867",
         "ENSMUSG00000034875",
         "ENSMUSG00000034893",
         "ENSMUSG00000034902",
@@ -2539,7 +2532,6 @@
         "ENSMUSG00000035027",
         "ENSMUSG00000035042",
         "ENSMUSG00000035051",
-        "ENSMUSG00000035064",
         "ENSMUSG00000035069",
         "ENSMUSG00000035078",
         "ENSMUSG00000035086",
@@ -2555,6 +2547,7 @@
         "ENSMUSG00000035199",
         "ENSMUSG00000035202",
         "ENSMUSG00000035208",
+        "ENSMUSG00000035211",
         "ENSMUSG00000035212",
         "ENSMUSG00000035234",
         "ENSMUSG00000035247",
@@ -2567,7 +2560,6 @@
         "ENSMUSG00000035376",
         "ENSMUSG00000035382",
         "ENSMUSG00000035399",
-        "ENSMUSG00000035401",
         "ENSMUSG00000035439",
         "ENSMUSG00000035455",
         "ENSMUSG00000035493",
@@ -2590,7 +2582,6 @@
         "ENSMUSG00000035704",
         "ENSMUSG00000035711",
         "ENSMUSG00000035722",
-        "ENSMUSG00000035725",
         "ENSMUSG00000035754",
         "ENSMUSG00000035757",
         "ENSMUSG00000035772",
@@ -2617,9 +2608,7 @@
         "ENSMUSG00000036061",
         "ENSMUSG00000036073",
         "ENSMUSG00000036078",
-        "ENSMUSG00000036087",
         "ENSMUSG00000036093",
-        "ENSMUSG00000036106",
         "ENSMUSG00000036138",
         "ENSMUSG00000036158",
         "ENSMUSG00000036180",
@@ -2632,6 +2621,7 @@
         "ENSMUSG00000036270",
         "ENSMUSG00000036278",
         "ENSMUSG00000036285",
+        "ENSMUSG00000036291",
         "ENSMUSG00000036299",
         "ENSMUSG00000036339",
         "ENSMUSG00000036352",
@@ -2645,7 +2635,6 @@
         "ENSMUSG00000036446",
         "ENSMUSG00000036450",
         "ENSMUSG00000036503",
-        "ENSMUSG00000036526",
         "ENSMUSG00000036533",
         "ENSMUSG00000036568",
         "ENSMUSG00000036594",
@@ -2659,10 +2648,10 @@
         "ENSMUSG00000036686",
         "ENSMUSG00000036693",
         "ENSMUSG00000036698",
+        "ENSMUSG00000036712",
         "ENSMUSG00000036733",
         "ENSMUSG00000036748",
         "ENSMUSG00000036752",
-        "ENSMUSG00000036779",
         "ENSMUSG00000036817",
         "ENSMUSG00000036819",
         "ENSMUSG00000036820",
@@ -2682,6 +2671,7 @@
         "ENSMUSG00000036932",
         "ENSMUSG00000036934",
         "ENSMUSG00000036944",
+        "ENSMUSG00000036955",
         "ENSMUSG00000036966",
         "ENSMUSG00000036975",
         "ENSMUSG00000036980",
@@ -2719,6 +2709,7 @@
         "ENSMUSG00000037349",
         "ENSMUSG00000037351",
         "ENSMUSG00000037363",
+        "ENSMUSG00000037376",
         "ENSMUSG00000037405",
         "ENSMUSG00000037408",
         "ENSMUSG00000037410",
@@ -2735,7 +2726,6 @@
         "ENSMUSG00000037503",
         "ENSMUSG00000037523",
         "ENSMUSG00000037525",
-        "ENSMUSG00000037536",
         "ENSMUSG00000037548",
         "ENSMUSG00000037553",
         "ENSMUSG00000037570",
@@ -2781,10 +2771,10 @@
         "ENSMUSG00000038034",
         "ENSMUSG00000038055",
         "ENSMUSG00000038059",
-        "ENSMUSG00000038072",
         "ENSMUSG00000038080",
         "ENSMUSG00000038102",
         "ENSMUSG00000038127",
+        "ENSMUSG00000038141",
         "ENSMUSG00000038145",
         "ENSMUSG00000038156",
         "ENSMUSG00000038170",
@@ -2802,7 +2792,6 @@
         "ENSMUSG00000038335",
         "ENSMUSG00000038369",
         "ENSMUSG00000038372",
-        "ENSMUSG00000038375",
         "ENSMUSG00000038387",
         "ENSMUSG00000038388",
         "ENSMUSG00000038393",
@@ -2815,7 +2804,6 @@
         "ENSMUSG00000038481",
         "ENSMUSG00000038485",
         "ENSMUSG00000038489",
-        "ENSMUSG00000038497",
         "ENSMUSG00000038500",
         "ENSMUSG00000038503",
         "ENSMUSG00000038506",
@@ -2846,6 +2834,7 @@
         "ENSMUSG00000038780",
         "ENSMUSG00000038827",
         "ENSMUSG00000038828",
+        "ENSMUSG00000038845",
         "ENSMUSG00000038861",
         "ENSMUSG00000038866",
         "ENSMUSG00000038871",
@@ -2862,7 +2851,6 @@
         "ENSMUSG00000038967",
         "ENSMUSG00000038975",
         "ENSMUSG00000038991",
-        "ENSMUSG00000039000",
         "ENSMUSG00000039007",
         "ENSMUSG00000039016",
         "ENSMUSG00000039018",
@@ -2876,7 +2864,9 @@
         "ENSMUSG00000039069",
         "ENSMUSG00000039087",
         "ENSMUSG00000039109",
+        "ENSMUSG00000039137",
         "ENSMUSG00000039145",
+        "ENSMUSG00000039158",
         "ENSMUSG00000039176",
         "ENSMUSG00000039182",
         "ENSMUSG00000039183",
@@ -2912,7 +2902,6 @@
         "ENSMUSG00000039501",
         "ENSMUSG00000039509",
         "ENSMUSG00000039585",
-        "ENSMUSG00000039615",
         "ENSMUSG00000039623",
         "ENSMUSG00000039637",
         "ENSMUSG00000039648",
@@ -2947,7 +2936,6 @@
         "ENSMUSG00000039917",
         "ENSMUSG00000039958",
         "ENSMUSG00000039990",
-        "ENSMUSG00000039994",
         "ENSMUSG00000040006",
         "ENSMUSG00000040018",
         "ENSMUSG00000040029",
@@ -2966,7 +2954,7 @@
         "ENSMUSG00000040229",
         "ENSMUSG00000040250",
         "ENSMUSG00000040253",
-        "ENSMUSG00000040268",
+        "ENSMUSG00000040263",
         "ENSMUSG00000040269",
         "ENSMUSG00000040276",
         "ENSMUSG00000040296",
@@ -2982,6 +2970,7 @@
         "ENSMUSG00000040396",
         "ENSMUSG00000040414",
         "ENSMUSG00000040415",
+        "ENSMUSG00000040433",
         "ENSMUSG00000040435",
         "ENSMUSG00000040451",
         "ENSMUSG00000040455",
@@ -3026,6 +3015,7 @@
         "ENSMUSG00000041040",
         "ENSMUSG00000041120",
         "ENSMUSG00000041124",
+        "ENSMUSG00000041130",
         "ENSMUSG00000041135",
         "ENSMUSG00000041143",
         "ENSMUSG00000041199",
@@ -3078,7 +3068,6 @@
         "ENSMUSG00000041801",
         "ENSMUSG00000041836",
         "ENSMUSG00000041837",
-        "ENSMUSG00000041846",
         "ENSMUSG00000041859",
         "ENSMUSG00000041920",
         "ENSMUSG00000041921",
@@ -3088,6 +3077,7 @@
         "ENSMUSG00000041995",
         "ENSMUSG00000042046",
         "ENSMUSG00000042082",
+        "ENSMUSG00000042105",
         "ENSMUSG00000042138",
         "ENSMUSG00000042148",
         "ENSMUSG00000042178",
@@ -3095,6 +3085,7 @@
         "ENSMUSG00000042197",
         "ENSMUSG00000042198",
         "ENSMUSG00000042203",
+        "ENSMUSG00000042207",
         "ENSMUSG00000042210",
         "ENSMUSG00000042211",
         "ENSMUSG00000042228",
@@ -3119,6 +3110,7 @@
         "ENSMUSG00000042608",
         "ENSMUSG00000042613",
         "ENSMUSG00000042628",
+        "ENSMUSG00000042642",
         "ENSMUSG00000042644",
         "ENSMUSG00000042650",
         "ENSMUSG00000042660",
@@ -3128,8 +3120,8 @@
         "ENSMUSG00000042712",
         "ENSMUSG00000042726",
         "ENSMUSG00000042729",
+        "ENSMUSG00000042787",
         "ENSMUSG00000042810",
-        "ENSMUSG00000042831",
         "ENSMUSG00000042842",
         "ENSMUSG00000042854",
         "ENSMUSG00000042870",
@@ -3137,7 +3129,7 @@
         "ENSMUSG00000043008",
         "ENSMUSG00000043015",
         "ENSMUSG00000043065",
-        "ENSMUSG00000043067",
+        "ENSMUSG00000043090",
         "ENSMUSG00000043091",
         "ENSMUSG00000043140",
         "ENSMUSG00000043162",
@@ -3145,6 +3137,7 @@
         "ENSMUSG00000043257",
         "ENSMUSG00000043279",
         "ENSMUSG00000043323",
+        "ENSMUSG00000043384",
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pynndescent_index.joblib

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