popV version: 0.6.0

.gitattributes

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

OnClass.data-00000-of-00001

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OnClass.npz

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README.md

@@ -1,64 +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: kidney'
----
-
-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/524179b0-b406-4723-9c46-293ffa77ca81.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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| kidney collecting duct epithelial cell | 25 | 0.96 | 0.69 | 0.89 | 0.56 | 0.00 | 0.58 | 0.96 | 0.98 | 0.98 |
-| epithelial cell of proximal tubule | 40 | 0.95 | 0.96 | 0.83 | 0.48 | 0.00 | 0.13 | 0.98 | 0.99 | 1.00 |
-| kidney collecting duct principal cell | 8 | 0.71 | 0.63 | 0.71 | 0.67 | 0.00 | 0.20 | 1.00 | 0.94 | 1.00 |
-| macrophage | 13 | 0.92 | 0.92 | 0.92 | 0.75 | 0.00 | 0.92 | 1.00 | 1.00 | 1.00 |
-| kidney loop of Henle ascending limb epithelial cell | 12 | 0.78 | 0.73 | 0.85 | 0.56 | 0.00 | 0.71 | 1.00 | 1.00 | 1.00 |
-| mesangial cell | 11 | 0.49 | 0.83 | 0.80 | 0.48 | 0.00 | 0.44 | 0.45 | 0.45 | 0.49 |
-| B cell | 2 | 0.67 | 0.67 | 0.50 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |
-| T cell | 9 | 0.95 | 1.00 | 0.72 | 0.40 | 0.00 | 0.47 | 1.00 | 1.00 | 0.95 |
-| kidney interstitial fibroblast | 4 | 0.86 | 0.86 | 0.86 | 0.29 | 0.00 | 0.33 | 0.67 | 0.86 | 0.86 |
-
-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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| kidney collecting duct epithelial cell | 408 | 0.95 | 0.77 | 0.94 | 0.82 | 0.00 | 0.69 | 1.00 | 1.00 | 0.99 |
-| epithelial cell of proximal tubule | 350 | 0.94 | 0.94 | 0.83 | 0.77 | 0.00 | 0.08 | 0.97 | 0.99 | 0.98 |
-| kidney collecting duct principal cell | 146 | 0.86 | 0.75 | 0.85 | 0.73 | 0.00 | 0.13 | 1.00 | 0.98 | 0.95 |
-| macrophage | 138 | 0.96 | 0.98 | 0.99 | 0.79 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
-| kidney loop of Henle ascending limb epithelial cell | 129 | 0.88 | 0.76 | 0.87 | 0.74 | 0.00 | 0.66 | 1.00 | 1.00 | 0.94 |
-| mesangial cell | 79 | 0.36 | 0.88 | 0.78 | 0.53 | 0.00 | 0.65 | 0.42 | 0.42 | 0.42 |
-| B cell | 79 | 0.94 | 0.97 | 0.95 | 0.60 | 0.00 | 0.41 | 1.00 | 0.96 | 1.00 |
-| T cell | 70 | 1.00 | 0.86 | 0.53 | 0.32 | 0.00 | 0.33 | 1.00 | 1.00 | 0.80 |
-| kidney interstitial fibroblast | 12 | 1.00 | 1.00 | 0.74 | 0.71 | 0.00 | 0.77 | 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| kidney collecting duct epithelial cell | 25 | 0.96 | 0.69 | 0.89 | 0.56 | 0.00 | 0.58 | 0.96 | 0.98 | 0.98 |\n| epithelial cell of proximal tubule | 40 | 0.95 | 0.96 | 0.83 | 0.48 | 0.00 | 0.13 | 0.98 | 0.99 | 1.00 |\n| kidney collecting duct principal cell | 8 | 0.71 | 0.63 | 0.71 | 0.67 | 0.00 | 0.20 | 1.00 | 0.94 | 1.00 |\n| macrophage | 13 | 0.92 | 0.92 | 0.92 | 0.75 | 0.00 | 0.92 | 1.00 | 1.00 | 1.00 |\n| kidney loop of Henle ascending limb epithelial cell | 12 | 0.78 | 0.73 | 0.85 | 0.56 | 0.00 | 0.71 | 1.00 | 1.00 | 1.00 |\n| mesangial cell | 11 | 0.49 | 0.83 | 0.80 | 0.48 | 0.00 | 0.44 | 0.45 | 0.45 | 0.49 |\n| B cell | 2 | 0.67 | 0.67 | 0.50 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |\n| T cell | 9 | 0.95 | 1.00 | 0.72 | 0.40 | 0.00 | 0.47 | 1.00 | 1.00 | 0.95 |\n| kidney interstitial fibroblast | 4 | 0.86 | 0.86 | 0.86 | 0.29 | 0.00 | 0.33 | 0.67 | 0.86 | 0.86 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| kidney collecting duct epithelial cell | 408 | 0.95 | 0.77 | 0.94 | 0.82 | 0.00 | 0.69 | 1.00 | 1.00 | 0.99 |\n| epithelial cell of proximal tubule | 350 | 0.94 | 0.94 | 0.83 | 0.77 | 0.00 | 0.08 | 0.97 | 0.99 | 0.98 |\n| kidney collecting duct principal cell | 146 | 0.86 | 0.75 | 0.85 | 0.73 | 0.00 | 0.13 | 1.00 | 0.98 | 0.95 |\n| macrophage | 138 | 0.96 | 0.98 | 0.99 | 0.79 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| kidney loop of Henle ascending limb epithelial cell | 129 | 0.88 | 0.76 | 0.87 | 0.74 | 0.00 | 0.66 | 1.00 | 1.00 | 0.94 |\n| mesangial cell | 79 | 0.36 | 0.88 | 0.78 | 0.53 | 0.00 | 0.65 | 0.42 | 0.42 | 0.42 |\n| B cell | 79 | 0.94 | 0.97 | 0.95 | 0.60 | 0.00 | 0.41 | 1.00 | 0.96 | 1.00 |\n| T cell | 70 | 1.00 | 0.86 | 0.53 | 0.32 | 0.00 | 0.33 | 1.00 | 1.00 | 0.80 |\n| kidney interstitial fibroblast | 12 | 1.00 | 1.00 | 0.74 | 0.71 | 0.00 | 0.77 | 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| kidney collecting duct epithelial cell | 32 | 0.95 | 0.93 | 0.98 | 0.90 | 0.00 | 0.89 | 0.98 | 0.97 | 0.98 |\n| epithelial cell of proximal tubule | 37 | 0.94 | 0.91 | 0.99 | 0.85 | 0.00 | 0.85 | 0.99 | 0.97 | 0.97 |\n| fenestrated endothelial cell | 15 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| kidney collecting duct principal cell | 8 | 0.94 | 0.80 | 0.86 | 0.29 | 0.00 | 0.36 | 0.94 | 1.00 | 1.00 |\n| macrophage | 13 | 0.96 | 0.92 | 0.96 | 0.96 | 0.00 | 0.96 | 1.00 | 1.00 | 1.00 |\n| kidney loop of Henle ascending limb epithelial cell | 12 | 0.96 | 0.92 | 0.92 | 0.71 | 0.00 | 0.75 | 1.00 | 1.00 | 1.00 |\n| mesangial cell | 12 | 0.92 | 0.61 | 0.96 | 0.44 | 0.00 | 0.58 | 0.87 | 0.91 | 0.96 |\n| B cell | 2 | 1.00 | 0.40 | 0.80 | 0.25 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |\n| T cell | 9 | 0.95 | 0.86 | 1.00 | 0.76 | 0.00 | 0.86 | 1.00 | 0.95 | 1.00 |\n| kidney interstitial fibroblast | 3 | 0.80 | 0.00 | 0.80 | 0.50 | 0.00 | 0.00 | 0.50 | 0.80 | 0.50 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| kidney collecting duct epithelial cell | 400 | 0.96 | 0.94 | 0.93 | 0.88 | 0.00 | 0.89 | 1.00 | 1.00 | 0.99 |\n| epithelial cell of proximal tubule | 351 | 0.95 | 0.94 | 0.92 | 0.86 | 0.00 | 0.88 | 1.00 | 1.00 | 0.99 |\n| fenestrated endothelial cell | 245 | 1.00 | 0.97 | 0.99 | 0.99 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| kidney collecting duct principal cell | 145 | 0.84 | 0.82 | 0.84 | 0.60 | 0.00 | 0.54 | 1.00 | 1.00 | 0.95 |\n| macrophage | 137 | 0.99 | 0.98 | 0.99 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| kidney loop of Henle ascending limb epithelial cell | 131 | 0.85 | 0.87 | 0.87 | 0.65 | 0.00 | 0.70 | 1.00 | 1.00 | 0.95 |\n| mesangial cell | 79 | 0.91 | 0.72 | 0.85 | 0.74 | 0.00 | 0.85 | 1.00 | 1.00 | 0.99 |\n| B cell | 78 | 0.99 | 0.87 | 0.96 | 0.72 | 0.00 | 0.84 | 1.00 | 1.00 | 1.00 |\n| T cell | 70 | 1.00 | 0.95 | 0.97 | 0.83 | 0.00 | 0.88 | 1.00 | 1.00 | 1.00 |\n| kidney interstitial fibroblast | 13 | 1.00 | 0.00 | 0.56 | 0.79 | 0.00 | 0.87 | 1.00 | 1.00 | 1.00 |"
 }

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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/524179b0-b406-4723-9c46-293ffa77ca81.cxg/"
-}

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popv_output/predictions.csv

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 index,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,popv_prediction,popv_prediction_score,popv_majority_vote_prediction,popv_majority_vote_score,popv_parent
 A16_B002697_B009938_S16.mm10-plus-4-0,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle thick ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,8,kidney loop of Henle ascending limb epithelial cell,8,kidney loop of Henle ascending limb epithelial cell
 A18_B002350_B009947_S18.mm10-plus-4-0,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
-A1_B002350_B009947_S1.mm10-plus-4-0,mesangial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
-A5_B002352_B009948_S5.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule
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 B18_B002697_B009938_S42.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
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 C8_B002697_B009938_S56.mm10-plus-4-0,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
-D13_B002697_B009938_S85.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-E8_B002350_B009947_S104.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of nephron,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,6,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell
+E1_B002697_B009938_S97.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
+E8_B002350_B009947_S104.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney medulla collecting duct epithelial cell,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,6,kidney collecting duct epithelial cell,6,kidney collecting duct epithelial cell
 F10_B002352_B009948_S130.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
-F10_B002697_B009938_S130.mm10-plus-4-0,mesangial cell,kidney collecting duct epithelial cell,T cell,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
 G19_B002352_B009948_S163.mm10-plus-4-0,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
-G21_B002352_B009948_S165.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-H10_B002697_B009938_S178.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
+G21_B002352_B009948_S165.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+G22_B002352_B009948_S166.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
+H10_B002697_B009938_S178.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
 H17_B002352_B009948_S185.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
 H4_B002350_B009947_S172.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
 I10_B002352_B009948_S202.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell
 I22_B002350_B009947_S214.mm10-plus-4-0,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney loop of Henle thick ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,7,kidney loop of Henle ascending limb epithelial cell,7,kidney loop of Henle ascending limb epithelial cell
-I2_B002350_B009947_S194.mm10-plus-4-0,mesangial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
-I8_B002697_B009938_S200.mm10-plus-4-0,mesangial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
-I9_B002697_B009938_S201.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-J15_B002350_B009947_S231.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell
-K12_B002350_B009947_S252.mm10-plus-4-0,mesangial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
+I9_B002697_B009938_S201.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+J15_B002350_B009947_S231.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
+K12_B002350_B009947_S252.mm10-plus-4-0,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,endothelial cell of hepatic sinusoid,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,8,fenestrated endothelial cell,8,fenestrated endothelial cell
 K12_B002352_B009948_S252.mm10-plus-4-0,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
-K13_B002697_B009938_S253.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-K19_B002350_B009947_S259.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
+K13_B002697_B009938_S253.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+K19_B002350_B009947_S259.mm10-plus-4-0,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule
 K19_B002352_B009948_S259.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
 K20_B002350_B009947_S260.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
-K21_B002352_B009948_S261.mm10-plus-4-0,T cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,mesangial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-K2_B002352_B009948_S242.mm10-plus-4-0,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,B cell,macrophage,macrophage,macrophage,7,macrophage,7,macrophage
+K21_B002352_B009948_S261.mm10-plus-4-0,T cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule
+K2_B002352_B009948_S242.mm10-plus-4-0,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
 L10_B002352_B009948_S274.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
 L11_B002352_B009948_S275.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
-L19_B002352_B009948_S283.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,kidney interstitial fibroblast,extraglomerular mesangial cell,mesangial cell,mesangial cell,mesangial cell,mesangial cell,7,mesangial cell,7,mesangial cell
-L1_B002352_B009948_S265.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule
-L21_B002350_B009947_S285.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
-L6_B002697_B009938_S270.mm10-plus-4-0,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-L9_B002352_B009948_S273.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,mesangial cell,extraglomerular mesangial cell,mesangial cell,mesangial cell,mesangial cell,mesangial cell,8,mesangial cell,8,mesangial cell
+L19_B002352_B009948_S283.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,B cell,extraglomerular mesangial cell,kidney interstitial fibroblast,mesangial cell,T cell,mesangial cell,5,mesangial cell,5,connective tissue cell
+L1_B002352_B009948_S265.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+L21_B002350_B009947_S285.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell
+L4_B002352_B009948_S268.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,B cell,extraglomerular mesangial cell,mesangial cell,mesangial cell,mesangial cell,mesangial cell,7,mesangial cell,7,mesangial cell
+L9_B002352_B009948_S273.mm10-plus-4-0,mesangial cell,T cell,mesangial cell,B cell,extraglomerular mesangial cell,kidney interstitial fibroblast,mesangial cell,mesangial cell,mesangial cell,5,mesangial cell,5,connective tissue cell
 M1_B002352_B009948_S289.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,mesangial cell,extraglomerular mesangial cell,mesangial cell,mesangial cell,mesangial cell,mesangial cell,8,mesangial cell,8,mesangial cell
 M22_B002350_B009947_S310.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
-M2_B002697_B009938_S290.mm10-plus-4-0,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney papillary duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,7,kidney collecting duct principal cell,7,kidney collecting duct principal cell
-M3_B002352_B009948_S291.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,mesangial cell,kidney loop of Henle thick ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,mesangial cell,mesangial cell,mesangial cell,6,mesangial cell,6,mesangial cell
-N14_B002697_B009938_S326.mm10-plus-4-0,mesangial cell,kidney collecting duct epithelial cell,T cell,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
+M2_B002697_B009938_S290.mm10-plus-4-0,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney papillary duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,6,kidney collecting duct principal cell,6,kidney collecting duct principal cell
+M3_B002352_B009948_S291.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,kidney loop of Henle ascending limb epithelial cell,extraglomerular mesangial cell,kidney loop of Henle ascending limb epithelial cell,mesangial cell,mesangial cell,mesangial cell,6,mesangial cell,6,mesangial cell
+N14_B002697_B009938_S326.mm10-plus-4-0,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,endothelial cell of hepatic sinusoid,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,8,fenestrated endothelial cell,8,fenestrated endothelial cell
+N16_B002697_B009938_S328.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
 N1_B002350_B009947_S313.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
-N20_B002352_B009948_S332.mm10-plus-4-0,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney papillary duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,5,kidney collecting duct principal cell,5,epithelial cell of nephron
-N4_B002352_B009948_S316.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell
-N4_B002697_B009938_S316.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,epithelial cell of proximal tubule,extraglomerular mesangial cell,mesangial cell,mesangial cell,kidney collecting duct principal cell,mesangial cell,6,mesangial cell,6,mesangial cell
-N8_B002352_B009948_S320.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-O15_B002352_B009948_S351.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,epithelial cell of proximal tubule,kidney medulla collecting duct epithelial cell,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
-O19_B002352_B009948_S355.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-O4_B002697_B009938_S340.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
+N20_B002352_B009948_S332.mm10-plus-4-0,kidney collecting duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney papillary duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,4,kidney collecting duct principal cell,4,epithelial cell of nephron
+N4_B002352_B009948_S316.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
+N4_B002697_B009938_S316.mm10-plus-4-0,mesangial cell,kidney collecting duct principal cell,mesangial cell,kidney collecting duct principal cell,extraglomerular mesangial cell,kidney collecting duct principal cell,mesangial cell,mesangial cell,mesangial cell,5,mesangial cell,5,eukaryotic cell
+N8_B002352_B009948_S320.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+O15_B002352_B009948_S351.mm10-plus-4-0,mesangial cell,kidney collecting duct epithelial cell,mesangial cell,mesangial cell,extraglomerular mesangial cell,mesangial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,mesangial cell,5,mesangial cell,5,eukaryotic cell
+O19_B002352_B009948_S355.mm10-plus-4-0,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+O6_B002352_B009948_S342.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
+O7_B002697_B009938_S343.mm10-plus-4-0,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
 O9_B002350_B009947_S345.mm10-plus-4-0,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
-P16_B002352_B009948_S376.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,kidney collecting duct principal cell,extraglomerular mesangial cell,kidney loop of Henle ascending limb epithelial cell,mesangial cell,mesangial cell,mesangial cell,6,mesangial cell,6,mesangial cell
-P21_B002352_B009948_S381.mm10-plus-4-0,kidney collecting duct epithelial cell,mesangial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,6,kidney collecting duct epithelial cell,6,kidney collecting duct epithelial cell
-A6_B001261_S282_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule
-C11_B001261_S35_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
+P16_B002352_B009948_S376.mm10-plus-4-0,mesangial cell,mesangial cell,mesangial cell,kidney loop of Henle ascending limb epithelial cell,extraglomerular mesangial cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,mesangial cell,mesangial cell,5,mesangial cell,5,eukaryotic cell
+A3_B001261_S279_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,5,kidney collecting duct epithelial cell,5,epithelial cell of nephron
+A6_B001261_S282_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+C11_B001261_S35_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
 C13_B001261_S37_L003.mus-2-0-1,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
-C20_B001261_S44_L003.mus-2-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
-E12_B001261_S84_L003.mus-2-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell
-F22_B001261_S118_L003.mus-2-0-1,mesangial cell,kidney collecting duct epithelial cell,T cell,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
+C16_B001261_S40_L003.mus-2-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
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 G10_B001261_S130_L003.mus-2-0-1,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
 G11_B001261_S131_L003.mus-2-0-1,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
 G1_B001261_S121_L003.mus-2-0-1,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
+I6_B001261_S174_L003.mus-2-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
 J19_B001261_S211_L003.mus-2-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
-J1_B001261_S193_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,5,epithelial cell of proximal tubule,5,epithelial cell of nephron
-J2_B001261_S194_L003.mus-2-0-1,mesangial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
-K15_B001261_S231_L003.mus-2-0-1,mesangial cell,kidney collecting duct epithelial cell,mesangial cell,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,5,mesangial cell,5,eukaryotic cell
-K2_B001261_S218_L003.mus-2-0-1,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney loop of Henle thick ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,7,kidney loop of Henle ascending limb epithelial cell,7,kidney loop of Henle ascending limb epithelial cell
-K5_B001261_S221_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-L10_B001261_S250_L003.mus-2-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell
-M15_B001261_S279_L003.mus-2-0-1,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
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+J2_B001261_S194_L003.mus-2-0-1,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,endothelial cell of hepatic sinusoid,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,8,fenestrated endothelial cell,8,fenestrated endothelial cell
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+K21_B001261_S237_L003.mus-2-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
+K2_B001261_S218_L003.mus-2-0-1,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle thick ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,8,kidney loop of Henle ascending limb epithelial cell,8,kidney loop of Henle ascending limb epithelial cell
+K5_B001261_S221_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
 M5_B001261_S269_L003.mus-2-0-1,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
-M8_B001261_S272_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule
-N22_B001261_S10_L003.mus-2-0-1,T cell,T cell,T cell,macrophage,mature T cell,T cell,T cell,T cell,T cell,7,T cell,7,T cell
-O14_B001261_S26_L003.mus-2-0-1,mesangial cell,mesangial cell,mesangial cell,macrophage,extraglomerular mesangial cell,mesangial cell,mesangial cell,mesangial cell,mesangial cell,7,mesangial cell,7,mesangial cell
+M8_B001261_S272_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+O14_B001261_S26_L003.mus-2-0-1,mesangial cell,mesangial cell,mesangial cell,mesangial cell,extraglomerular mesangial cell,mesangial cell,mesangial cell,mesangial cell,mesangial cell,8,mesangial cell,8,mesangial cell
 O19_B001261_S31_L003.mus-2-0-1,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
-P19_B001261_S55_L003.mus-2-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-P7_B001261_S43_L003.mus-2-0-1,T cell,T cell,T cell,macrophage,mature T cell,T cell,T cell,T cell,T cell,7,T cell,7,T cell
+P4_B001261_S40_L003.mus-2-0-1,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
+P7_B001261_S43_L003.mus-2-0-1,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
 A13_B001259_S241_L004.mus-4-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule
-B18_B001259_S270_L004.mus-4-0-1,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,T cell,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,T cell,3,T cell,3,eukaryotic cell
-C9_B001259_S285_L004.mus-4-0-1,mesangial cell,kidney collecting duct epithelial cell,mesangial cell,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,5,mesangial cell,5,eukaryotic cell
-E19_B001259_S43_L004.mus-4-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule
+B18_B001259_S270_L004.mus-4-0-1,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,endothelial cell of hepatic sinusoid,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,8,fenestrated endothelial cell,8,fenestrated endothelial cell
+B8_B001259_S260_L004.mus-4-0-1,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,endothelial cell of hepatic sinusoid,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,8,fenestrated endothelial cell,8,fenestrated endothelial cell
 E9_B001259_S33_L004.mus-4-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
 F15_B001259_S63_L004.mus-4-0-1,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle thick ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,8,kidney loop of Henle ascending limb epithelial cell,8,kidney loop of Henle ascending limb epithelial cell
-G6_B001259_S78_L004.mus-4-0-1,mesangial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
-H15_B001259_S111_L004.mus-4-0-1,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,3,mesangial cell,3,eukaryotic cell
-H19_B001259_S115_L004.mus-4-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule,7,epithelial cell of proximal tubule
-K19_B001259_S187_L004.mus-4-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-N9_B001259_S249_L004.mus-4-0-1,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney loop of Henle thick ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,7,kidney loop of Henle ascending limb epithelial cell,7,kidney loop of Henle ascending limb epithelial cell
-O7_B001259_S271_L004.mus-4-0-1,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,6,kidney collecting duct epithelial cell,6,kidney collecting duct epithelial cell
-A21_B000844_S273_L001.mus-5-0-1,mesangial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,T cell,extraglomerular mesangial cell,T cell,mesangial cell,mesangial cell,mesangial cell,4,mesangial cell,4,eukaryotic cell
-B12_B000844_S288_L001.mus-5-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule,6,epithelial cell of proximal tubule
-B14_B000844_S290_L001.mus-5-0-1,mesangial cell,mesangial cell,B cell,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,5,macrophage,5,mononuclear cell
-D8_B000844_S32_L001.mus-5-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell
-E10_B000844_S58_L001.mus-5-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,5,epithelial cell of proximal tubule,5,epithelial cell of nephron
-L3_B000844_S219_L001.mus-5-0-1,kidney collecting duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle thick ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,7,kidney loop of Henle ascending limb epithelial cell,7,kidney loop of Henle ascending limb epithelial cell
-N2_B000844_S266_L001.mus-5-0-1,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney papillary duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,7,kidney collecting duct principal cell,7,kidney collecting duct principal cell
+G6_B001259_S78_L004.mus-4-0-1,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,endothelial cell of hepatic sinusoid,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,8,fenestrated endothelial cell,8,fenestrated endothelial cell
+H13_B001259_S109_L004.mus-4-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+H15_B001259_S111_L004.mus-4-0-1,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,endothelial cell of hepatic sinusoid,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,8,fenestrated endothelial cell,8,fenestrated endothelial cell
+H19_B001259_S115_L004.mus-4-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+K19_B001259_S187_L004.mus-4-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+O7_B001259_S271_L004.mus-4-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney proximal straight tubule epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell,7,kidney collecting duct epithelial cell
+A21_B000844_S273_L001.mus-5-0-1,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,endothelial cell of hepatic sinusoid,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,fenestrated endothelial cell,8,fenestrated endothelial cell,8,fenestrated endothelial cell
+B12_B000844_S288_L001.mus-5-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+B14_B000844_S290_L001.mus-5-0-1,macrophage,mesangial cell,B cell,B cell,tissue-resident macrophage,B cell,macrophage,macrophage,macrophage,4,macrophage,4,mononuclear cell
+C12_B000844_S12_L001.mus-5-0-1,kidney collecting duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney papillary duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,4,kidney collecting duct principal cell,4,epithelial cell of nephron
+C16_B000844_S16_L001.mus-5-0-1,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
+D8_B000844_S32_L001.mus-5-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
+E10_B000844_S58_L001.mus-5-0-1,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,kidney proximal straight tubule epithelial cell,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule,8,epithelial cell of proximal tubule
+L3_B000844_S219_L001.mus-5-0-1,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle thick ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,kidney loop of Henle ascending limb epithelial cell,8,kidney loop of Henle ascending limb epithelial cell,8,kidney loop of Henle ascending limb epithelial cell
 O17_B000844_S5_L001.mus-5-0-1,macrophage,macrophage,macrophage,macrophage,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,8,macrophage,8,macrophage
-P15_B000844_S27_L001.mus-5-0-1,macrophage,macrophage,macrophage,B cell,tissue-resident macrophage,macrophage,macrophage,macrophage,macrophage,7,macrophage,7,macrophage
-P1_B000844_S13_L001.mus-5-0-1,kidney collecting duct principal cell,kidney loop of Henle ascending limb epithelial cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney papillary duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,kidney collecting duct principal cell,7,kidney collecting duct principal cell,7,kidney collecting duct principal cell
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 P8_B000844_S20_L001.mus-5-0-1,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney medulla collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell,8,kidney collecting duct epithelial cell
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preprocessing.json

@@ -5,7 +5,6 @@
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@@ -17,14 +16,12 @@
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@@ -58,6 +55,7 @@
         "ENSMUSG00000001105",
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@@ -67,6 +65,7 @@
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@@ -106,7 +105,6 @@
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         "ENSMUSG00000002014",
         "ENSMUSG00000002015",
         "ENSMUSG00000002033",
@@ -127,6 +125,7 @@
         "ENSMUSG00000002332",
         "ENSMUSG00000002345",
         "ENSMUSG00000002365",
+        "ENSMUSG00000002372",
         "ENSMUSG00000002379",
         "ENSMUSG00000002393",
         "ENSMUSG00000002395",
@@ -164,7 +163,6 @@
         "ENSMUSG00000002984",
         "ENSMUSG00000002985",
         "ENSMUSG00000002996",
-        "ENSMUSG00000003031",
         "ENSMUSG00000003032",
         "ENSMUSG00000003033",
         "ENSMUSG00000003037",
@@ -188,6 +186,7 @@
         "ENSMUSG00000003344",
         "ENSMUSG00000003345",
         "ENSMUSG00000003346",
+        "ENSMUSG00000003348",
         "ENSMUSG00000003363",
         "ENSMUSG00000003380",
         "ENSMUSG00000003402",
@@ -221,9 +220,9 @@
         "ENSMUSG00000003814",
         "ENSMUSG00000003847",
         "ENSMUSG00000003849",
+        "ENSMUSG00000003868",
         "ENSMUSG00000003873",
         "ENSMUSG00000003923",
-        "ENSMUSG00000003949",
         "ENSMUSG00000003955",
         "ENSMUSG00000003970",
         "ENSMUSG00000004032",
@@ -239,11 +238,11 @@
         "ENSMUSG00000004266",
         "ENSMUSG00000004268",
         "ENSMUSG00000004270",
+        "ENSMUSG00000004285",
         "ENSMUSG00000004319",
         "ENSMUSG00000004364",
         "ENSMUSG00000004394",
         "ENSMUSG00000004446",
-        "ENSMUSG00000004451",
         "ENSMUSG00000004455",
         "ENSMUSG00000004460",
         "ENSMUSG00000004530",
@@ -272,7 +271,6 @@
         "ENSMUSG00000004951",
         "ENSMUSG00000005069",
         "ENSMUSG00000005078",
-        "ENSMUSG00000005103",
         "ENSMUSG00000005125",
         "ENSMUSG00000005142",
         "ENSMUSG00000005161",
@@ -294,7 +292,6 @@
         "ENSMUSG00000005566",
         "ENSMUSG00000005583",
         "ENSMUSG00000005609",
-        "ENSMUSG00000005610",
         "ENSMUSG00000005615",
         "ENSMUSG00000005625",
         "ENSMUSG00000005656",
@@ -315,12 +312,12 @@
         "ENSMUSG00000006010",
         "ENSMUSG00000006024",
         "ENSMUSG00000006050",
+        "ENSMUSG00000006057",
         "ENSMUSG00000006058",
         "ENSMUSG00000006095",
         "ENSMUSG00000006127",
         "ENSMUSG00000006169",
         "ENSMUSG00000006205",
-        "ENSMUSG00000006273",
         "ENSMUSG00000006289",
         "ENSMUSG00000006299",
         "ENSMUSG00000006301",
@@ -332,10 +329,10 @@
         "ENSMUSG00000006360",
         "ENSMUSG00000006362",
         "ENSMUSG00000006373",
+        "ENSMUSG00000006378",
         "ENSMUSG00000006386",
         "ENSMUSG00000006390",
         "ENSMUSG00000006392",
-        "ENSMUSG00000006412",
         "ENSMUSG00000006418",
         "ENSMUSG00000006442",
         "ENSMUSG00000006498",
@@ -343,7 +340,6 @@
         "ENSMUSG00000006589",
         "ENSMUSG00000006611",
         "ENSMUSG00000006673",
-        "ENSMUSG00000006699",
         "ENSMUSG00000006728",
         "ENSMUSG00000006731",
         "ENSMUSG00000006736",
@@ -354,11 +350,13 @@
         "ENSMUSG00000006932",
         "ENSMUSG00000006941",
         "ENSMUSG00000006998",
+        "ENSMUSG00000007029",
         "ENSMUSG00000007034",
         "ENSMUSG00000007036",
         "ENSMUSG00000007038",
         "ENSMUSG00000007039",
         "ENSMUSG00000007041",
+        "ENSMUSG00000007050",
         "ENSMUSG00000007338",
         "ENSMUSG00000007411",
         "ENSMUSG00000007415",
@@ -369,6 +367,7 @@
         "ENSMUSG00000007656",
         "ENSMUSG00000007659",
         "ENSMUSG00000007739",
+        "ENSMUSG00000007777",
         "ENSMUSG00000007817",
         "ENSMUSG00000007833",
         "ENSMUSG00000007836",
@@ -432,7 +431,6 @@
         "ENSMUSG00000010122",
         "ENSMUSG00000010277",
         "ENSMUSG00000010358",
-        "ENSMUSG00000010376",
         "ENSMUSG00000010517",
         "ENSMUSG00000010607",
         "ENSMUSG00000010608",
@@ -469,12 +467,10 @@
         "ENSMUSG00000014301",
         "ENSMUSG00000014303",
         "ENSMUSG00000014329",
-        "ENSMUSG00000014402",
         "ENSMUSG00000014504",
         "ENSMUSG00000014551",
         "ENSMUSG00000014554",
         "ENSMUSG00000014606",
-        "ENSMUSG00000014748",
         "ENSMUSG00000014769",
         "ENSMUSG00000014856",
         "ENSMUSG00000014859",
@@ -512,7 +508,6 @@
         "ENSMUSG00000015568",
         "ENSMUSG00000015575",
         "ENSMUSG00000015668",
-        "ENSMUSG00000015671",
         "ENSMUSG00000015672",
         "ENSMUSG00000015714",
         "ENSMUSG00000015733",
@@ -530,14 +525,15 @@
         "ENSMUSG00000015889",
         "ENSMUSG00000015932",
         "ENSMUSG00000015937",
+        "ENSMUSG00000015961",
         "ENSMUSG00000015994",
         "ENSMUSG00000016018",
         "ENSMUSG00000016087",
         "ENSMUSG00000016194",
+        "ENSMUSG00000016206",
         "ENSMUSG00000016256",
         "ENSMUSG00000016257",
         "ENSMUSG00000016308",
-        "ENSMUSG00000016344",
         "ENSMUSG00000016382",
         "ENSMUSG00000016481",
         "ENSMUSG00000016487",
@@ -547,11 +543,11 @@
         "ENSMUSG00000016554",
         "ENSMUSG00000016559",
         "ENSMUSG00000016664",
+        "ENSMUSG00000016831",
         "ENSMUSG00000016921",
         "ENSMUSG00000016940",
         "ENSMUSG00000017009",
         "ENSMUSG00000017119",
-        "ENSMUSG00000017188",
         "ENSMUSG00000017221",
         "ENSMUSG00000017264",
         "ENSMUSG00000017286",
@@ -574,7 +570,6 @@
         "ENSMUSG00000017718",
         "ENSMUSG00000017721",
         "ENSMUSG00000017723",
-        "ENSMUSG00000017734",
         "ENSMUSG00000017754",
         "ENSMUSG00000017760",
         "ENSMUSG00000017774",
@@ -586,10 +581,10 @@
         "ENSMUSG00000017868",
         "ENSMUSG00000017929",
         "ENSMUSG00000017950",
+        "ENSMUSG00000018001",
         "ENSMUSG00000018008",
         "ENSMUSG00000018040",
         "ENSMUSG00000018042",
-        "ENSMUSG00000018126",
         "ENSMUSG00000018160",
         "ENSMUSG00000018171",
         "ENSMUSG00000018189",
@@ -617,6 +612,7 @@
         "ENSMUSG00000018474",
         "ENSMUSG00000018476",
         "ENSMUSG00000018481",
+        "ENSMUSG00000018548",
         "ENSMUSG00000018559",
         "ENSMUSG00000018565",
         "ENSMUSG00000018574",
@@ -631,6 +627,7 @@
         "ENSMUSG00000018761",
         "ENSMUSG00000018796",
         "ENSMUSG00000018819",
+        "ENSMUSG00000018848",
         "ENSMUSG00000018858",
         "ENSMUSG00000018882",
         "ENSMUSG00000018899",
@@ -643,7 +640,6 @@
         "ENSMUSG00000019087",
         "ENSMUSG00000019132",
         "ENSMUSG00000019139",
-        "ENSMUSG00000019179",
         "ENSMUSG00000019188",
         "ENSMUSG00000019189",
         "ENSMUSG00000019210",
@@ -651,6 +647,7 @@
         "ENSMUSG00000019278",
         "ENSMUSG00000019297",
         "ENSMUSG00000019312",
+        "ENSMUSG00000019370",
         "ENSMUSG00000019373",
         "ENSMUSG00000019428",
         "ENSMUSG00000019432",
@@ -658,6 +655,7 @@
         "ENSMUSG00000019471",
         "ENSMUSG00000019487",
         "ENSMUSG00000019494",
+        "ENSMUSG00000019528",
         "ENSMUSG00000019558",
         "ENSMUSG00000019578",
         "ENSMUSG00000019579",
@@ -672,6 +670,7 @@
         "ENSMUSG00000019795",
         "ENSMUSG00000019797",
         "ENSMUSG00000019802",
+        "ENSMUSG00000019804",
         "ENSMUSG00000019806",
         "ENSMUSG00000019810",
         "ENSMUSG00000019818",
@@ -684,7 +683,6 @@
         "ENSMUSG00000019868",
         "ENSMUSG00000019872",
         "ENSMUSG00000019873",
-        "ENSMUSG00000019877",
         "ENSMUSG00000019897",
         "ENSMUSG00000019916",
         "ENSMUSG00000019920",
@@ -692,6 +690,7 @@
         "ENSMUSG00000019929",
         "ENSMUSG00000019943",
         "ENSMUSG00000019947",
+        "ENSMUSG00000019951",
         "ENSMUSG00000019960",
         "ENSMUSG00000019961",
         "ENSMUSG00000019970",
@@ -721,7 +720,6 @@
         "ENSMUSG00000020124",
         "ENSMUSG00000020132",
         "ENSMUSG00000020134",
-        "ENSMUSG00000020152",
         "ENSMUSG00000020153",
         "ENSMUSG00000020154",
         "ENSMUSG00000020166",
@@ -754,6 +752,7 @@
         "ENSMUSG00000020349",
         "ENSMUSG00000020358",
         "ENSMUSG00000020361",
+        "ENSMUSG00000020366",
         "ENSMUSG00000020368",
         "ENSMUSG00000020372",
         "ENSMUSG00000020376",
@@ -762,7 +761,6 @@
         "ENSMUSG00000020392",
         "ENSMUSG00000020397",
         "ENSMUSG00000020400",
-        "ENSMUSG00000020402",
         "ENSMUSG00000020409",
         "ENSMUSG00000020423",
         "ENSMUSG00000020427",
@@ -792,6 +790,7 @@
         "ENSMUSG00000020534",
         "ENSMUSG00000020537",
         "ENSMUSG00000020538",
+        "ENSMUSG00000020570",
         "ENSMUSG00000020572",
         "ENSMUSG00000020577",
         "ENSMUSG00000020580",
@@ -805,6 +804,7 @@
         "ENSMUSG00000020634",
         "ENSMUSG00000020640",
         "ENSMUSG00000020641",
+        "ENSMUSG00000020642",
         "ENSMUSG00000020644",
         "ENSMUSG00000020647",
         "ENSMUSG00000020661",
@@ -835,7 +835,6 @@
         "ENSMUSG00000020792",
         "ENSMUSG00000020794",
         "ENSMUSG00000020817",
-        "ENSMUSG00000020818",
         "ENSMUSG00000020821",
         "ENSMUSG00000020823",
         "ENSMUSG00000020831",
@@ -845,7 +844,6 @@
         "ENSMUSG00000020843",
         "ENSMUSG00000020846",
         "ENSMUSG00000020850",
-        "ENSMUSG00000020857",
         "ENSMUSG00000020859",
         "ENSMUSG00000020863",
         "ENSMUSG00000020864",
@@ -889,7 +887,6 @@
         "ENSMUSG00000021094",
         "ENSMUSG00000021096",
         "ENSMUSG00000021097",
-        "ENSMUSG00000021102",
         "ENSMUSG00000021108",
         "ENSMUSG00000021109",
         "ENSMUSG00000021111",
@@ -954,6 +951,7 @@
         "ENSMUSG00000021490",
         "ENSMUSG00000021494",
         "ENSMUSG00000021497",
+        "ENSMUSG00000021501",
         "ENSMUSG00000021518",
         "ENSMUSG00000021537",
         "ENSMUSG00000021548",
@@ -990,7 +988,6 @@
         "ENSMUSG00000021774",
         "ENSMUSG00000021785",
         "ENSMUSG00000021792",
-        "ENSMUSG00000021794",
         "ENSMUSG00000021807",
         "ENSMUSG00000021810",
         "ENSMUSG00000021811",
@@ -999,6 +996,7 @@
         "ENSMUSG00000021832",
         "ENSMUSG00000021840",
         "ENSMUSG00000021843",
+        "ENSMUSG00000021850",
         "ENSMUSG00000021868",
         "ENSMUSG00000021870",
         "ENSMUSG00000021876",
@@ -1042,15 +1040,16 @@
         "ENSMUSG00000022099",
         "ENSMUSG00000022106",
         "ENSMUSG00000022108",
+        "ENSMUSG00000022109",
         "ENSMUSG00000022111",
         "ENSMUSG00000022114",
-        "ENSMUSG00000022119",
         "ENSMUSG00000022122",
         "ENSMUSG00000022124",
         "ENSMUSG00000022132",
         "ENSMUSG00000022136",
         "ENSMUSG00000022139",
         "ENSMUSG00000022141",
+        "ENSMUSG00000022148",
         "ENSMUSG00000022150",
         "ENSMUSG00000022151",
         "ENSMUSG00000022175",
@@ -1065,7 +1064,6 @@
         "ENSMUSG00000022216",
         "ENSMUSG00000022219",
         "ENSMUSG00000022223",
-        "ENSMUSG00000022228",
         "ENSMUSG00000022234",
         "ENSMUSG00000022235",
         "ENSMUSG00000022237",
@@ -1082,7 +1080,6 @@
         "ENSMUSG00000022307",
         "ENSMUSG00000022312",
         "ENSMUSG00000022314",
-        "ENSMUSG00000022323",
         "ENSMUSG00000022336",
         "ENSMUSG00000022337",
         "ENSMUSG00000022353",
@@ -1131,6 +1128,7 @@
         "ENSMUSG00000022564",
         "ENSMUSG00000022565",
         "ENSMUSG00000022570",
+        "ENSMUSG00000022571",
         "ENSMUSG00000022584",
         "ENSMUSG00000022587",
         "ENSMUSG00000022613",
@@ -1170,7 +1168,6 @@
         "ENSMUSG00000022799",
         "ENSMUSG00000022808",
         "ENSMUSG00000022811",
-        "ENSMUSG00000022812",
         "ENSMUSG00000022816",
         "ENSMUSG00000022817",
         "ENSMUSG00000022821",
@@ -1205,6 +1202,7 @@
         "ENSMUSG00000023021",
         "ENSMUSG00000023022",
         "ENSMUSG00000023025",
+        "ENSMUSG00000023027",
         "ENSMUSG00000023031",
         "ENSMUSG00000023034",
         "ENSMUSG00000023043",
@@ -1269,10 +1267,12 @@
         "ENSMUSG00000024048",
         "ENSMUSG00000024052",
         "ENSMUSG00000024054",
+        "ENSMUSG00000024066",
         "ENSMUSG00000024067",
         "ENSMUSG00000024072",
         "ENSMUSG00000024073",
         "ENSMUSG00000024081",
+        "ENSMUSG00000024082",
         "ENSMUSG00000024085",
         "ENSMUSG00000024096",
         "ENSMUSG00000024097",
@@ -1288,19 +1288,17 @@
         "ENSMUSG00000024150",
         "ENSMUSG00000024158",
         "ENSMUSG00000024160",
+        "ENSMUSG00000024164",
         "ENSMUSG00000024168",
         "ENSMUSG00000024180",
         "ENSMUSG00000024181",
         "ENSMUSG00000024187",
         "ENSMUSG00000024190",
-        "ENSMUSG00000024194",
         "ENSMUSG00000024197",
         "ENSMUSG00000024208",
         "ENSMUSG00000024213",
         "ENSMUSG00000024217",
-        "ENSMUSG00000024222",
         "ENSMUSG00000024240",
-        "ENSMUSG00000024248",
         "ENSMUSG00000024259",
         "ENSMUSG00000024277",
         "ENSMUSG00000024283",
@@ -1309,6 +1307,7 @@
         "ENSMUSG00000024298",
         "ENSMUSG00000024308",
         "ENSMUSG00000024309",
+        "ENSMUSG00000024317",
         "ENSMUSG00000024327",
         "ENSMUSG00000024335",
         "ENSMUSG00000024338",
@@ -1351,11 +1350,12 @@
         "ENSMUSG00000024539",
         "ENSMUSG00000024570",
         "ENSMUSG00000024576",
-        "ENSMUSG00000024583",
+        "ENSMUSG00000024587",
         "ENSMUSG00000024588",
         "ENSMUSG00000024594",
         "ENSMUSG00000024601",
         "ENSMUSG00000024603",
+        "ENSMUSG00000024608",
         "ENSMUSG00000024610",
         "ENSMUSG00000024621",
         "ENSMUSG00000024639",
@@ -1401,7 +1401,6 @@
         "ENSMUSG00000024896",
         "ENSMUSG00000024899",
         "ENSMUSG00000024900",
-        "ENSMUSG00000024902",
         "ENSMUSG00000024908",
         "ENSMUSG00000024911",
         "ENSMUSG00000024925",
@@ -1479,8 +1478,8 @@
         "ENSMUSG00000025287",
         "ENSMUSG00000025289",
         "ENSMUSG00000025314",
-        "ENSMUSG00000025326",
         "ENSMUSG00000025337",
+        "ENSMUSG00000025347",
         "ENSMUSG00000025351",
         "ENSMUSG00000025353",
         "ENSMUSG00000025364",
@@ -1490,6 +1489,7 @@
         "ENSMUSG00000025374",
         "ENSMUSG00000025381",
         "ENSMUSG00000025403",
+        "ENSMUSG00000025408",
         "ENSMUSG00000025410",
         "ENSMUSG00000025417",
         "ENSMUSG00000025421",
@@ -1515,7 +1515,6 @@
         "ENSMUSG00000025521",
         "ENSMUSG00000025533",
         "ENSMUSG00000025534",
-        "ENSMUSG00000025544",
         "ENSMUSG00000025545",
         "ENSMUSG00000025575",
         "ENSMUSG00000025579",
@@ -1524,6 +1523,7 @@
         "ENSMUSG00000025609",
         "ENSMUSG00000025613",
         "ENSMUSG00000025616",
+        "ENSMUSG00000025630",
         "ENSMUSG00000025647",
         "ENSMUSG00000025651",
         "ENSMUSG00000025702",
@@ -1533,6 +1533,7 @@
         "ENSMUSG00000025736",
         "ENSMUSG00000025745",
         "ENSMUSG00000025762",
+        "ENSMUSG00000025781",
         "ENSMUSG00000025786",
         "ENSMUSG00000025790",
         "ENSMUSG00000025791",
@@ -1559,10 +1560,12 @@
         "ENSMUSG00000025939",
         "ENSMUSG00000025940",
         "ENSMUSG00000025950",
+        "ENSMUSG00000025959",
         "ENSMUSG00000025967",
         "ENSMUSG00000025968",
         "ENSMUSG00000025979",
         "ENSMUSG00000025980",
+        "ENSMUSG00000025981",
         "ENSMUSG00000025982",
         "ENSMUSG00000026000",
         "ENSMUSG00000026003",
@@ -1600,6 +1603,7 @@
         "ENSMUSG00000026219",
         "ENSMUSG00000026222",
         "ENSMUSG00000026223",
+        "ENSMUSG00000026229",
         "ENSMUSG00000026238",
         "ENSMUSG00000026245",
         "ENSMUSG00000026249",
@@ -1607,6 +1611,7 @@
         "ENSMUSG00000026255",
         "ENSMUSG00000026260",
         "ENSMUSG00000026269",
+        "ENSMUSG00000026276",
         "ENSMUSG00000026277",
         "ENSMUSG00000026279",
         "ENSMUSG00000026280",
@@ -1620,12 +1625,12 @@
         "ENSMUSG00000026341",
         "ENSMUSG00000026348",
         "ENSMUSG00000026353",
+        "ENSMUSG00000026356",
         "ENSMUSG00000026360",
         "ENSMUSG00000026365",
         "ENSMUSG00000026368",
         "ENSMUSG00000026374",
         "ENSMUSG00000026380",
-        "ENSMUSG00000026383",
         "ENSMUSG00000026393",
         "ENSMUSG00000026395",
         "ENSMUSG00000026411",
@@ -1654,7 +1659,6 @@
         "ENSMUSG00000026574",
         "ENSMUSG00000026575",
         "ENSMUSG00000026576",
-        "ENSMUSG00000026617",
         "ENSMUSG00000026623",
         "ENSMUSG00000026626",
         "ENSMUSG00000026628",
@@ -1720,6 +1724,7 @@
         "ENSMUSG00000027070",
         "ENSMUSG00000027074",
         "ENSMUSG00000027087",
+        "ENSMUSG00000027091",
         "ENSMUSG00000027099",
         "ENSMUSG00000027108",
         "ENSMUSG00000027109",
@@ -1745,7 +1750,6 @@
         "ENSMUSG00000027227",
         "ENSMUSG00000027245",
         "ENSMUSG00000027247",
-        "ENSMUSG00000027248",
         "ENSMUSG00000027255",
         "ENSMUSG00000027274",
         "ENSMUSG00000027282",
@@ -1772,7 +1776,6 @@
         "ENSMUSG00000027404",
         "ENSMUSG00000027405",
         "ENSMUSG00000027406",
-        "ENSMUSG00000027422",
         "ENSMUSG00000027423",
         "ENSMUSG00000027428",
         "ENSMUSG00000027429",
@@ -1816,7 +1819,6 @@
         "ENSMUSG00000027668",
         "ENSMUSG00000027671",
         "ENSMUSG00000027678",
-        "ENSMUSG00000027679",
         "ENSMUSG00000027680",
         "ENSMUSG00000027690",
         "ENSMUSG00000027698",
@@ -1830,7 +1832,6 @@
         "ENSMUSG00000027763",
         "ENSMUSG00000027770",
         "ENSMUSG00000027774",
-        "ENSMUSG00000027775",
         "ENSMUSG00000027782",
         "ENSMUSG00000027800",
         "ENSMUSG00000027803",
@@ -1839,14 +1840,12 @@
         "ENSMUSG00000027808",
         "ENSMUSG00000027809",
         "ENSMUSG00000027822",
-        "ENSMUSG00000027828",
         "ENSMUSG00000027829",
         "ENSMUSG00000027835",
         "ENSMUSG00000027848",
         "ENSMUSG00000027852",
         "ENSMUSG00000027863",
         "ENSMUSG00000027870",
-        "ENSMUSG00000027878",
         "ENSMUSG00000027879",
         "ENSMUSG00000027881",
         "ENSMUSG00000027882",
@@ -1863,13 +1862,13 @@
         "ENSMUSG00000027984",
         "ENSMUSG00000027999",
         "ENSMUSG00000028007",
-        "ENSMUSG00000028013",
         "ENSMUSG00000028015",
         "ENSMUSG00000028017",
         "ENSMUSG00000028029",
         "ENSMUSG00000028032",
         "ENSMUSG00000028034",
         "ENSMUSG00000028041",
+        "ENSMUSG00000028048",
         "ENSMUSG00000028049",
         "ENSMUSG00000028053",
         "ENSMUSG00000028057",
@@ -1878,7 +1877,6 @@
         "ENSMUSG00000028064",
         "ENSMUSG00000028070",
         "ENSMUSG00000028081",
-        "ENSMUSG00000028085",
         "ENSMUSG00000028088",
         "ENSMUSG00000028098",
         "ENSMUSG00000028104",
@@ -1907,6 +1905,7 @@
         "ENSMUSG00000028223",
         "ENSMUSG00000028228",
         "ENSMUSG00000028229",
+        "ENSMUSG00000028234",
         "ENSMUSG00000028249",
         "ENSMUSG00000028261",
         "ENSMUSG00000028266",
@@ -1914,10 +1913,12 @@
         "ENSMUSG00000028273",
         "ENSMUSG00000028277",
         "ENSMUSG00000028291",
+        "ENSMUSG00000028293",
         "ENSMUSG00000028295",
         "ENSMUSG00000028307",
         "ENSMUSG00000028309",
         "ENSMUSG00000028322",
+        "ENSMUSG00000028333",
         "ENSMUSG00000028334",
         "ENSMUSG00000028343",
         "ENSMUSG00000028382",
@@ -1965,6 +1966,7 @@
         "ENSMUSG00000028608",
         "ENSMUSG00000028618",
         "ENSMUSG00000028622",
+        "ENSMUSG00000028636",
         "ENSMUSG00000028643",
         "ENSMUSG00000028645",
         "ENSMUSG00000028646",
@@ -1975,7 +1977,6 @@
         "ENSMUSG00000028668",
         "ENSMUSG00000028669",
         "ENSMUSG00000028670",
-        "ENSMUSG00000028672",
         "ENSMUSG00000028673",
         "ENSMUSG00000028675",
         "ENSMUSG00000028676",
@@ -2003,7 +2004,6 @@
         "ENSMUSG00000028773",
         "ENSMUSG00000028776",
         "ENSMUSG00000028779",
-        "ENSMUSG00000028788",
         "ENSMUSG00000028790",
         "ENSMUSG00000028792",
         "ENSMUSG00000028796",
@@ -2016,10 +2016,10 @@
         "ENSMUSG00000028822",
         "ENSMUSG00000028832",
         "ENSMUSG00000028843",
-        "ENSMUSG00000028847",
         "ENSMUSG00000028849",
         "ENSMUSG00000028851",
         "ENSMUSG00000028857",
+        "ENSMUSG00000028861",
         "ENSMUSG00000028868",
         "ENSMUSG00000028878",
         "ENSMUSG00000028879",
@@ -2031,7 +2031,6 @@
         "ENSMUSG00000028907",
         "ENSMUSG00000028911",
         "ENSMUSG00000028923",
-        "ENSMUSG00000028932",
         "ENSMUSG00000028937",
         "ENSMUSG00000028945",
         "ENSMUSG00000028954",
@@ -2045,6 +2044,7 @@
         "ENSMUSG00000029004",
         "ENSMUSG00000029007",
         "ENSMUSG00000029014",
+        "ENSMUSG00000029030",
         "ENSMUSG00000029036",
         "ENSMUSG00000029038",
         "ENSMUSG00000029050",
@@ -2054,6 +2054,7 @@
         "ENSMUSG00000029064",
         "ENSMUSG00000029066",
         "ENSMUSG00000029068",
+        "ENSMUSG00000029070",
         "ENSMUSG00000029076",
         "ENSMUSG00000029084",
         "ENSMUSG00000029086",
@@ -2107,11 +2108,11 @@
         "ENSMUSG00000029404",
         "ENSMUSG00000029405",
         "ENSMUSG00000029413",
-        "ENSMUSG00000029422",
         "ENSMUSG00000029426",
         "ENSMUSG00000029427",
         "ENSMUSG00000029432",
         "ENSMUSG00000029433",
+        "ENSMUSG00000029438",
         "ENSMUSG00000029440",
         "ENSMUSG00000029445",
         "ENSMUSG00000029447",
@@ -2167,6 +2168,7 @@
         "ENSMUSG00000029767",
         "ENSMUSG00000029772",
         "ENSMUSG00000029776",
+        "ENSMUSG00000029777",
         "ENSMUSG00000029780",
         "ENSMUSG00000029781",
         "ENSMUSG00000029802",
@@ -2177,14 +2179,12 @@
         "ENSMUSG00000029840",
         "ENSMUSG00000029860",
         "ENSMUSG00000029864",
-        "ENSMUSG00000029918",
         "ENSMUSG00000029922",
         "ENSMUSG00000029993",
         "ENSMUSG00000029994",
         "ENSMUSG00000029998",
         "ENSMUSG00000030002",
         "ENSMUSG00000030004",
-        "ENSMUSG00000030007",
         "ENSMUSG00000030016",
         "ENSMUSG00000030035",
         "ENSMUSG00000030037",
@@ -2242,7 +2242,6 @@
         "ENSMUSG00000030374",
         "ENSMUSG00000030403",
         "ENSMUSG00000030413",
-        "ENSMUSG00000030417",
         "ENSMUSG00000030421",
         "ENSMUSG00000030431",
         "ENSMUSG00000030435",
@@ -2271,10 +2270,10 @@
         "ENSMUSG00000030613",
         "ENSMUSG00000030615",
         "ENSMUSG00000030619",
-        "ENSMUSG00000030629",
         "ENSMUSG00000030630",
         "ENSMUSG00000030652",
         "ENSMUSG00000030655",
+        "ENSMUSG00000030659",
         "ENSMUSG00000030660",
         "ENSMUSG00000030663",
         "ENSMUSG00000030674",
@@ -2282,7 +2281,7 @@
         "ENSMUSG00000030680",
         "ENSMUSG00000030681",
         "ENSMUSG00000030682",
-        "ENSMUSG00000030688",
+        "ENSMUSG00000030695",
         "ENSMUSG00000030697",
         "ENSMUSG00000030704",
         "ENSMUSG00000030706",
@@ -2350,7 +2349,6 @@
         "ENSMUSG00000031168",
         "ENSMUSG00000031176",
         "ENSMUSG00000031197",
-        "ENSMUSG00000031198",
         "ENSMUSG00000031201",
         "ENSMUSG00000031207",
         "ENSMUSG00000031216",
@@ -2360,6 +2358,7 @@
         "ENSMUSG00000031245",
         "ENSMUSG00000031246",
         "ENSMUSG00000031278",
+        "ENSMUSG00000031294",
         "ENSMUSG00000031299",
         "ENSMUSG00000031304",
         "ENSMUSG00000031311",
@@ -2368,7 +2367,6 @@
         "ENSMUSG00000031347",
         "ENSMUSG00000031349",
         "ENSMUSG00000031353",
-        "ENSMUSG00000031357",
         "ENSMUSG00000031375",
         "ENSMUSG00000031386",
         "ENSMUSG00000031387",
@@ -2378,6 +2376,7 @@
         "ENSMUSG00000031400",
         "ENSMUSG00000031402",
         "ENSMUSG00000031422",
+        "ENSMUSG00000031425",
         "ENSMUSG00000031429",
         "ENSMUSG00000031431",
         "ENSMUSG00000031438",
@@ -2412,13 +2411,11 @@
         "ENSMUSG00000031609",
         "ENSMUSG00000031622",
         "ENSMUSG00000031627",
-        "ENSMUSG00000031633",
         "ENSMUSG00000031634",
         "ENSMUSG00000031660",
         "ENSMUSG00000031667",
         "ENSMUSG00000031672",
         "ENSMUSG00000031683",
-        "ENSMUSG00000031696",
         "ENSMUSG00000031701",
         "ENSMUSG00000031703",
         "ENSMUSG00000031708",
@@ -2428,10 +2425,8 @@
         "ENSMUSG00000031729",
         "ENSMUSG00000031731",
         "ENSMUSG00000031734",
-        "ENSMUSG00000031751",
         "ENSMUSG00000031762",
         "ENSMUSG00000031765",
-        "ENSMUSG00000031770",
         "ENSMUSG00000031774",
         "ENSMUSG00000031775",
         "ENSMUSG00000031776",
@@ -2454,6 +2449,7 @@
         "ENSMUSG00000031858",
         "ENSMUSG00000031865",
         "ENSMUSG00000031871",
+        "ENSMUSG00000031875",
         "ENSMUSG00000031878",
         "ENSMUSG00000031879",
         "ENSMUSG00000031880",
@@ -2462,16 +2458,22 @@
         "ENSMUSG00000031913",
         "ENSMUSG00000031917",
         "ENSMUSG00000031918",
+        "ENSMUSG00000031922",
         "ENSMUSG00000031924",
         "ENSMUSG00000031930",
         "ENSMUSG00000031938",
+        "ENSMUSG00000031948",
         "ENSMUSG00000031950",
         "ENSMUSG00000031954",
         "ENSMUSG00000031955",
         "ENSMUSG00000031958",
+        "ENSMUSG00000031960",
         "ENSMUSG00000031967",
+        "ENSMUSG00000031969",
+        "ENSMUSG00000031984",
         "ENSMUSG00000031985",
         "ENSMUSG00000031996",
+        "ENSMUSG00000032002",
         "ENSMUSG00000032010",
         "ENSMUSG00000032026",
         "ENSMUSG00000032030",
@@ -2532,7 +2534,6 @@
         "ENSMUSG00000032376",
         "ENSMUSG00000032381",
         "ENSMUSG00000032382",
-        "ENSMUSG00000032383",
         "ENSMUSG00000032387",
         "ENSMUSG00000032388",
         "ENSMUSG00000032398",
@@ -2573,6 +2574,7 @@
         "ENSMUSG00000032590",
         "ENSMUSG00000032594",
         "ENSMUSG00000032602",
+        "ENSMUSG00000032604",
         "ENSMUSG00000032612",
         "ENSMUSG00000032621",
         "ENSMUSG00000032637",
@@ -2603,6 +2605,7 @@
         "ENSMUSG00000033066",
         "ENSMUSG00000033088",
         "ENSMUSG00000033096",
+        "ENSMUSG00000033111",
         "ENSMUSG00000033149",
         "ENSMUSG00000033159",
         "ENSMUSG00000033161",
@@ -2625,6 +2628,7 @@
         "ENSMUSG00000033423",
         "ENSMUSG00000033427",
         "ENSMUSG00000033446",
+        "ENSMUSG00000033467",
         "ENSMUSG00000033488",
         "ENSMUSG00000033499",
         "ENSMUSG00000033533",
@@ -2652,12 +2656,14 @@
         "ENSMUSG00000033943",
         "ENSMUSG00000033953",
         "ENSMUSG00000033965",
+        "ENSMUSG00000034006",
         "ENSMUSG00000034024",
         "ENSMUSG00000034042",
         "ENSMUSG00000034075",
         "ENSMUSG00000034088",
         "ENSMUSG00000034101",
         "ENSMUSG00000034108",
+        "ENSMUSG00000034118",
         "ENSMUSG00000034120",
         "ENSMUSG00000034152",
         "ENSMUSG00000034158",
@@ -2735,7 +2741,6 @@
         "ENSMUSG00000035202",
         "ENSMUSG00000035203",
         "ENSMUSG00000035212",
-        "ENSMUSG00000035215",
         "ENSMUSG00000035247",
         "ENSMUSG00000035248",
         "ENSMUSG00000035268",
@@ -2757,6 +2762,7 @@
         "ENSMUSG00000035623",
         "ENSMUSG00000035637",
         "ENSMUSG00000035642",
+        "ENSMUSG00000035673",
         "ENSMUSG00000035697",
         "ENSMUSG00000035726",
         "ENSMUSG00000035754",
@@ -2791,12 +2797,12 @@
         "ENSMUSG00000036333",
         "ENSMUSG00000036371",
         "ENSMUSG00000036398",
-        "ENSMUSG00000036427",
         "ENSMUSG00000036430",
         "ENSMUSG00000036438",
         "ENSMUSG00000036461",
         "ENSMUSG00000036478",
         "ENSMUSG00000036503",
+        "ENSMUSG00000036533",
         "ENSMUSG00000036585",
         "ENSMUSG00000036594",
         "ENSMUSG00000036606",
@@ -2828,7 +2834,6 @@
         "ENSMUSG00000037013",
         "ENSMUSG00000037049",
         "ENSMUSG00000037053",
-        "ENSMUSG00000037058",
         "ENSMUSG00000037060",
         "ENSMUSG00000037062",
         "ENSMUSG00000037070",
@@ -2837,7 +2842,6 @@
         "ENSMUSG00000037075",
         "ENSMUSG00000037098",
         "ENSMUSG00000037149",
-        "ENSMUSG00000037174",
         "ENSMUSG00000037197",
         "ENSMUSG00000037204",
         "ENSMUSG00000037221",
@@ -2859,26 +2863,21 @@
         "ENSMUSG00000037465",
         "ENSMUSG00000037486",
         "ENSMUSG00000037487",
-        "ENSMUSG00000037499",
         "ENSMUSG00000037503",
         "ENSMUSG00000037514",
         "ENSMUSG00000037533",
         "ENSMUSG00000037542",
         "ENSMUSG00000037570",
         "ENSMUSG00000037580",
-        "ENSMUSG00000037601",
         "ENSMUSG00000037608",
         "ENSMUSG00000037649",
         "ENSMUSG00000037669",
         "ENSMUSG00000037706",
-        "ENSMUSG00000037710",
         "ENSMUSG00000037712",
-        "ENSMUSG00000037720",
         "ENSMUSG00000037722",
         "ENSMUSG00000037736",
         "ENSMUSG00000037754",
         "ENSMUSG00000037787",
-        "ENSMUSG00000037805",
         "ENSMUSG00000037815",
         "ENSMUSG00000037820",
         "ENSMUSG00000037822",
@@ -2886,6 +2885,7 @@
         "ENSMUSG00000037847",
         "ENSMUSG00000037857",
         "ENSMUSG00000037876",
+        "ENSMUSG00000037894",
         "ENSMUSG00000037902",
         "ENSMUSG00000037916",
         "ENSMUSG00000037926",
@@ -2904,7 +2904,6 @@
         "ENSMUSG00000038145",
         "ENSMUSG00000038160",
         "ENSMUSG00000038170",
-        "ENSMUSG00000038173",
         "ENSMUSG00000038175",
         "ENSMUSG00000038178",
         "ENSMUSG00000038206",
@@ -2936,7 +2935,6 @@
         "ENSMUSG00000038503",
         "ENSMUSG00000038520",
         "ENSMUSG00000038522",
-        "ENSMUSG00000038526",
         "ENSMUSG00000038528",
         "ENSMUSG00000038538",
         "ENSMUSG00000038582",
@@ -2969,10 +2967,10 @@
         "ENSMUSG00000038812",
         "ENSMUSG00000038828",
         "ENSMUSG00000038843",
+        "ENSMUSG00000038845",
         "ENSMUSG00000038872",
         "ENSMUSG00000038876",
         "ENSMUSG00000038880",
-        "ENSMUSG00000038900",
         "ENSMUSG00000038909",
         "ENSMUSG00000038965",
         "ENSMUSG00000038967",
@@ -2987,6 +2985,7 @@
         "ENSMUSG00000039081",
         "ENSMUSG00000039100",
         "ENSMUSG00000039105",
+        "ENSMUSG00000039108",
         "ENSMUSG00000039128",
         "ENSMUSG00000039131",
         "ENSMUSG00000039148",
@@ -3013,7 +3012,6 @@
         "ENSMUSG00000039427",
         "ENSMUSG00000039428",
         "ENSMUSG00000039438",
-        "ENSMUSG00000039450",
         "ENSMUSG00000039461",
         "ENSMUSG00000039473",
         "ENSMUSG00000039478",
@@ -3029,12 +3027,10 @@
         "ENSMUSG00000039678",
         "ENSMUSG00000039680",
         "ENSMUSG00000039682",
-        "ENSMUSG00000039697",
         "ENSMUSG00000039735",
         "ENSMUSG00000039753",
         "ENSMUSG00000039756",
         "ENSMUSG00000039759",
-        "ENSMUSG00000039771",
         "ENSMUSG00000039783",
         "ENSMUSG00000039831",
         "ENSMUSG00000039844",
@@ -3100,6 +3096,7 @@
         "ENSMUSG00000040761",
         "ENSMUSG00000040774",
         "ENSMUSG00000040785",
+        "ENSMUSG00000040808",
         "ENSMUSG00000040813",
         "ENSMUSG00000040822",
         "ENSMUSG00000040842",
@@ -3126,7 +3123,6 @@
         "ENSMUSG00000041297",
         "ENSMUSG00000041328",
         "ENSMUSG00000041355",
-        "ENSMUSG00000041360",
         "ENSMUSG00000041408",
         "ENSMUSG00000041417",
         "ENSMUSG00000041445",
@@ -3136,6 +3132,7 @@
         "ENSMUSG00000041560",
         "ENSMUSG00000041607",
         "ENSMUSG00000041625",
+        "ENSMUSG00000041629",
         "ENSMUSG00000041638",
         "ENSMUSG00000041644",
         "ENSMUSG00000041645",
@@ -3231,7 +3228,6 @@
         "ENSMUSG00000044167",
         "ENSMUSG00000044221",
         "ENSMUSG00000044224",
-        "ENSMUSG00000044249",
         "ENSMUSG00000044252",
         "ENSMUSG00000044258",
         "ENSMUSG00000044408",
@@ -3251,6 +3247,7 @@
         "ENSMUSG00000045078",
         "ENSMUSG00000045092",
         "ENSMUSG00000045107",
+        "ENSMUSG00000045128",
         "ENSMUSG00000045193",
         "ENSMUSG00000045216",
         "ENSMUSG00000045257",
@@ -3285,7 +3282,6 @@
         "ENSMUSG00000046079",
         "ENSMUSG00000046229",
         "ENSMUSG00000046432",
-        "ENSMUSG00000046447",
         "ENSMUSG00000046470",
         "ENSMUSG00000046562",
         "ENSMUSG00000046573",
@@ -3306,7 +3302,7 @@
         "ENSMUSG00000047040",
         "ENSMUSG00000047139",
         "ENSMUSG00000047180",
-        "ENSMUSG00000047213",
+        "ENSMUSG00000047215",
         "ENSMUSG00000047230",
         "ENSMUSG00000047250",
         "ENSMUSG00000047260",
@@ -3316,7 +3312,6 @@
         "ENSMUSG00000047409",
         "ENSMUSG00000047412",
         "ENSMUSG00000047446",
-        "ENSMUSG00000047459",
         "ENSMUSG00000047514",
         "ENSMUSG00000047547",
         "ENSMUSG00000047554",
@@ -3353,6 +3348,7 @@
         "ENSMUSG00000049076",
         "ENSMUSG00000049086",
         "ENSMUSG00000049091",
+        "ENSMUSG00000049152",
         "ENSMUSG00000049313",
         "ENSMUSG00000049327",
         "ENSMUSG00000049339",
@@ -3377,7 +3373,6 @@
         "ENSMUSG00000050212",
         "ENSMUSG00000050335",
         "ENSMUSG00000050565",
-        "ENSMUSG00000050628",
         "ENSMUSG00000050777",
         "ENSMUSG00000050912",
         "ENSMUSG00000050931",
@@ -3405,7 +3400,6 @@
         "ENSMUSG00000051671",
         "ENSMUSG00000051695",
         "ENSMUSG00000051853",
-        "ENSMUSG00000051989",
         "ENSMUSG00000052040",
         "ENSMUSG00000052102",
         "ENSMUSG00000052139",
@@ -3447,6 +3441,7 @@
         "ENSMUSG00000053436",
         "ENSMUSG00000053453",
         "ENSMUSG00000053477",
+        "ENSMUSG00000053510",
         "ENSMUSG00000053559",
         "ENSMUSG00000053560",
         "ENSMUSG00000053565",
@@ -3459,6 +3454,7 @@
         "ENSMUSG00000053841",
         "ENSMUSG00000053898",
         "ENSMUSG00000053907",
+        "ENSMUSG00000053929",
         "ENSMUSG00000053931",
         "ENSMUSG00000054091",
         "ENSMUSG00000054226",
@@ -3475,8 +3471,8 @@
         "ENSMUSG00000054474",
         "ENSMUSG00000054604",
         "ENSMUSG00000054611",
+        "ENSMUSG00000054619",
         "ENSMUSG00000054690",
-        "ENSMUSG00000054693",
         "ENSMUSG00000054717",
         "ENSMUSG00000054733",
         "ENSMUSG00000054808",
@@ -3493,7 +3489,6 @@
         "ENSMUSG00000055322",
         "ENSMUSG00000055373",
         "ENSMUSG00000055401",
-        "ENSMUSG00000055435",
         "ENSMUSG00000055436",
         "ENSMUSG00000055447",
         "ENSMUSG00000055531",
@@ -3546,10 +3541,12 @@
         "ENSMUSG00000057193",
         "ENSMUSG00000057228",
         "ENSMUSG00000057229",
+        "ENSMUSG00000057286",
         "ENSMUSG00000057315",
         "ENSMUSG00000057329",
         "ENSMUSG00000057363",
         "ENSMUSG00000057375",
+        "ENSMUSG00000057388",
         "ENSMUSG00000057411",
         "ENSMUSG00000057421",
         "ENSMUSG00000057497",
@@ -3567,7 +3564,6 @@
         "ENSMUSG00000057933",
         "ENSMUSG00000058013",
         "ENSMUSG00000058022",
-        "ENSMUSG00000058076",
         "ENSMUSG00000058135",
         "ENSMUSG00000058173",
         "ENSMUSG00000058174",
@@ -3599,7 +3595,6 @@
         "ENSMUSG00000059208",
         "ENSMUSG00000059248",
         "ENSMUSG00000059278",
-        "ENSMUSG00000059355",
         "ENSMUSG00000059363",
         "ENSMUSG00000059412",
         "ENSMUSG00000059436",
@@ -3665,7 +3660,6 @@
         "ENSMUSG00000061665",
         "ENSMUSG00000061689",
         "ENSMUSG00000061731",
-        "ENSMUSG00000061740",
         "ENSMUSG00000061742",
         "ENSMUSG00000061755",
         "ENSMUSG00000061808",
@@ -3693,6 +3687,7 @@
         "ENSMUSG00000062609",
         "ENSMUSG00000062619",
         "ENSMUSG00000062627",
+        "ENSMUSG00000062683",
         "ENSMUSG00000062691",
         "ENSMUSG00000062753",
         "ENSMUSG00000062762",
@@ -3701,7 +3696,6 @@
         "ENSMUSG00000062867",
         "ENSMUSG00000062901",
         "ENSMUSG00000062908",
-        "ENSMUSG00000062929",
         "ENSMUSG00000062960",
         "ENSMUSG00000063065",
         "ENSMUSG00000063077",
@@ -3750,6 +3744,7 @@
         "ENSMUSG00000066149",
         "ENSMUSG00000066150",
         "ENSMUSG00000066151",
+        "ENSMUSG00000066152",
         "ENSMUSG00000066278",
         "ENSMUSG00000066306",
         "ENSMUSG00000066406",
@@ -3779,12 +3774,14 @@
         "ENSMUSG00000068391",
         "ENSMUSG00000068479",
         "ENSMUSG00000068566",
+        "ENSMUSG00000068739",
         "ENSMUSG00000068749",
         "ENSMUSG00000068798",
         "ENSMUSG00000068823",
         "ENSMUSG00000068856",
         "ENSMUSG00000068874",
         "ENSMUSG00000068921",
+        "ENSMUSG00000068923",
         "ENSMUSG00000069456",
         "ENSMUSG00000069516",
         "ENSMUSG00000069520",
@@ -3802,6 +3799,7 @@
         "ENSMUSG00000070319",
         "ENSMUSG00000070348",
         "ENSMUSG00000070372",
+        "ENSMUSG00000070394",
         "ENSMUSG00000070436",
         "ENSMUSG00000070544",
         "ENSMUSG00000070697",
@@ -3835,8 +3833,8 @@
         "ENSMUSG00000072235",
         "ENSMUSG00000072501",
         "ENSMUSG00000072620",
+        "ENSMUSG00000072664",
         "ENSMUSG00000072704",
-        "ENSMUSG00000072772",
         "ENSMUSG00000072941",
         "ENSMUSG00000072946",
         "ENSMUSG00000072949",
@@ -3883,9 +3881,9 @@
         "ENSMUSG00000074794",
         "ENSMUSG00000074797",
         "ENSMUSG00000074825",
+        "ENSMUSG00000074922",
         "ENSMUSG00000075415",
         "ENSMUSG00000075467",
-        "ENSMUSG00000075486",
         "ENSMUSG00000075528",
         "ENSMUSG00000075602",
         "ENSMUSG00000075700",
@@ -3896,6 +3894,7 @@
         "ENSMUSG00000077450",
         "ENSMUSG00000078348",
         "ENSMUSG00000078350",
+        "ENSMUSG00000078427",
         "ENSMUSG00000078429",
         "ENSMUSG00000078440",
         "ENSMUSG00000078453",
@@ -3906,6 +3905,7 @@
         "ENSMUSG00000078578",
         "ENSMUSG00000078619",
         "ENSMUSG00000078622",
+        "ENSMUSG00000078650",
         "ENSMUSG00000078652",
         "ENSMUSG00000078656",
         "ENSMUSG00000078671",
@@ -3931,7 +3931,6 @@
         "ENSMUSG00000079426",
         "ENSMUSG00000079427",
         "ENSMUSG00000079465",
-        "ENSMUSG00000079480",
         "ENSMUSG00000079484",
         "ENSMUSG00000079508",
         "ENSMUSG00000079523",
@@ -3947,6 +3946,7 @@
         "ENSMUSG00000085438",
         "ENSMUSG00000086841",
         "ENSMUSG00000087260",
+        "ENSMUSG00000087679",
         "ENSMUSG00000087687",
         "ENSMUSG00000089704",
         "ENSMUSG00000089762",
@@ -3964,6 +3964,7 @@
         "ENSMUSG00000090272",
         "ENSMUSG00000090394",
         "ENSMUSG00000090841",
+        "ENSMUSG00000090862",
         "ENSMUSG00000090935",
         "ENSMUSG00000091337",
         "ENSMUSG00000091512",
@@ -3971,16 +3972,15 @@
         "ENSMUSG00000091971",
         "ENSMUSG00000092274",
         "ENSMUSG00000092341",
+        "ENSMUSG00000092607",
         "ENSMUSG00000093661",
         "ENSMUSG00000093904",
         "ENSMUSG00000094483",
         "ENSMUSG00000094724",
         "ENSMUSG00000095098",
-        "ENSMUSG00000096054",
         "ENSMUSG00000096145",
         "ENSMUSG00000096199",
         "ENSMUSG00000096210",
-        "ENSMUSG00000096215",
         "ENSMUSG00000096255",
         "ENSMUSG00000096472",
         "ENSMUSG00000096727",
@@ -4005,6 +4005,7 @@
         "B cell",
         "T cell",
         "epithelial cell of proximal tubule",
+        "fenestrated endothelial cell",
         "kidney collecting duct epithelial cell",
         "kidney collecting duct principal cell",
         "kidney interstitial fibroblast",

pynndescent_index.joblib

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-oid sha256:a33e2d424ae010b44297bc63f43fe84e6002b88412e5c1b18dc1b00b79363ad8
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