popV version: 0.6.0

.gitattributes

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OnClass.npz

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README.md

@@ -1,60 +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: brown adipose tissue'
----
-
-Popular Vote (popV) model for automated cell type annotation of single-cell RNA-seq data. We provide here pretrained models
-for plug-in use in your own analysis.
-Follow our [tutorial](https://github.com/YosefLab/popV/blob/main/tabula_sapiens_tutorial.ipynb) to learn how to use the model for cell type annotation.
-
-# Model description
-
-Ageing is characterized by a progressive loss of physiological integrity, leading to impaired function and increased vulnerability to death. Despite rapid advances over recent years, many of the molecular and cellular processes that underlie the progressive loss of healthy physiology are poorly understood. To gain a better insight into these processes, here we generate a single-cell transcriptomic atlas across the lifespan of Mus musculus that includes data from 23 tissues and organs. We found cell-specific changes occurring across multiple cell types and organs, as well as age-related changes in the cellular composition of different organs. Using single-cell transcriptomic data, we assessed cell-type-specific manifestations of different hallmarks of ageing—such as senescence, genomic instability and changes in the immune system. This transcriptomic atlas—which we denote Tabula Muris Senis, or ‘Mouse Ageing Cell Atlas’—provides molecular information about how the most important hallmarks of ageing are reflected in a broad range of tissues and cell types.
-
-**Link to CELLxGENE**:
-Link to the [data](https://cellxgene.cziscience.com/e/8f1bc86b-7976-4826-8602-f5266160ad86.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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| myeloid cell | 72 | 0.95 | 0.94 | 0.98 | 0.92 | 0.00 | 0.94 | 0.99 | 0.96 | 0.99 |
-| B cell | 52 | 0.96 | 0.96 | 0.98 | 0.92 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |
-| endothelial cell | 45 | 0.98 | 1.00 | 1.00 | 0.89 | 0.00 | 0.98 | 0.99 | 0.97 | 1.00 |
-| mesenchymal stem cell of adipose tissue | 8 | 0.93 | 0.94 | 1.00 | 0.57 | 0.00 | 0.89 | 1.00 | 1.00 | 1.00 |
-| T cell | 14 | 0.93 | 0.87 | 0.88 | 0.33 | 0.00 | 0.85 | 0.97 | 1.00 | 0.97 |
-| epithelial cell | 12 | 0.96 | 0.67 | 1.00 | 0.42 | 0.00 | 0.77 | 0.96 | 0.92 | 0.96 |
-| natural killer cell | 3 | 0.80 | 0.50 | 0.00 | 0.50 | 0.00 | 0.44 | 0.80 | 1.00 | 0.80 |
-
-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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| myeloid cell | 684 | 0.96 | 0.86 | 0.90 | 0.97 | 0.00 | 0.96 | 1.00 | 1.00 | 0.99 |
-| B cell | 470 | 0.98 | 0.91 | 0.94 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |
-| endothelial cell | 366 | 0.97 | 0.96 | 0.95 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |
-| mesenchymal stem cell of adipose tissue | 196 | 0.98 | 0.94 | 0.96 | 0.95 | 0.00 | 0.94 | 1.00 | 1.00 | 0.99 |
-| T cell | 139 | 0.90 | 0.88 | 0.91 | 0.85 | 0.00 | 0.97 | 1.00 | 1.00 | 0.99 |
-| epithelial cell | 101 | 0.97 | 0.47 | 0.93 | 0.84 | 0.00 | 0.93 | 1.00 | 1.00 | 1.00 |
-| natural killer cell | 44 | 0.71 | 0.71 | 0.73 | 0.72 | 0.00 | 0.78 | 1.00 | 1.00 | 0.98 |
-
-</details>
-
-
-# References
-
-A single-cell transcriptomic atlas characterizes ageing tissues in the mouse, The Tabula Muris Consortium, Nicole Almanzar, Jane Antony, Ankit S. Baghel, Isaac Bakerman, Ishita Bansal, Ben A. Barres, Philip A. Beachy, Daniela Berdnik, Biter Bilen, Douglas Brownfield, Corey Cain, Charles K. F. Chan, Michelle B. Chen, Michael F. Clarke, Stephanie D. Conley, Spyros Darmanis, Aaron Demers, Kubilay Demir, Antoine de Morree, Tessa Divita, Haley du Bois, Hamid Ebadi, F. Hernán Espinoza, Matt Fish, Qiang Gan, Benson M. George, Astrid Gillich, Rafael Gòmez-Sjöberg, Foad Green, Geraldine Genetiano, Xueying Gu, Gunsagar S. Gulati, Oliver Hahn, Michael Seamus Haney, Yan Hang, Lincoln Harris, Mu He, Shayan Hosseinzadeh, Albin Huang, Kerwyn Casey Huang, Tal Iram, Taichi Isobe, Feather Ives, Robert C. Jones, Kevin S. Kao, Jim Karkanias, Guruswamy Karnam, Andreas Keller, Aaron M. Kershner, Nathalie Khoury, Seung K. Kim, Bernhard M. Kiss, William Kong, Mark A. Krasnow, Maya E. Kumar, Christin S. Kuo, Jonathan Lam, Davis P. Lee, Song E. Lee, Benoit Lehallier, Olivia Leventhal, Guang Li, Qingyun Li, Ling Liu, Annie Lo, Wan-Jin Lu, Maria F. Lugo-Fagundo, Anoop Manjunath, Andrew P. May, Ashley Maynard, Aaron McGeever, Marina McKay, M. Windy McNerney, Bryan Merrill, Ross J. Metzger, Marco Mignardi, Dullei Min, Ahmad N. Nabhan, Norma F. Neff, Katharine M. Ng, Patricia K. Nguyen, Joseph Noh, Roel Nusse, Róbert Pálovics, Rasika Patkar, Weng Chuan Peng, Lolita Penland, Angela Oliveira Pisco, Katherine Pollard, Robert Puccinelli, Zhen Qi, Stephen R. Quake, Thomas A. Rando, Eric J. Rulifson, Nicholas Schaum, Joe M. Segal, Shaheen S. Sikandar, Rahul Sinha, Rene V. Sit, Justin Sonnenburg, Daniel Staehli, Krzysztof Szade, Michelle Tan, Weilun Tan, Cristina Tato, Krissie Tellez, Laughing Bear Torrez Dulgeroff, Kyle J. Travaglini, Carolina Tropini, Margaret Tsui, Lucas Waldburger, Bruce M. Wang, Linda J. van Weele, Kenneth Weinberg, Irving L. Weissman, Michael N. Wosczyna, Sean M. Wu, Tony Wyss-Coray, Jinyi Xiang, Soso Xue, Kevin A. Yamauchi, Andrew C. Yang, Lakshmi P. Yerra, Justin Youngyunpipatkul, Brian Yu, Fabio Zanini, Macy E. Zardeneta, Alexander Zee, Chunyu Zhao, Fan Zhang, Hui Zhang, Martin Jinye Zhang, Lu Zhou, James Zou; Nature, doi: https://doi.org/10.1038/s41586-020-2496-1

accuracies.json

@@ -1,4 +1,4 @@
 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| myeloid cell | 72 | 0.95 | 0.94 | 0.98 | 0.92 | 0.00 | 0.94 | 0.99 | 0.96 | 0.99 |\n| B cell | 52 | 0.96 | 0.96 | 0.98 | 0.92 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 45 | 0.98 | 1.00 | 1.00 | 0.89 | 0.00 | 0.98 | 0.99 | 0.97 | 1.00 |\n| mesenchymal stem cell of adipose tissue | 8 | 0.93 | 0.94 | 1.00 | 0.57 | 0.00 | 0.89 | 1.00 | 1.00 | 1.00 |\n| T cell | 14 | 0.93 | 0.87 | 0.88 | 0.33 | 0.00 | 0.85 | 0.97 | 1.00 | 0.97 |\n| epithelial cell | 12 | 0.96 | 0.67 | 1.00 | 0.42 | 0.00 | 0.77 | 0.96 | 0.92 | 0.96 |\n| natural killer cell | 3 | 0.80 | 0.50 | 0.00 | 0.50 | 0.00 | 0.44 | 0.80 | 1.00 | 0.80 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| myeloid cell | 684 | 0.96 | 0.86 | 0.90 | 0.97 | 0.00 | 0.96 | 1.00 | 1.00 | 0.99 |\n| B cell | 470 | 0.98 | 0.91 | 0.94 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| endothelial cell | 366 | 0.97 | 0.96 | 0.95 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| mesenchymal stem cell of adipose tissue | 196 | 0.98 | 0.94 | 0.96 | 0.95 | 0.00 | 0.94 | 1.00 | 1.00 | 0.99 |\n| T cell | 139 | 0.90 | 0.88 | 0.91 | 0.85 | 0.00 | 0.97 | 1.00 | 1.00 | 0.99 |\n| epithelial cell | 101 | 0.97 | 0.47 | 0.93 | 0.84 | 0.00 | 0.93 | 1.00 | 1.00 | 1.00 |\n| natural killer cell | 44 | 0.71 | 0.71 | 0.73 | 0.72 | 0.00 | 0.78 | 1.00 | 1.00 | 0.98 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| myeloid cell | 70 | 0.97 | 0.91 | 0.96 | 0.96 | 0.00 | 0.92 | 0.98 | 0.98 | 0.99 |\n| B cell | 45 | 0.99 | 0.98 | 0.98 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| endothelial cell | 42 | 0.99 | 0.98 | 0.99 | 0.98 | 0.00 | 0.95 | 0.99 | 1.00 | 0.99 |\n| mesenchymal stem cell of adipose tissue | 16 | 0.97 | 0.94 | 0.97 | 0.97 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| T cell | 13 | 0.93 | 0.87 | 0.87 | 0.87 | 0.00 | 0.96 | 0.93 | 0.93 | 0.93 |\n| epithelial cell | 14 | 0.96 | 0.73 | 0.96 | 0.93 | 0.00 | 0.70 | 0.93 | 0.93 | 0.96 |\n| natural killer cell | 5 | 0.75 | 0.33 | 0.33 | 0.33 | 0.00 | 0.83 | 0.75 | 0.89 | 0.75 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| myeloid cell | 686 | 0.96 | 0.89 | 0.88 | 0.94 | 0.00 | 0.89 | 1.00 | 1.00 | 0.97 |\n| B cell | 477 | 0.97 | 0.92 | 0.93 | 0.97 | 0.00 | 0.96 | 1.00 | 1.00 | 0.98 |\n| endothelial cell | 370 | 0.97 | 0.96 | 0.95 | 0.94 | 0.00 | 0.93 | 1.00 | 1.00 | 0.98 |\n| mesenchymal stem cell of adipose tissue | 186 | 0.98 | 0.95 | 0.93 | 0.99 | 0.00 | 0.97 | 0.99 | 1.00 | 0.98 |\n| T cell | 141 | 0.89 | 0.90 | 0.90 | 0.87 | 0.00 | 0.91 | 1.00 | 1.00 | 0.99 |\n| epithelial cell | 99 | 0.98 | 0.57 | 0.77 | 0.88 | 0.00 | 0.66 | 0.99 | 1.00 | 0.99 |\n| natural killer cell | 41 | 0.61 | 0.65 | 0.72 | 0.48 | 0.00 | 0.77 | 1.00 | 1.00 | 0.98 |"
 }

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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/8f1bc86b-7976-4826-8602-f5266160ad86.cxg/"
-}

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-L16_B000515_B008434_S280.mm10-plus-3-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-M11_B000800_B008432_S299.mm10-plus-3-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+M13_B000800_B008432_S301.mm10-plus-3-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 M14_B000515_B008434_S302.mm10-plus-3-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-M15_B000515_B008434_S303.mm10-plus-3-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 M19_B000800_B008432_S307.mm10-plus-3-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
+N13_B000515_B008434_S325.mm10-plus-3-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 N13_B000800_B008432_S325.mm10-plus-3-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-O10_B000515_B008434_S346.mm10-plus-3-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-O13_B000515_B008434_S349.mm10-plus-3-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-O17_B000800_B008432_S353.mm10-plus-3-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-P12_B000800_B008432_S372.mm10-plus-3-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-A15_B000788_B008433_S15.mm10-plus-6-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+O12_B000800_B008432_S348.mm10-plus-3-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
+P15_B000515_B008434_S375.mm10-plus-3-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+P16_B000800_B008432_S376.mm10-plus-3-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+A22_B000788_B008433_S22.mm10-plus-6-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
 A7_B000788_B008433_S7.mm10-plus-6-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-A9_B000788_B008433_S9.mm10-plus-6-0,T cell,T cell,T cell,T cell,mature T cell,T cell,T cell,natural killer cell,T cell,7,T cell,7,T cell
+A9_B000788_B008433_S9.mm10-plus-6-0,T cell,T cell,T cell,T cell,mature T cell,natural killer cell,T cell,natural killer cell,T cell,6,T cell,6,T cell
+B10_B000788_B008433_S34.mm10-plus-6-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 B1_B000788_B008433_S25.mm10-plus-6-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
 B5_B000788_B008433_S29.mm10-plus-6-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-E14_B000788_B008433_S110.mm10-plus-6-0,T cell,T cell,T cell,T cell,mature T cell,T cell,T cell,T cell,T cell,8,T cell,8,T cell
+C12_B000788_B008433_S60.mm10-plus-6-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 G16_B000788_B008433_S160.mm10-plus-6-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-G9_B000788_B008433_S153.mm10-plus-6-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 H20_B000788_B008433_S188.mm10-plus-6-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
 I11_B000788_B008433_S203.mm10-plus-6-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 I16_B000788_B008433_S208.mm10-plus-6-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 I9_B000788_B008433_S201.mm10-plus-6-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 J16_B000788_B008433_S232.mm10-plus-6-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-K2_B000788_B008433_S242.mm10-plus-6-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
+K14_B000788_B008433_S254.mm10-plus-6-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 K9_B000788_B008433_S249.mm10-plus-6-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-L19_B000788_B008433_S283.mm10-plus-6-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
 M10_B000788_B008433_S298.mm10-plus-6-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-M17_B000788_B008433_S305.mm10-plus-6-0,myeloid cell,myeloid cell,T cell,myeloid cell,eukaryotic cell,epithelial cell,myeloid cell,myeloid cell,myeloid cell,5,myeloid cell,6,eukaryotic cell
-P13_B000788_B008433_S373.mm10-plus-6-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
+M17_B000788_B008433_S305.mm10-plus-6-0,myeloid cell,myeloid cell,myeloid cell,epithelial cell,eukaryotic cell,epithelial cell,epithelial cell,myeloid cell,myeloid cell,4,epithelial cell,4,eukaryotic cell
+P20_B000788_B008433_S380.mm10-plus-6-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
 A12_B000487_B008360_S12.mm10-plus-7-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 A22_B000487_B008360_S22.mm10-plus-7-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
 C15_B000487_B008360_S63.mm10-plus-7-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 D21_B000487_B008360_S93.mm10-plus-7-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-E11_B000487_B008360_S107.mm10-plus-7-0,myeloid cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,7,B cell,7,B cell
 E13_B000487_B008360_S109.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-E20_B000487_B008360_S116.mm10-plus-7-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-F12_B000487_B008360_S132.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 G13_B000487_B008360_S157.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-G14_B000487_B008360_S158.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 H12_B000487_B008360_S180.mm10-plus-7-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-H13_B000487_B008360_S181.mm10-plus-7-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,natural killer cell,B cell,B cell,B cell,7,B cell,7,B cell
-I10_B000487_B008360_S202.mm10-plus-7-0,natural killer cell,T cell,T cell,natural killer cell,mature T cell,natural killer cell,natural killer cell,natural killer cell,natural killer cell,5,natural killer cell,5,lymphocyte
+H13_B000487_B008360_S181.mm10-plus-7-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+I10_B000487_B008360_S202.mm10-plus-7-0,natural killer cell,T cell,T cell,T cell,mature natural killer cell,natural killer cell,T cell,T cell,T cell,5,T cell,6,lymphocyte
 I16_B000487_B008360_S208.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-I20_B000487_B008360_S212.mm10-plus-7-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
 L13_B000487_B008360_S277.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-M11_B000487_B008360_S299.mm10-plus-7-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+M12_B000487_B008360_S300.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 M13_B000487_B008360_S301.mm10-plus-7-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 M14_B000487_B008360_S302.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 M21_B000487_B008360_S309.mm10-plus-7-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-N10_B000487_B008360_S322.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 N18_B000487_B008360_S330.mm10-plus-7-0,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
 O16_B000487_B008360_S352.mm10-plus-7-0,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-O9_B000487_B008360_S345.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
 P9_B000487_B008360_S369.mm10-plus-7-0,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-A11_B000834_S239_L004.mus-0-0-1,T cell,T cell,T cell,B cell,mature T cell,T cell,T cell,T cell,T cell,7,T cell,7,T cell
+A10_B000834_S238_L004.mus-0-0-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+A11_B000834_S239_L004.mus-0-0-1,T cell,T cell,T cell,T cell,mature T cell,T cell,T cell,T cell,T cell,8,T cell,8,T cell
 D13_B000834_S13_L004.mus-0-0-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-D5_B000834_S5_L004.mus-0-0-1,myeloid cell,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of abdominal adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,7,mesenchymal stem cell of adipose tissue,7,mesenchymal stem cell of adipose tissue
+E10_B000834_S34_L004.mus-0-0-1,T cell,T cell,T cell,T cell,mature T cell,T cell,T cell,T cell,T cell,8,T cell,8,T cell
 E12_B000834_S36_L004.mus-0-0-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-E14_B000834_S38_L004.mus-0-0-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-H12_B000834_S108_L004.mus-0-0-1,T cell,T cell,T cell,T cell,mature T cell,T cell,T cell,T cell,T cell,8,T cell,8,T cell
+G15_B000834_S87_L004.mus-0-0-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 H16_B000834_S112_L004.mus-0-0-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
 H4_B000834_S100_L004.mus-0-0-1,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of abdominal adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue
-I22_B000834_S142_L004.mus-0-0-1,endothelial cell,endothelial cell,endothelial cell,mesenchymal stem cell of adipose tissue,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,7,endothelial cell,7,endothelial cell
+I12_B000834_S132_L004.mus-0-0-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
+I22_B000834_S142_L004.mus-0-0-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
+J6_B000834_S150_L004.mus-0-0-1,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of abdominal adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue
 K13_B000834_S181_L004.mus-0-0-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-M6_B000834_S222_L004.mus-0-0-1,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of abdominal adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue
+K2_B000834_S170_L004.mus-0-0-1,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of abdominal adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue
+L11_B000834_S203_L004.mus-0-0-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
+M6_B000834_S222_L004.mus-0-0-1,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,myeloid cell,mesenchymal stem cell of abdominal adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,7,mesenchymal stem cell of adipose tissue,7,mesenchymal stem cell of adipose tissue
 P13_B000834_S1_L004.mus-0-0-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-A12_B001880_S216_L002.mus-1-0-1,epithelial cell,myeloid cell,epithelial cell,T cell,eukaryotic cell,epithelial cell,epithelial cell,epithelial cell,epithelial cell,5,epithelial cell,6,eukaryotic cell
-A22_B001880_S226_L002.mus-1-0-1,epithelial cell,epithelial cell,epithelial cell,endothelial cell,eukaryotic cell,myeloid cell,epithelial cell,epithelial cell,epithelial cell,5,epithelial cell,6,eukaryotic cell
-D14_B001880_S290_L002.mus-1-0-1,myeloid cell,B cell,B cell,T cell,lymph node mantle zone B cell,myeloid cell,myeloid cell,myeloid cell,myeloid cell,4,myeloid cell,5,eukaryotic cell
-F16_B001880_S40_L002.mus-1-0-1,B cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,7,myeloid cell,7,myeloid cell
-G10_B001880_S58_L002.mus-1-0-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-G13_B001880_S61_L002.mus-1-0-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-G2_B001880_S50_L002.mus-1-0-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-G7_B001880_S55_L002.mus-1-0-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-I20_B001880_S116_L002.mus-1-0-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,epithelial cell,myeloid cell,myeloid cell,myeloid cell,7,myeloid cell,7,myeloid cell
-J16_B001880_S136_L002.mus-1-0-1,myeloid cell,B cell,B cell,T cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,5,myeloid cell,5,eukaryotic cell
-L20_B001880_S188_L002.mus-1-0-1,myeloid cell,T cell,myeloid cell,endothelial cell,myeloid leukocyte,epithelial cell,myeloid cell,myeloid cell,myeloid cell,5,myeloid cell,5,eukaryotic cell
-M22_B001880_S214_L002.mus-1-0-1,myeloid cell,mesenchymal stem cell of adipose tissue,myeloid cell,endothelial cell,myeloid leukocyte,mesenchymal stem cell of adipose tissue,myeloid cell,myeloid cell,myeloid cell,5,myeloid cell,5,eukaryotic cell
+P4_B000834_S292_L004.mus-0-0-1,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of abdominal adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue,8,mesenchymal stem cell of adipose tissue
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-O18.B001960.3_56_F.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-O4.MAA000442.3_11_M.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-O7.MAA000556.3_9_M.1.1-1-1,T cell,T cell,T cell,B cell,mature T cell,T cell,T cell,T cell,T cell,7,T cell,7,T cell
-P12.B001960.3_56_F.1.1-1-1,B cell,B cell,B cell,B cell,lymph node mantle zone B cell,B cell,B cell,B cell,B cell,8,B cell,8,B cell
-P13.B001960.3_56_F.1.1-1-1,T cell,T cell,T cell,natural killer cell,mature T cell,T cell,T cell,T cell,T cell,7,T cell,7,T cell
-P16.MAA000441.3_10_M.1.1-1-1,myeloid cell,myeloid cell,myeloid cell,myeloid cell,myeloid leukocyte,myeloid cell,myeloid cell,myeloid cell,myeloid cell,8,myeloid cell,8,myeloid cell
-P19.B001960.3_56_F.1.1-1-1,endothelial cell,endothelial cell,endothelial cell,endothelial cell,endothelial cell of uterus,endothelial cell,endothelial cell,endothelial cell,endothelial cell,8,endothelial cell,8,endothelial cell
-P4.MAA000442.3_11_M.1.1-1-1,myeloid cell,myeloid cell,myeloid cell,mesenchymal stem cell of adipose tissue,eukaryotic cell,endothelial cell,endothelial cell,endothelial cell,myeloid cell,3,endothelial cell,4,eukaryotic cell
-P8.MAA000556.3_9_M.1.1-1-1,T cell,T cell,T cell,B cell,mature T cell,T cell,T cell,T cell,T cell,7,T cell,7,T cell
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+P7.MAA000442.3_11_M.1.1-1-1,T cell,T cell,T cell,T cell,mature T cell,T cell,T cell,T cell,T cell,8,T cell,8,T cell

preprocessing.json

@@ -44,7 +44,6 @@
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@@ -74,11 +73,11 @@
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@@ -97,6 +96,7 @@
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@@ -107,20 +107,16 @@
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@@ -181,7 +177,9 @@
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@@ -191,10 +189,11 @@
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@@ -208,6 +207,7 @@
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@@ -239,8 +239,8 @@
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@@ -263,6 +263,7 @@
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@@ -270,7 +271,6 @@
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@@ -279,7 +279,6 @@
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@@ -303,7 +302,6 @@
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@@ -322,6 +320,7 @@
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@@ -339,7 +338,6 @@
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@@ -358,8 +356,9 @@
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@@ -381,7 +380,6 @@
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@@ -395,7 +393,6 @@
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@@ -429,6 +426,7 @@
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@@ -442,6 +440,7 @@
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@@ -487,10 +486,10 @@
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@@ -517,17 +516,16 @@
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@@ -543,7 +541,6 @@
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@@ -553,13 +550,13 @@
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@@ -610,6 +607,7 @@
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         "ENSMUSG00000018678",
@@ -617,15 +615,16 @@
         "ENSMUSG00000018750",
         "ENSMUSG00000018761",
         "ENSMUSG00000018765",
+        "ENSMUSG00000018770",
         "ENSMUSG00000018796",
         "ENSMUSG00000018819",
         "ENSMUSG00000018820",
         "ENSMUSG00000018821",
         "ENSMUSG00000018845",
+        "ENSMUSG00000018848",
         "ENSMUSG00000018858",
         "ENSMUSG00000018882",
         "ENSMUSG00000018899",
-        "ENSMUSG00000018920",
         "ENSMUSG00000018927",
         "ENSMUSG00000018965",
         "ENSMUSG00000019054",
@@ -634,7 +633,6 @@
         "ENSMUSG00000019088",
         "ENSMUSG00000019122",
         "ENSMUSG00000019132",
-        "ENSMUSG00000019158",
         "ENSMUSG00000019173",
         "ENSMUSG00000019179",
         "ENSMUSG00000019189",
@@ -653,9 +651,9 @@
         "ENSMUSG00000019487",
         "ENSMUSG00000019494",
         "ENSMUSG00000019505",
+        "ENSMUSG00000019528",
         "ENSMUSG00000019539",
         "ENSMUSG00000019579",
-        "ENSMUSG00000019659",
         "ENSMUSG00000019689",
         "ENSMUSG00000019710",
         "ENSMUSG00000019731",
@@ -672,6 +670,7 @@
         "ENSMUSG00000019843",
         "ENSMUSG00000019849",
         "ENSMUSG00000019850",
+        "ENSMUSG00000019851",
         "ENSMUSG00000019857",
         "ENSMUSG00000019861",
         "ENSMUSG00000019868",
@@ -686,6 +685,7 @@
         "ENSMUSG00000019929",
         "ENSMUSG00000019943",
         "ENSMUSG00000019947",
+        "ENSMUSG00000019951",
         "ENSMUSG00000019960",
         "ENSMUSG00000019966",
         "ENSMUSG00000019970",
@@ -717,7 +717,6 @@
         "ENSMUSG00000020115",
         "ENSMUSG00000020116",
         "ENSMUSG00000020124",
-        "ENSMUSG00000020128",
         "ENSMUSG00000020133",
         "ENSMUSG00000020143",
         "ENSMUSG00000020153",
@@ -733,7 +732,6 @@
         "ENSMUSG00000020205",
         "ENSMUSG00000020211",
         "ENSMUSG00000020219",
-        "ENSMUSG00000020224",
         "ENSMUSG00000020225",
         "ENSMUSG00000020227",
         "ENSMUSG00000020232",
@@ -748,9 +746,7 @@
         "ENSMUSG00000020277",
         "ENSMUSG00000020283",
         "ENSMUSG00000020288",
-        "ENSMUSG00000020290",
         "ENSMUSG00000020315",
-        "ENSMUSG00000020326",
         "ENSMUSG00000020340",
         "ENSMUSG00000020346",
         "ENSMUSG00000020349",
@@ -778,7 +774,6 @@
         "ENSMUSG00000020444",
         "ENSMUSG00000020455",
         "ENSMUSG00000020456",
-        "ENSMUSG00000020458",
         "ENSMUSG00000020462",
         "ENSMUSG00000020473",
         "ENSMUSG00000020476",
@@ -805,12 +800,10 @@
         "ENSMUSG00000020577",
         "ENSMUSG00000020580",
         "ENSMUSG00000020585",
-        "ENSMUSG00000020594",
         "ENSMUSG00000020608",
         "ENSMUSG00000020610",
         "ENSMUSG00000020611",
         "ENSMUSG00000020612",
-        "ENSMUSG00000020621",
         "ENSMUSG00000020629",
         "ENSMUSG00000020634",
         "ENSMUSG00000020640",
@@ -818,6 +811,7 @@
         "ENSMUSG00000020642",
         "ENSMUSG00000020644",
         "ENSMUSG00000020647",
+        "ENSMUSG00000020650",
         "ENSMUSG00000020659",
         "ENSMUSG00000020661",
         "ENSMUSG00000020676",
@@ -857,6 +851,7 @@
         "ENSMUSG00000020849",
         "ENSMUSG00000020850",
         "ENSMUSG00000020859",
+        "ENSMUSG00000020863",
         "ENSMUSG00000020869",
         "ENSMUSG00000020873",
         "ENSMUSG00000020893",
@@ -864,7 +859,6 @@
         "ENSMUSG00000020900",
         "ENSMUSG00000020901",
         "ENSMUSG00000020903",
-        "ENSMUSG00000020911",
         "ENSMUSG00000020917",
         "ENSMUSG00000020919",
         "ENSMUSG00000020922",
@@ -879,7 +873,6 @@
         "ENSMUSG00000020982",
         "ENSMUSG00000020994",
         "ENSMUSG00000021012",
-        "ENSMUSG00000021024",
         "ENSMUSG00000021025",
         "ENSMUSG00000021027",
         "ENSMUSG00000021036",
@@ -901,6 +894,7 @@
         "ENSMUSG00000021127",
         "ENSMUSG00000021133",
         "ENSMUSG00000021134",
+        "ENSMUSG00000021140",
         "ENSMUSG00000021149",
         "ENSMUSG00000021156",
         "ENSMUSG00000021171",
@@ -917,16 +911,15 @@
         "ENSMUSG00000021252",
         "ENSMUSG00000021258",
         "ENSMUSG00000021262",
-        "ENSMUSG00000021263",
         "ENSMUSG00000021264",
         "ENSMUSG00000021266",
-        "ENSMUSG00000021270",
         "ENSMUSG00000021273",
         "ENSMUSG00000021277",
         "ENSMUSG00000021281",
         "ENSMUSG00000021282",
         "ENSMUSG00000021286",
         "ENSMUSG00000021288",
+        "ENSMUSG00000021290",
         "ENSMUSG00000021298",
         "ENSMUSG00000021302",
         "ENSMUSG00000021306",
@@ -941,6 +934,7 @@
         "ENSMUSG00000021390",
         "ENSMUSG00000021395",
         "ENSMUSG00000021400",
+        "ENSMUSG00000021408",
         "ENSMUSG00000021411",
         "ENSMUSG00000021413",
         "ENSMUSG00000021417",
@@ -952,7 +946,6 @@
         "ENSMUSG00000021468",
         "ENSMUSG00000021474",
         "ENSMUSG00000021477",
-        "ENSMUSG00000021482",
         "ENSMUSG00000021488",
         "ENSMUSG00000021493",
         "ENSMUSG00000021497",
@@ -962,6 +955,7 @@
         "ENSMUSG00000021537",
         "ENSMUSG00000021548",
         "ENSMUSG00000021549",
+        "ENSMUSG00000021550",
         "ENSMUSG00000021555",
         "ENSMUSG00000021556",
         "ENSMUSG00000021578",
@@ -971,9 +965,11 @@
         "ENSMUSG00000021621",
         "ENSMUSG00000021629",
         "ENSMUSG00000021669",
+        "ENSMUSG00000021681",
         "ENSMUSG00000021686",
         "ENSMUSG00000021693",
         "ENSMUSG00000021701",
+        "ENSMUSG00000021711",
         "ENSMUSG00000021731",
         "ENSMUSG00000021737",
         "ENSMUSG00000021748",
@@ -1006,6 +1002,7 @@
         "ENSMUSG00000021916",
         "ENSMUSG00000021928",
         "ENSMUSG00000021938",
+        "ENSMUSG00000021939",
         "ENSMUSG00000021945",
         "ENSMUSG00000021959",
         "ENSMUSG00000021963",
@@ -1027,19 +1024,17 @@
         "ENSMUSG00000022043",
         "ENSMUSG00000022048",
         "ENSMUSG00000022051",
-        "ENSMUSG00000022089",
         "ENSMUSG00000022090",
         "ENSMUSG00000022091",
-        "ENSMUSG00000022100",
         "ENSMUSG00000022106",
         "ENSMUSG00000022108",
         "ENSMUSG00000022109",
-        "ENSMUSG00000022111",
         "ENSMUSG00000022114",
         "ENSMUSG00000022119",
         "ENSMUSG00000022124",
         "ENSMUSG00000022126",
         "ENSMUSG00000022136",
+        "ENSMUSG00000022139",
         "ENSMUSG00000022141",
         "ENSMUSG00000022146",
         "ENSMUSG00000022151",
@@ -1059,6 +1054,7 @@
         "ENSMUSG00000022223",
         "ENSMUSG00000022228",
         "ENSMUSG00000022234",
+        "ENSMUSG00000022241",
         "ENSMUSG00000022247",
         "ENSMUSG00000022255",
         "ENSMUSG00000022257",
@@ -1078,6 +1074,7 @@
         "ENSMUSG00000022354",
         "ENSMUSG00000022361",
         "ENSMUSG00000022365",
+        "ENSMUSG00000022370",
         "ENSMUSG00000022372",
         "ENSMUSG00000022377",
         "ENSMUSG00000022391",
@@ -1085,6 +1082,7 @@
         "ENSMUSG00000022403",
         "ENSMUSG00000022404",
         "ENSMUSG00000022407",
+        "ENSMUSG00000022427",
         "ENSMUSG00000022433",
         "ENSMUSG00000022436",
         "ENSMUSG00000022439",
@@ -1093,10 +1091,12 @@
         "ENSMUSG00000022462",
         "ENSMUSG00000022474",
         "ENSMUSG00000022475",
+        "ENSMUSG00000022477",
         "ENSMUSG00000022488",
         "ENSMUSG00000022498",
         "ENSMUSG00000022500",
         "ENSMUSG00000022503",
+        "ENSMUSG00000022504",
         "ENSMUSG00000022505",
         "ENSMUSG00000022508",
         "ENSMUSG00000022516",
@@ -1114,6 +1114,7 @@
         "ENSMUSG00000022556",
         "ENSMUSG00000022557",
         "ENSMUSG00000022559",
+        "ENSMUSG00000022565",
         "ENSMUSG00000022570",
         "ENSMUSG00000022584",
         "ENSMUSG00000022587",
@@ -1121,6 +1122,7 @@
         "ENSMUSG00000022614",
         "ENSMUSG00000022620",
         "ENSMUSG00000022634",
+        "ENSMUSG00000022635",
         "ENSMUSG00000022636",
         "ENSMUSG00000022637",
         "ENSMUSG00000022641",
@@ -1141,7 +1143,6 @@
         "ENSMUSG00000022711",
         "ENSMUSG00000022721",
         "ENSMUSG00000022744",
-        "ENSMUSG00000022747",
         "ENSMUSG00000022749",
         "ENSMUSG00000022752",
         "ENSMUSG00000022760",
@@ -1178,7 +1179,6 @@
         "ENSMUSG00000022965",
         "ENSMUSG00000022969",
         "ENSMUSG00000022971",
-        "ENSMUSG00000022973",
         "ENSMUSG00000022974",
         "ENSMUSG00000022983",
         "ENSMUSG00000022992",
@@ -1197,6 +1197,7 @@
         "ENSMUSG00000023104",
         "ENSMUSG00000023106",
         "ENSMUSG00000023143",
+        "ENSMUSG00000023150",
         "ENSMUSG00000023175",
         "ENSMUSG00000023224",
         "ENSMUSG00000023249",
@@ -1215,7 +1216,6 @@
         "ENSMUSG00000023886",
         "ENSMUSG00000023904",
         "ENSMUSG00000023905",
-        "ENSMUSG00000023915",
         "ENSMUSG00000023927",
         "ENSMUSG00000023932",
         "ENSMUSG00000023939",
@@ -1245,7 +1245,6 @@
         "ENSMUSG00000024083",
         "ENSMUSG00000024085",
         "ENSMUSG00000024091",
-        "ENSMUSG00000024095",
         "ENSMUSG00000024097",
         "ENSMUSG00000024098",
         "ENSMUSG00000024104",
@@ -1255,6 +1254,7 @@
         "ENSMUSG00000024146",
         "ENSMUSG00000024150",
         "ENSMUSG00000024158",
+        "ENSMUSG00000024164",
         "ENSMUSG00000024168",
         "ENSMUSG00000024187",
         "ENSMUSG00000024188",
@@ -1279,7 +1279,6 @@
         "ENSMUSG00000024298",
         "ENSMUSG00000024309",
         "ENSMUSG00000024317",
-        "ENSMUSG00000024334",
         "ENSMUSG00000024338",
         "ENSMUSG00000024339",
         "ENSMUSG00000024353",
@@ -1316,7 +1315,7 @@
         "ENSMUSG00000024560",
         "ENSMUSG00000024563",
         "ENSMUSG00000024576",
-        "ENSMUSG00000024581",
+        "ENSMUSG00000024587",
         "ENSMUSG00000024588",
         "ENSMUSG00000024594",
         "ENSMUSG00000024601",
@@ -1327,9 +1326,9 @@
         "ENSMUSG00000024621",
         "ENSMUSG00000024642",
         "ENSMUSG00000024646",
+        "ENSMUSG00000024659",
         "ENSMUSG00000024661",
         "ENSMUSG00000024668",
-        "ENSMUSG00000024673",
         "ENSMUSG00000024675",
         "ENSMUSG00000024677",
         "ENSMUSG00000024683",
@@ -1345,7 +1344,6 @@
         "ENSMUSG00000024778",
         "ENSMUSG00000024780",
         "ENSMUSG00000024782",
-        "ENSMUSG00000024787",
         "ENSMUSG00000024789",
         "ENSMUSG00000024792",
         "ENSMUSG00000024797",
@@ -1365,6 +1363,7 @@
         "ENSMUSG00000024858",
         "ENSMUSG00000024870",
         "ENSMUSG00000024875",
+        "ENSMUSG00000024885",
         "ENSMUSG00000024889",
         "ENSMUSG00000024896",
         "ENSMUSG00000024899",
@@ -1390,7 +1389,6 @@
         "ENSMUSG00000025006",
         "ENSMUSG00000025024",
         "ENSMUSG00000025027",
-        "ENSMUSG00000025034",
         "ENSMUSG00000025035",
         "ENSMUSG00000025040",
         "ENSMUSG00000025041",
@@ -1407,7 +1405,6 @@
         "ENSMUSG00000025142",
         "ENSMUSG00000025144",
         "ENSMUSG00000025147",
-        "ENSMUSG00000025150",
         "ENSMUSG00000025151",
         "ENSMUSG00000025156",
         "ENSMUSG00000025161",
@@ -1441,8 +1438,9 @@
         "ENSMUSG00000025373",
         "ENSMUSG00000025374",
         "ENSMUSG00000025381",
-        "ENSMUSG00000025404",
+        "ENSMUSG00000025408",
         "ENSMUSG00000025417",
+        "ENSMUSG00000025428",
         "ENSMUSG00000025439",
         "ENSMUSG00000025451",
         "ENSMUSG00000025465",
@@ -1470,11 +1468,13 @@
         "ENSMUSG00000025612",
         "ENSMUSG00000025616",
         "ENSMUSG00000025626",
+        "ENSMUSG00000025630",
         "ENSMUSG00000025647",
         "ENSMUSG00000025651",
         "ENSMUSG00000025724",
         "ENSMUSG00000025736",
         "ENSMUSG00000025743",
+        "ENSMUSG00000025781",
         "ENSMUSG00000025784",
         "ENSMUSG00000025786",
         "ENSMUSG00000025790",
@@ -1493,8 +1493,10 @@
         "ENSMUSG00000025880",
         "ENSMUSG00000025888",
         "ENSMUSG00000025898",
+        "ENSMUSG00000025915",
         "ENSMUSG00000025917",
         "ENSMUSG00000025935",
+        "ENSMUSG00000025939",
         "ENSMUSG00000025940",
         "ENSMUSG00000025949",
         "ENSMUSG00000025950",
@@ -1521,6 +1523,7 @@
         "ENSMUSG00000026126",
         "ENSMUSG00000026127",
         "ENSMUSG00000026131",
+        "ENSMUSG00000026154",
         "ENSMUSG00000026155",
         "ENSMUSG00000026159",
         "ENSMUSG00000026174",
@@ -1545,6 +1548,7 @@
         "ENSMUSG00000026305",
         "ENSMUSG00000026335",
         "ENSMUSG00000026353",
+        "ENSMUSG00000026356",
         "ENSMUSG00000026360",
         "ENSMUSG00000026365",
         "ENSMUSG00000026374",
@@ -1575,7 +1579,6 @@
         "ENSMUSG00000026499",
         "ENSMUSG00000026500",
         "ENSMUSG00000026502",
-        "ENSMUSG00000026504",
         "ENSMUSG00000026511",
         "ENSMUSG00000026516",
         "ENSMUSG00000026520",
@@ -1601,6 +1604,7 @@
         "ENSMUSG00000026670",
         "ENSMUSG00000026674",
         "ENSMUSG00000026687",
+        "ENSMUSG00000026688",
         "ENSMUSG00000026696",
         "ENSMUSG00000026701",
         "ENSMUSG00000026727",
@@ -1645,7 +1649,6 @@
         "ENSMUSG00000026922",
         "ENSMUSG00000026924",
         "ENSMUSG00000026946",
-        "ENSMUSG00000026960",
         "ENSMUSG00000026966",
         "ENSMUSG00000026970",
         "ENSMUSG00000026972",
@@ -1692,10 +1695,10 @@
         "ENSMUSG00000027303",
         "ENSMUSG00000027304",
         "ENSMUSG00000027312",
+        "ENSMUSG00000027327",
         "ENSMUSG00000027333",
         "ENSMUSG00000027339",
         "ENSMUSG00000027341",
-        "ENSMUSG00000027346",
         "ENSMUSG00000027360",
         "ENSMUSG00000027361",
         "ENSMUSG00000027363",
@@ -1710,13 +1713,13 @@
         "ENSMUSG00000027404",
         "ENSMUSG00000027405",
         "ENSMUSG00000027406",
-        "ENSMUSG00000027411",
         "ENSMUSG00000027429",
         "ENSMUSG00000027430",
         "ENSMUSG00000027433",
         "ENSMUSG00000027435",
         "ENSMUSG00000027447",
         "ENSMUSG00000027455",
+        "ENSMUSG00000027465",
         "ENSMUSG00000027472",
         "ENSMUSG00000027502",
         "ENSMUSG00000027508",
@@ -1737,7 +1740,6 @@
         "ENSMUSG00000027597",
         "ENSMUSG00000027598",
         "ENSMUSG00000027599",
-        "ENSMUSG00000027601",
         "ENSMUSG00000027602",
         "ENSMUSG00000027613",
         "ENSMUSG00000027618",
@@ -1756,7 +1758,6 @@
         "ENSMUSG00000027673",
         "ENSMUSG00000027677",
         "ENSMUSG00000027678",
-        "ENSMUSG00000027679",
         "ENSMUSG00000027680",
         "ENSMUSG00000027706",
         "ENSMUSG00000027708",
@@ -1815,6 +1816,7 @@
         "ENSMUSG00000028108",
         "ENSMUSG00000028124",
         "ENSMUSG00000028126",
+        "ENSMUSG00000028128",
         "ENSMUSG00000028136",
         "ENSMUSG00000028138",
         "ENSMUSG00000028140",
@@ -1847,7 +1849,6 @@
         "ENSMUSG00000028341",
         "ENSMUSG00000028343",
         "ENSMUSG00000028345",
-        "ENSMUSG00000028369",
         "ENSMUSG00000028378",
         "ENSMUSG00000028381",
         "ENSMUSG00000028382",
@@ -1871,13 +1872,13 @@
         "ENSMUSG00000028514",
         "ENSMUSG00000028517",
         "ENSMUSG00000028530",
+        "ENSMUSG00000028557",
         "ENSMUSG00000028560",
         "ENSMUSG00000028563",
         "ENSMUSG00000028565",
         "ENSMUSG00000028567",
         "ENSMUSG00000028577",
         "ENSMUSG00000028580",
-        "ENSMUSG00000028581",
         "ENSMUSG00000028583",
         "ENSMUSG00000028599",
         "ENSMUSG00000028608",
@@ -1918,12 +1919,15 @@
         "ENSMUSG00000028798",
         "ENSMUSG00000028800",
         "ENSMUSG00000028809",
+        "ENSMUSG00000028811",
         "ENSMUSG00000028826",
         "ENSMUSG00000028832",
         "ENSMUSG00000028837",
         "ENSMUSG00000028847",
         "ENSMUSG00000028849",
+        "ENSMUSG00000028851",
         "ENSMUSG00000028857",
+        "ENSMUSG00000028859",
         "ENSMUSG00000028861",
         "ENSMUSG00000028863",
         "ENSMUSG00000028868",
@@ -1947,7 +1951,6 @@
         "ENSMUSG00000028961",
         "ENSMUSG00000028964",
         "ENSMUSG00000028967",
-        "ENSMUSG00000028969",
         "ENSMUSG00000028970",
         "ENSMUSG00000028975",
         "ENSMUSG00000028982",
@@ -1955,6 +1958,7 @@
         "ENSMUSG00000029003",
         "ENSMUSG00000029004",
         "ENSMUSG00000029007",
+        "ENSMUSG00000029030",
         "ENSMUSG00000029034",
         "ENSMUSG00000029038",
         "ENSMUSG00000029048",
@@ -1978,6 +1982,7 @@
         "ENSMUSG00000029135",
         "ENSMUSG00000029145",
         "ENSMUSG00000029146",
+        "ENSMUSG00000029147",
         "ENSMUSG00000029148",
         "ENSMUSG00000029152",
         "ENSMUSG00000029162",
@@ -1987,7 +1992,6 @@
         "ENSMUSG00000029178",
         "ENSMUSG00000029185",
         "ENSMUSG00000029191",
-        "ENSMUSG00000029192",
         "ENSMUSG00000029198",
         "ENSMUSG00000029199",
         "ENSMUSG00000029201",
@@ -2055,7 +2059,6 @@
         "ENSMUSG00000029528",
         "ENSMUSG00000029535",
         "ENSMUSG00000029538",
-        "ENSMUSG00000029545",
         "ENSMUSG00000029552",
         "ENSMUSG00000029559",
         "ENSMUSG00000029561",
@@ -2098,8 +2101,8 @@
         "ENSMUSG00000029802",
         "ENSMUSG00000029810",
         "ENSMUSG00000029815",
-        "ENSMUSG00000029816",
         "ENSMUSG00000029826",
+        "ENSMUSG00000029836",
         "ENSMUSG00000029840",
         "ENSMUSG00000029860",
         "ENSMUSG00000029918",
@@ -2113,7 +2116,6 @@
         "ENSMUSG00000030036",
         "ENSMUSG00000030037",
         "ENSMUSG00000030055",
-        "ENSMUSG00000030056",
         "ENSMUSG00000030057",
         "ENSMUSG00000030060",
         "ENSMUSG00000030062",
@@ -2122,12 +2124,14 @@
         "ENSMUSG00000030083",
         "ENSMUSG00000030091",
         "ENSMUSG00000030096",
-        "ENSMUSG00000030101",
         "ENSMUSG00000030102",
         "ENSMUSG00000030103",
         "ENSMUSG00000030104",
+        "ENSMUSG00000030105",
         "ENSMUSG00000030116",
+        "ENSMUSG00000030126",
         "ENSMUSG00000030127",
+        "ENSMUSG00000030144",
         "ENSMUSG00000030161",
         "ENSMUSG00000030168",
         "ENSMUSG00000030180",
@@ -2142,7 +2146,6 @@
         "ENSMUSG00000030214",
         "ENSMUSG00000030216",
         "ENSMUSG00000030218",
-        "ENSMUSG00000030220",
         "ENSMUSG00000030224",
         "ENSMUSG00000030225",
         "ENSMUSG00000030246",
@@ -2156,6 +2159,7 @@
         "ENSMUSG00000030287",
         "ENSMUSG00000030291",
         "ENSMUSG00000030313",
+        "ENSMUSG00000030314",
         "ENSMUSG00000030317",
         "ENSMUSG00000030330",
         "ENSMUSG00000030335",
@@ -2189,7 +2193,6 @@
         "ENSMUSG00000030595",
         "ENSMUSG00000030603",
         "ENSMUSG00000030605",
-        "ENSMUSG00000030612",
         "ENSMUSG00000030615",
         "ENSMUSG00000030647",
         "ENSMUSG00000030659",
@@ -2200,6 +2203,7 @@
         "ENSMUSG00000030680",
         "ENSMUSG00000030681",
         "ENSMUSG00000030682",
+        "ENSMUSG00000030695",
         "ENSMUSG00000030706",
         "ENSMUSG00000030711",
         "ENSMUSG00000030714",
@@ -2217,13 +2221,13 @@
         "ENSMUSG00000030751",
         "ENSMUSG00000030754",
         "ENSMUSG00000030759",
+        "ENSMUSG00000030760",
         "ENSMUSG00000030766",
         "ENSMUSG00000030779",
         "ENSMUSG00000030795",
         "ENSMUSG00000030798",
         "ENSMUSG00000030802",
         "ENSMUSG00000030814",
-        "ENSMUSG00000030816",
         "ENSMUSG00000030822",
         "ENSMUSG00000030826",
         "ENSMUSG00000030830",
@@ -2256,7 +2260,6 @@
         "ENSMUSG00000031133",
         "ENSMUSG00000031134",
         "ENSMUSG00000031146",
-        "ENSMUSG00000031148",
         "ENSMUSG00000031149",
         "ENSMUSG00000031153",
         "ENSMUSG00000031154",
@@ -2272,6 +2275,7 @@
         "ENSMUSG00000031217",
         "ENSMUSG00000031226",
         "ENSMUSG00000031229",
+        "ENSMUSG00000031232",
         "ENSMUSG00000031239",
         "ENSMUSG00000031245",
         "ENSMUSG00000031246",
@@ -2281,12 +2285,12 @@
         "ENSMUSG00000031304",
         "ENSMUSG00000031342",
         "ENSMUSG00000031357",
-        "ENSMUSG00000031358",
         "ENSMUSG00000031360",
         "ENSMUSG00000031370",
         "ENSMUSG00000031375",
         "ENSMUSG00000031378",
         "ENSMUSG00000031386",
+        "ENSMUSG00000031388",
         "ENSMUSG00000031389",
         "ENSMUSG00000031393",
         "ENSMUSG00000031400",
@@ -2296,6 +2300,7 @@
         "ENSMUSG00000031429",
         "ENSMUSG00000031432",
         "ENSMUSG00000031441",
+        "ENSMUSG00000031447",
         "ENSMUSG00000031451",
         "ENSMUSG00000031453",
         "ENSMUSG00000031467",
@@ -2316,7 +2321,6 @@
         "ENSMUSG00000031536",
         "ENSMUSG00000031545",
         "ENSMUSG00000031546",
-        "ENSMUSG00000031548",
         "ENSMUSG00000031556",
         "ENSMUSG00000031557",
         "ENSMUSG00000031565",
@@ -2326,7 +2330,6 @@
         "ENSMUSG00000031590",
         "ENSMUSG00000031591",
         "ENSMUSG00000031592",
-        "ENSMUSG00000031600",
         "ENSMUSG00000031604",
         "ENSMUSG00000031622",
         "ENSMUSG00000031627",
@@ -2336,6 +2339,7 @@
         "ENSMUSG00000031659",
         "ENSMUSG00000031660",
         "ENSMUSG00000031681",
+        "ENSMUSG00000031683",
         "ENSMUSG00000031696",
         "ENSMUSG00000031697",
         "ENSMUSG00000031708",
@@ -2359,12 +2363,12 @@
         "ENSMUSG00000031796",
         "ENSMUSG00000031799",
         "ENSMUSG00000031807",
+        "ENSMUSG00000031812",
         "ENSMUSG00000031813",
         "ENSMUSG00000031819",
         "ENSMUSG00000031820",
         "ENSMUSG00000031822",
         "ENSMUSG00000031823",
-        "ENSMUSG00000031824",
         "ENSMUSG00000031825",
         "ENSMUSG00000031835",
         "ENSMUSG00000031838",
@@ -2388,7 +2392,9 @@
         "ENSMUSG00000031930",
         "ENSMUSG00000031934",
         "ENSMUSG00000031939",
+        "ENSMUSG00000031948",
         "ENSMUSG00000031950",
+        "ENSMUSG00000031960",
         "ENSMUSG00000031967",
         "ENSMUSG00000031985",
         "ENSMUSG00000031996",
@@ -2399,11 +2405,11 @@
         "ENSMUSG00000032018",
         "ENSMUSG00000032030",
         "ENSMUSG00000032038",
+        "ENSMUSG00000032042",
         "ENSMUSG00000032046",
         "ENSMUSG00000032047",
         "ENSMUSG00000032050",
         "ENSMUSG00000032051",
-        "ENSMUSG00000032053",
         "ENSMUSG00000032060",
         "ENSMUSG00000032067",
         "ENSMUSG00000032078",
@@ -2414,7 +2420,6 @@
         "ENSMUSG00000032126",
         "ENSMUSG00000032171",
         "ENSMUSG00000032178",
-        "ENSMUSG00000032184",
         "ENSMUSG00000032193",
         "ENSMUSG00000032212",
         "ENSMUSG00000032215",
@@ -2423,7 +2428,6 @@
         "ENSMUSG00000032231",
         "ENSMUSG00000032239",
         "ENSMUSG00000032249",
-        "ENSMUSG00000032265",
         "ENSMUSG00000032279",
         "ENSMUSG00000032299",
         "ENSMUSG00000032301",
@@ -2432,13 +2436,11 @@
         "ENSMUSG00000032314",
         "ENSMUSG00000032316",
         "ENSMUSG00000032320",
-        "ENSMUSG00000032322",
         "ENSMUSG00000032324",
         "ENSMUSG00000032336",
         "ENSMUSG00000032349",
         "ENSMUSG00000032350",
         "ENSMUSG00000032353",
-        "ENSMUSG00000032359",
         "ENSMUSG00000032366",
         "ENSMUSG00000032369",
         "ENSMUSG00000032370",
@@ -2455,21 +2457,21 @@
         "ENSMUSG00000032431",
         "ENSMUSG00000032435",
         "ENSMUSG00000032436",
+        "ENSMUSG00000032458",
         "ENSMUSG00000032463",
         "ENSMUSG00000032468",
         "ENSMUSG00000032475",
         "ENSMUSG00000032479",
         "ENSMUSG00000032480",
         "ENSMUSG00000032481",
-        "ENSMUSG00000032487",
         "ENSMUSG00000032497",
         "ENSMUSG00000032501",
         "ENSMUSG00000032504",
         "ENSMUSG00000032508",
         "ENSMUSG00000032525",
+        "ENSMUSG00000032526",
         "ENSMUSG00000032531",
         "ENSMUSG00000032536",
-        "ENSMUSG00000032551",
         "ENSMUSG00000032553",
         "ENSMUSG00000032554",
         "ENSMUSG00000032557",
@@ -2481,8 +2483,10 @@
         "ENSMUSG00000032580",
         "ENSMUSG00000032582",
         "ENSMUSG00000032590",
+        "ENSMUSG00000032594",
         "ENSMUSG00000032596",
         "ENSMUSG00000032602",
+        "ENSMUSG00000032604",
         "ENSMUSG00000032612",
         "ENSMUSG00000032621",
         "ENSMUSG00000032624",
@@ -2492,16 +2496,13 @@
         "ENSMUSG00000032667",
         "ENSMUSG00000032673",
         "ENSMUSG00000032691",
-        "ENSMUSG00000032698",
         "ENSMUSG00000032727",
         "ENSMUSG00000032740",
         "ENSMUSG00000032754",
         "ENSMUSG00000032757",
         "ENSMUSG00000032766",
         "ENSMUSG00000032786",
-        "ENSMUSG00000032788",
         "ENSMUSG00000032802",
-        "ENSMUSG00000032812",
         "ENSMUSG00000032849",
         "ENSMUSG00000032869",
         "ENSMUSG00000032905",
@@ -2519,6 +2520,7 @@
         "ENSMUSG00000033106",
         "ENSMUSG00000033107",
         "ENSMUSG00000033124",
+        "ENSMUSG00000033128",
         "ENSMUSG00000033159",
         "ENSMUSG00000033174",
         "ENSMUSG00000033184",
@@ -2555,6 +2557,7 @@
         "ENSMUSG00000033735",
         "ENSMUSG00000033760",
         "ENSMUSG00000033767",
+        "ENSMUSG00000033792",
         "ENSMUSG00000033845",
         "ENSMUSG00000033863",
         "ENSMUSG00000033880",
@@ -2568,12 +2571,12 @@
         "ENSMUSG00000033953",
         "ENSMUSG00000033960",
         "ENSMUSG00000034006",
+        "ENSMUSG00000034041",
         "ENSMUSG00000034042",
         "ENSMUSG00000034075",
         "ENSMUSG00000034083",
         "ENSMUSG00000034101",
         "ENSMUSG00000034108",
-        "ENSMUSG00000034109",
         "ENSMUSG00000034118",
         "ENSMUSG00000034120",
         "ENSMUSG00000034152",
@@ -2587,7 +2590,6 @@
         "ENSMUSG00000034247",
         "ENSMUSG00000034252",
         "ENSMUSG00000034254",
-        "ENSMUSG00000034255",
         "ENSMUSG00000034259",
         "ENSMUSG00000034269",
         "ENSMUSG00000034290",
@@ -2640,6 +2642,7 @@
         "ENSMUSG00000034993",
         "ENSMUSG00000034998",
         "ENSMUSG00000035011",
+        "ENSMUSG00000035021",
         "ENSMUSG00000035027",
         "ENSMUSG00000035086",
         "ENSMUSG00000035093",
@@ -2647,7 +2650,6 @@
         "ENSMUSG00000035152",
         "ENSMUSG00000035161",
         "ENSMUSG00000035171",
-        "ENSMUSG00000035173",
         "ENSMUSG00000035199",
         "ENSMUSG00000035203",
         "ENSMUSG00000035215",
@@ -2691,6 +2693,7 @@
         "ENSMUSG00000035828",
         "ENSMUSG00000035847",
         "ENSMUSG00000035851",
+        "ENSMUSG00000035863",
         "ENSMUSG00000035890",
         "ENSMUSG00000035891",
         "ENSMUSG00000035898",
@@ -2704,10 +2707,10 @@
         "ENSMUSG00000036087",
         "ENSMUSG00000036093",
         "ENSMUSG00000036111",
+        "ENSMUSG00000036112",
         "ENSMUSG00000036114",
         "ENSMUSG00000036120",
         "ENSMUSG00000036144",
-        "ENSMUSG00000036167",
         "ENSMUSG00000036180",
         "ENSMUSG00000036181",
         "ENSMUSG00000036202",
@@ -2754,7 +2757,6 @@
         "ENSMUSG00000036781",
         "ENSMUSG00000036817",
         "ENSMUSG00000036822",
-        "ENSMUSG00000036835",
         "ENSMUSG00000036840",
         "ENSMUSG00000036845",
         "ENSMUSG00000036850",
@@ -2768,10 +2770,10 @@
         "ENSMUSG00000036905",
         "ENSMUSG00000036918",
         "ENSMUSG00000036931",
-        "ENSMUSG00000036932",
         "ENSMUSG00000036934",
         "ENSMUSG00000036940",
         "ENSMUSG00000036943",
+        "ENSMUSG00000036968",
         "ENSMUSG00000036980",
         "ENSMUSG00000036985",
         "ENSMUSG00000036986",
@@ -2861,10 +2863,8 @@
         "ENSMUSG00000038005",
         "ENSMUSG00000038013",
         "ENSMUSG00000038014",
-        "ENSMUSG00000038034",
         "ENSMUSG00000038037",
         "ENSMUSG00000038058",
-        "ENSMUSG00000038059",
         "ENSMUSG00000038069",
         "ENSMUSG00000038072",
         "ENSMUSG00000038095",
@@ -2872,7 +2872,6 @@
         "ENSMUSG00000038160",
         "ENSMUSG00000038175",
         "ENSMUSG00000038178",
-        "ENSMUSG00000038181",
         "ENSMUSG00000038212",
         "ENSMUSG00000038213",
         "ENSMUSG00000038235",
@@ -2884,10 +2883,10 @@
         "ENSMUSG00000038352",
         "ENSMUSG00000038366",
         "ENSMUSG00000038369",
+        "ENSMUSG00000038374",
         "ENSMUSG00000038387",
         "ENSMUSG00000038388",
         "ENSMUSG00000038393",
-        "ENSMUSG00000038400",
         "ENSMUSG00000038418",
         "ENSMUSG00000038421",
         "ENSMUSG00000038429",
@@ -2909,7 +2908,6 @@
         "ENSMUSG00000038615",
         "ENSMUSG00000038619",
         "ENSMUSG00000038622",
-        "ENSMUSG00000038623",
         "ENSMUSG00000038628",
         "ENSMUSG00000038642",
         "ENSMUSG00000038650",
@@ -2918,7 +2916,6 @@
         "ENSMUSG00000038679",
         "ENSMUSG00000038683",
         "ENSMUSG00000038695",
-        "ENSMUSG00000038697",
         "ENSMUSG00000038708",
         "ENSMUSG00000038712",
         "ENSMUSG00000038722",
@@ -2928,6 +2925,7 @@
         "ENSMUSG00000038784",
         "ENSMUSG00000038812",
         "ENSMUSG00000038828",
+        "ENSMUSG00000038845",
         "ENSMUSG00000038848",
         "ENSMUSG00000038872",
         "ENSMUSG00000038876",
@@ -2942,7 +2940,6 @@
         "ENSMUSG00000039031",
         "ENSMUSG00000039041",
         "ENSMUSG00000039047",
-        "ENSMUSG00000039050",
         "ENSMUSG00000039067",
         "ENSMUSG00000039100",
         "ENSMUSG00000039108",
@@ -2965,7 +2962,6 @@
         "ENSMUSG00000039219",
         "ENSMUSG00000039220",
         "ENSMUSG00000039236",
-        "ENSMUSG00000039244",
         "ENSMUSG00000039262",
         "ENSMUSG00000039286",
         "ENSMUSG00000039294",
@@ -2984,13 +2980,13 @@
         "ENSMUSG00000039531",
         "ENSMUSG00000039536",
         "ENSMUSG00000039568",
+        "ENSMUSG00000039599",
         "ENSMUSG00000039615",
         "ENSMUSG00000039637",
         "ENSMUSG00000039656",
         "ENSMUSG00000039671",
         "ENSMUSG00000039680",
         "ENSMUSG00000039682",
-        "ENSMUSG00000039703",
         "ENSMUSG00000039745",
         "ENSMUSG00000039753",
         "ENSMUSG00000039756",
@@ -3003,15 +2999,14 @@
         "ENSMUSG00000039849",
         "ENSMUSG00000039852",
         "ENSMUSG00000039886",
+        "ENSMUSG00000039899",
         "ENSMUSG00000039910",
         "ENSMUSG00000039936",
         "ENSMUSG00000039942",
-        "ENSMUSG00000039952",
         "ENSMUSG00000039959",
         "ENSMUSG00000039968",
         "ENSMUSG00000039988",
         "ENSMUSG00000040006",
-        "ENSMUSG00000040029",
         "ENSMUSG00000040033",
         "ENSMUSG00000040043",
         "ENSMUSG00000040044",
@@ -3019,7 +3014,6 @@
         "ENSMUSG00000040123",
         "ENSMUSG00000040152",
         "ENSMUSG00000040158",
-        "ENSMUSG00000040170",
         "ENSMUSG00000040181",
         "ENSMUSG00000040188",
         "ENSMUSG00000040225",
@@ -3060,10 +3054,11 @@
         "ENSMUSG00000040681",
         "ENSMUSG00000040687",
         "ENSMUSG00000040699",
+        "ENSMUSG00000040710",
         "ENSMUSG00000040725",
         "ENSMUSG00000040731",
         "ENSMUSG00000040746",
-        "ENSMUSG00000040751",
+        "ENSMUSG00000040760",
         "ENSMUSG00000040761",
         "ENSMUSG00000040785",
         "ENSMUSG00000040813",
@@ -3077,7 +3072,7 @@
         "ENSMUSG00000040865",
         "ENSMUSG00000040883",
         "ENSMUSG00000040943",
-        "ENSMUSG00000040990",
+        "ENSMUSG00000040945",
         "ENSMUSG00000040997",
         "ENSMUSG00000041028",
         "ENSMUSG00000041040",
@@ -3105,11 +3100,11 @@
         "ENSMUSG00000041445",
         "ENSMUSG00000041459",
         "ENSMUSG00000041483",
-        "ENSMUSG00000041488",
         "ENSMUSG00000041515",
         "ENSMUSG00000041560",
         "ENSMUSG00000041577",
         "ENSMUSG00000041598",
+        "ENSMUSG00000041629",
         "ENSMUSG00000041638",
         "ENSMUSG00000041642",
         "ENSMUSG00000041645",
@@ -3131,7 +3126,6 @@
         "ENSMUSG00000041926",
         "ENSMUSG00000041958",
         "ENSMUSG00000041959",
-        "ENSMUSG00000041961",
         "ENSMUSG00000041966",
         "ENSMUSG00000041997",
         "ENSMUSG00000042032",
@@ -3164,7 +3158,6 @@
         "ENSMUSG00000042557",
         "ENSMUSG00000042572",
         "ENSMUSG00000042594",
-        "ENSMUSG00000042605",
         "ENSMUSG00000042608",
         "ENSMUSG00000042626",
         "ENSMUSG00000042659",
@@ -3178,7 +3171,6 @@
         "ENSMUSG00000042712",
         "ENSMUSG00000042729",
         "ENSMUSG00000042745",
-        "ENSMUSG00000042790",
         "ENSMUSG00000042831",
         "ENSMUSG00000042834",
         "ENSMUSG00000042901",
@@ -3186,16 +3178,12 @@
         "ENSMUSG00000043008",
         "ENSMUSG00000043067",
         "ENSMUSG00000043091",
-        "ENSMUSG00000043207",
         "ENSMUSG00000043252",
         "ENSMUSG00000043263",
         "ENSMUSG00000043284",
         "ENSMUSG00000043336",
-        "ENSMUSG00000043421",
         "ENSMUSG00000043424",
         "ENSMUSG00000043505",
-        "ENSMUSG00000043631",
-        "ENSMUSG00000043702",
         "ENSMUSG00000043733",
         "ENSMUSG00000043832",
         "ENSMUSG00000043940",
@@ -3229,6 +3217,7 @@
         "ENSMUSG00000045107",
         "ENSMUSG00000045160",
         "ENSMUSG00000045176",
+        "ENSMUSG00000045193",
         "ENSMUSG00000045210",
         "ENSMUSG00000045302",
         "ENSMUSG00000045377",
@@ -3242,8 +3231,10 @@
         "ENSMUSG00000045636",
         "ENSMUSG00000045664",
         "ENSMUSG00000045665",
+        "ENSMUSG00000045679",
         "ENSMUSG00000045690",
         "ENSMUSG00000045730",
+        "ENSMUSG00000045752",
         "ENSMUSG00000045763",
         "ENSMUSG00000045826",
         "ENSMUSG00000045827",
@@ -3259,17 +3250,18 @@
         "ENSMUSG00000046034",
         "ENSMUSG00000046062",
         "ENSMUSG00000046079",
+        "ENSMUSG00000046138",
         "ENSMUSG00000046201",
         "ENSMUSG00000046223",
         "ENSMUSG00000046230",
         "ENSMUSG00000046245",
-        "ENSMUSG00000046402",
         "ENSMUSG00000046432",
         "ENSMUSG00000046447",
         "ENSMUSG00000046470",
         "ENSMUSG00000046546",
         "ENSMUSG00000046562",
         "ENSMUSG00000046668",
+        "ENSMUSG00000046675",
         "ENSMUSG00000046711",
         "ENSMUSG00000046718",
         "ENSMUSG00000046722",
@@ -3281,7 +3273,6 @@
         "ENSMUSG00000046876",
         "ENSMUSG00000046879",
         "ENSMUSG00000047036",
-        "ENSMUSG00000047045",
         "ENSMUSG00000047180",
         "ENSMUSG00000047187",
         "ENSMUSG00000047213",
@@ -3323,6 +3314,7 @@
         "ENSMUSG00000048271",
         "ENSMUSG00000048277",
         "ENSMUSG00000048307",
+        "ENSMUSG00000048332",
         "ENSMUSG00000048489",
         "ENSMUSG00000048490",
         "ENSMUSG00000048578",
@@ -3353,6 +3345,7 @@
         "ENSMUSG00000050002",
         "ENSMUSG00000050017",
         "ENSMUSG00000050043",
+        "ENSMUSG00000050088",
         "ENSMUSG00000050188",
         "ENSMUSG00000050212",
         "ENSMUSG00000050310",
@@ -3394,38 +3387,42 @@
         "ENSMUSG00000051627",
         "ENSMUSG00000051650",
         "ENSMUSG00000051695",
-        "ENSMUSG00000051768",
         "ENSMUSG00000051989",
         "ENSMUSG00000052013",
         "ENSMUSG00000052031",
         "ENSMUSG00000052040",
         "ENSMUSG00000052056",
         "ENSMUSG00000052085",
+        "ENSMUSG00000052142",
         "ENSMUSG00000052144",
         "ENSMUSG00000052160",
         "ENSMUSG00000052253",
         "ENSMUSG00000052296",
         "ENSMUSG00000052305",
+        "ENSMUSG00000052310",
         "ENSMUSG00000052336",
         "ENSMUSG00000052384",
+        "ENSMUSG00000052397",
         "ENSMUSG00000052423",
         "ENSMUSG00000052428",
         "ENSMUSG00000052456",
         "ENSMUSG00000052459",
+        "ENSMUSG00000052477",
         "ENSMUSG00000052534",
         "ENSMUSG00000052593",
         "ENSMUSG00000052684",
         "ENSMUSG00000052707",
+        "ENSMUSG00000052712",
         "ENSMUSG00000052727",
         "ENSMUSG00000052738",
         "ENSMUSG00000052748",
         "ENSMUSG00000052752",
         "ENSMUSG00000052760",
-        "ENSMUSG00000052776",
         "ENSMUSG00000052837",
         "ENSMUSG00000052906",
         "ENSMUSG00000052911",
         "ENSMUSG00000052915",
+        "ENSMUSG00000052926",
         "ENSMUSG00000052957",
         "ENSMUSG00000052962",
         "ENSMUSG00000053012",
@@ -3459,6 +3456,7 @@
         "ENSMUSG00000053841",
         "ENSMUSG00000053898",
         "ENSMUSG00000053907",
+        "ENSMUSG00000053929",
         "ENSMUSG00000053931",
         "ENSMUSG00000054072",
         "ENSMUSG00000054203",
@@ -3477,7 +3475,6 @@
         "ENSMUSG00000054452",
         "ENSMUSG00000054455",
         "ENSMUSG00000054499",
-        "ENSMUSG00000054509",
         "ENSMUSG00000054604",
         "ENSMUSG00000054611",
         "ENSMUSG00000054648",
@@ -3498,6 +3495,7 @@
         "ENSMUSG00000055204",
         "ENSMUSG00000055239",
         "ENSMUSG00000055319",
+        "ENSMUSG00000055322",
         "ENSMUSG00000055401",
         "ENSMUSG00000055435",
         "ENSMUSG00000055436",
@@ -3510,6 +3508,7 @@
         "ENSMUSG00000055799",
         "ENSMUSG00000055817",
         "ENSMUSG00000055850",
+        "ENSMUSG00000055917",
         "ENSMUSG00000055932",
         "ENSMUSG00000055943",
         "ENSMUSG00000056050",
@@ -3546,6 +3545,7 @@
         "ENSMUSG00000057098",
         "ENSMUSG00000057110",
         "ENSMUSG00000057113",
+        "ENSMUSG00000057133",
         "ENSMUSG00000057137",
         "ENSMUSG00000057143",
         "ENSMUSG00000057191",
@@ -3578,7 +3578,6 @@
         "ENSMUSG00000058240",
         "ENSMUSG00000058254",
         "ENSMUSG00000058267",
-        "ENSMUSG00000058291",
         "ENSMUSG00000058301",
         "ENSMUSG00000058318",
         "ENSMUSG00000058325",
@@ -3599,7 +3598,6 @@
         "ENSMUSG00000059013",
         "ENSMUSG00000059108",
         "ENSMUSG00000059182",
-        "ENSMUSG00000059208",
         "ENSMUSG00000059263",
         "ENSMUSG00000059288",
         "ENSMUSG00000059326",
@@ -3617,10 +3615,10 @@
         "ENSMUSG00000059734",
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     ],
     "label_categories": [

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