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An integrated transcriptomic and epigenomic atlas of mouse primary motor cortex cell types

View ORCID ProfileZizhen Yao, View ORCID ProfileHanqing Liu, View ORCID ProfileFangming Xie, View ORCID ProfileStephan Fischer, View ORCID ProfileA. Sina Booeshaghi, View ORCID ProfileRicky S Adkins, View ORCID ProfileAndrew I. Aldridge, View ORCID ProfileSeth A. Ament, View ORCID ProfileAntonio Pinto-Duarte, View ORCID ProfileAnna Bartlett, View ORCID ProfileM. Margarita Behrens, View ORCID ProfileKoen Van den Berge, View ORCID ProfileDarren Bertagnolli, View ORCID ProfileTommaso Biancalani, View ORCID ProfileHéctor Corrada Bravo, View ORCID ProfileTamara Casper, View ORCID ProfileCarlo Colantuoni, View ORCID ProfileHeather Creasy, View ORCID ProfileKirsten Crichton, View ORCID ProfileMegan Crow, View ORCID ProfileNick Dee, View ORCID ProfileElizabeth L Dougherty, View ORCID ProfileWayne I. Doyle, View ORCID ProfileSandrine Dudoit, View ORCID ProfileRongxin Fang, View ORCID ProfileVictor Felix, View ORCID ProfileOlivia Fong, View ORCID ProfileMichelle Giglio, View ORCID ProfileJesse Gillis, View ORCID ProfileJeff Goldy, View ORCID ProfileMike Hawrylycz, View ORCID ProfileHector Roux de Bézieux, View ORCID ProfileBrian R. Herb, View ORCID ProfileRonna Hertzano, View ORCID ProfileXiaomeng Hou, View ORCID ProfileQiwen Hu, Jonathan Crabtree, View ORCID ProfileJayaram Kancherla, View ORCID ProfileMatthew Kroll, View ORCID ProfileKanan Lathia, View ORCID ProfileYang Eric Li, View ORCID ProfileJacinta D. Lucero, View ORCID ProfileChongyuan Luo, View ORCID ProfileAnup Mahurkar, View ORCID ProfileDelissa McMillen, View ORCID ProfileNaeem Nadaf, View ORCID ProfileJoseph R. Nery, View ORCID ProfileSheng-Yong Niu, View ORCID ProfileJoshua Orvis, View ORCID ProfileJulia K. Osteen, View ORCID ProfileThanh Pham, View ORCID ProfileOlivier Poirion, View ORCID ProfileSebastian Preissl, View ORCID ProfileElizabeth Purdom, View ORCID ProfileChristine Rimorin, View ORCID ProfileDavide Risso, View ORCID ProfileAngeline C. Rivkin, View ORCID ProfileKimberly Smith, View ORCID ProfileKelly Street, View ORCID ProfileJosef Sulc, View ORCID ProfileThuc Nghi Nguyen, View ORCID ProfileMichael Tieu, View ORCID ProfileAmy Torkelson, View ORCID ProfileHerman Tung, View ORCID ProfileEeshit Dhaval Vaishnav, View ORCID ProfileValentine Svensson, View ORCID ProfileCharles R. Vanderburg, View ORCID ProfileVasilis Ntranos, View ORCID ProfileCindy van Velthoven, View ORCID ProfileXinxin Wang, View ORCID ProfileOwen R. White, View ORCID ProfileZ. Josh Huang, View ORCID ProfilePeter V. Kharchenko, View ORCID ProfileLior Pachter, View ORCID ProfileJohn Ngai, View ORCID ProfileAviv Regev, View ORCID ProfileBosiljka Tasic, View ORCID ProfileJoshua D. Welch, View ORCID ProfileJoseph R. Ecker, View ORCID ProfileEvan Z Macosko, View ORCID ProfileBing Ren, BRAIN Initiative Cell ensus Network (BICCN), View ORCID ProfileHongkui Zeng, View ORCID ProfileEran A. Mukamel
doi: https://doi.org/10.1101/2020.02.29.970558
Zizhen Yao
1Allen Institute for Brain Science, Seattle, WA, 98109
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Hanqing Liu
2Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, 92037
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Fangming Xie
3Dept. of Physics, University of California, San Diego, La Jolla, CA 92037
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Stephan Fischer
4Stanley Institute for Cognitive Genomics, Cold Spring Harbor Laboratory, 1 Bungtown Road, Cold Spring Harbor, New York, 11724
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A. Sina Booeshaghi
10California Institute of Technology, Pasadena, CA 91125
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Ricky S Adkins
5Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Andrew I. Aldridge
6Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037; Howard Hughes Medical Institute, The Salk Institute for Biological Studies, 10010 N. Torrey Pines Road, La Jolla, CA 92037;
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Seth A. Ament
5Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Antonio Pinto-Duarte
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Anna Bartlett
2Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, 92037
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  • ORCID record for Anna Bartlett
M. Margarita Behrens
7Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, 92037
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Koen Van den Berge
8Department of Statistics, University of California, Berkeley, Berkeley, CA, 94720; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Gent, Belgium
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Darren Bertagnolli
1Allen Institute for Brain Science, Seattle, WA, 98109
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Tommaso Biancalani
9Broad Institute of MIT and Harvard, Cambridge, MA 02142
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Héctor Corrada Bravo
11Center for Bioinformatics and Computational Biology, University of Maryland, College Park. College Park, MD, 20742
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Tamara Casper
1Allen Institute for Brain Science, Seattle, WA, 98109
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Carlo Colantuoni
12Johns Hopkins School of Medicine, Dept. Neurology & Dept. Neuroscience, and Univesity of Maryland School of Medicine, Institute for Genome Sciences Baltimore MD 21205
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Heather Creasy
5Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Kirsten Crichton
1Allen Institute for Brain Science, Seattle, WA, 98109
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Megan Crow
13Stanley Institute for Cognitive Genomics, Cold Spring Harbor Laboratory
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Nick Dee
1Allen Institute for Brain Science, Seattle, WA, 98109
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Elizabeth L Dougherty
9Broad Institute of MIT and Harvard, Cambridge, MA 02142
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Wayne I. Doyle
14Dept. of Cognitive Science, University of California, San Diego, La Jolla, CA 92037
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Sandrine Dudoit
15Department of Statistics, University of California, Berkeley
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Rongxin Fang
16Bioinformatics and Systems Biology Graduate Program, UC San Diego
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Victor Felix
5Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Olivia Fong
1Allen Institute for Brain Science, Seattle, WA, 98109
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Michelle Giglio
5Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Jesse Gillis
4Stanley Institute for Cognitive Genomics, Cold Spring Harbor Laboratory, 1 Bungtown Road, Cold Spring Harbor, New York, 11724
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Jeff Goldy
1Allen Institute for Brain Science, Seattle, WA, 98109
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Mike Hawrylycz
1Allen Institute for Brain Science, Seattle, WA, 98109
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Hector Roux de Bézieux
17Division of Biostatistics, School of Public Health, University of California, Berkeley, CA, USA
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Brian R. Herb
5Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Ronna Hertzano
18Department of Otorhinolaryngology, Anatomy and Neurobiology and Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore
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Xiaomeng Hou
19Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California, San Diego School of Medicine, La Jolla, CA, USA
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Qiwen Hu
20Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
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Jonathan Crabtree
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Jayaram Kancherla
11Center for Bioinformatics and Computational Biology, University of Maryland, College Park. College Park, MD, 20742
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Matthew Kroll
1Allen Institute for Brain Science, Seattle, WA, 98109
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Kanan Lathia
1Allen Institute for Brain Science, Seattle, WA, 98109
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Yang Eric Li
22Ludwig Institute for Cancer Research, 9500 Gilman Drive, La Jolla, CA 92093, USA
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Jacinta D. Lucero
7Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, 92037
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Chongyuan Luo
23Department of Human Genetics, University of California Los Angeles 0000-0002-7734-1191
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Anup Mahurkar
5Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Delissa McMillen
1Allen Institute for Brain Science, Seattle, WA, 98109
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Naeem Nadaf
9Broad Institute of MIT and Harvard, Cambridge, MA 02142
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Joseph R. Nery
2Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, 92037
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Sheng-Yong Niu
24UCSF
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Joshua Orvis
5Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Julia K. Osteen
7Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, 92037
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Thanh Pham
1Allen Institute for Brain Science, Seattle, WA, 98109
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Olivier Poirion
19Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California, San Diego School of Medicine, La Jolla, CA, USA
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Sebastian Preissl
19Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California, San Diego School of Medicine, La Jolla, CA, USA
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Elizabeth Purdom
15Department of Statistics, University of California, Berkeley
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Christine Rimorin
1Allen Institute for Brain Science, Seattle, WA, 98109
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Davide Risso
26Department of Data Sciences, Dana-Farber Cancer Institute, Boston, MA, 02215
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Angeline C. Rivkin
6Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037; Howard Hughes Medical Institute, The Salk Institute for Biological Studies, 10010 N. Torrey Pines Road, La Jolla, CA 92037;
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Kimberly Smith
1Allen Institute for Brain Science, Seattle, WA, 98109
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Kelly Street
27Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California, San Diego School of Medicine, La Jolla, CA, USA. Current affiliation: McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA
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Josef Sulc
1Allen Institute for Brain Science, Seattle, WA, 98109
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Thuc Nghi Nguyen
1Allen Institute for Brain Science, Seattle, WA, 98109
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Michael Tieu
1Allen Institute for Brain Science, Seattle, WA, 98109
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Amy Torkelson
1Allen Institute for Brain Science, Seattle, WA, 98109
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Herman Tung
1Allen Institute for Brain Science, Seattle, WA, 98109
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Eeshit Dhaval Vaishnav
9Broad Institute of MIT and Harvard, Cambridge, MA 02142
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Valentine Svensson
10California Institute of Technology, Pasadena, CA 91125
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Charles R. Vanderburg
9Broad Institute of MIT and Harvard, Cambridge, MA 02142
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Vasilis Ntranos
25Dept. of Statistical Sciences, University of Padova, Italy
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Cindy van Velthoven
1Allen Institute for Brain Science, Seattle, WA, 98109
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Xinxin Wang
28Department of Molecular and Cell Biology, University of California, Berkeley, CA 94720
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Owen R. White
5Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Z. Josh Huang
21Cold Spring Harbor Laboratory, Cold Spring Harbor, NY 11724
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Peter V. Kharchenko
20Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
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Lior Pachter
10California Institute of Technology, Pasadena, CA 91125
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John Ngai
29Broad Institute of MIT and Harvard, Cambridge, MA 02142, Howard Hughes Medical Institute, Department of Biology, MIT, Cambridge MA 02140
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Aviv Regev
30Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109
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Bosiljka Tasic
1Allen Institute for Brain Science, Seattle, WA, 98109
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Joshua D. Welch
31Broad Institute
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Joseph R. Ecker
6Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037; Howard Hughes Medical Institute, The Salk Institute for Biological Studies, 10010 N. Torrey Pines Road, La Jolla, CA 92037;
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Evan Z Macosko
32Center for Epigenomics, Department of Cellular and Molecular Medicine, UC San Diego; Ludwig Institute for Cancer Research
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Bing Ren
32Center for Epigenomics, Department of Cellular and Molecular Medicine, UC San Diego; Ludwig Institute for Cancer Research
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Hongkui Zeng
1Allen Institute for Brain Science, Seattle, WA, 98109
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  • For correspondence: HongkuiZ@alleninstitute.org emukamel@ucsd.edu
Eran A. Mukamel
14Dept. of Cognitive Science, University of California, San Diego, La Jolla, CA 92037
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  • For correspondence: HongkuiZ@alleninstitute.org emukamel@ucsd.edu
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Abstract

Single cell transcriptomics has transformed the characterization of brain cell identity by providing quantitative molecular signatures for large, unbiased samples of brain cell populations. With the proliferation of taxonomies based on individual datasets, a major challenge is to integrate and validate results toward defining biologically meaningful cell types. We used a battery of single-cell transcriptome and epigenome measurements generated by the BRAIN Initiative Cell Census Network (BICCN) to comprehensively assess the molecular signatures of cell types in the mouse primary motor cortex (MOp). We further developed computational and statistical methods to integrate these multimodal data and quantitatively validate the reproducibility of the cell types. The reference atlas, based on more than 600,000 high quality single-cell or -nucleus samples assayed by six molecular modalities, is a comprehensive molecular account of the diverse neuronal and non-neuronal cell types in MOp. Collectively, our study indicates that the mouse primary motor cortex contains over 55 neuronal cell types that are highly replicable across analysis methods, sequencing technologies, and modalities. We find many concordant multimodal markers for each cell type, as well as thousands of genes and gene regulatory elements with discrepant transcriptomic and epigenomic signatures. These data highlight the complex molecular regulation of brain cell types and will directly enable design of reagents to target specific MOp cell types for functional analysis.

Footnotes

  • https://assets.nemoarchive.org/dat-ch1nqb7

  • https://nemoanalytics.org/

  • https://brainome.ucsd.edu/annoj/BICCN_MOp/

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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An integrated transcriptomic and epigenomic atlas of mouse primary motor cortex cell types
Zizhen Yao, Hanqing Liu, Fangming Xie, Stephan Fischer, A. Sina Booeshaghi, Ricky S Adkins, Andrew I. Aldridge, Seth A. Ament, Antonio Pinto-Duarte, Anna Bartlett, M. Margarita Behrens, Koen Van den Berge, Darren Bertagnolli, Tommaso Biancalani, Héctor Corrada Bravo, Tamara Casper, Carlo Colantuoni, Heather Creasy, Kirsten Crichton, Megan Crow, Nick Dee, Elizabeth L Dougherty, Wayne I. Doyle, Sandrine Dudoit, Rongxin Fang, Victor Felix, Olivia Fong, Michelle Giglio, Jesse Gillis, Jeff Goldy, Mike Hawrylycz, Hector Roux de Bézieux, Brian R. Herb, Ronna Hertzano, Xiaomeng Hou, Qiwen Hu, Jonathan Crabtree, Jayaram Kancherla, Matthew Kroll, Kanan Lathia, Yang Eric Li, Jacinta D. Lucero, Chongyuan Luo, Anup Mahurkar, Delissa McMillen, Naeem Nadaf, Joseph R. Nery, Sheng-Yong Niu, Joshua Orvis, Julia K. Osteen, Thanh Pham, Olivier Poirion, Sebastian Preissl, Elizabeth Purdom, Christine Rimorin, Davide Risso, Angeline C. Rivkin, Kimberly Smith, Kelly Street, Josef Sulc, Thuc Nghi Nguyen, Michael Tieu, Amy Torkelson, Herman Tung, Eeshit Dhaval Vaishnav, Valentine Svensson, Charles R. Vanderburg, Vasilis Ntranos, Cindy van Velthoven, Xinxin Wang, Owen R. White, Z. Josh Huang, Peter V. Kharchenko, Lior Pachter, John Ngai, Aviv Regev, Bosiljka Tasic, Joshua D. Welch, Joseph R. Ecker, Evan Z Macosko, Bing Ren, BRAIN Initiative Cell ensus Network (BICCN), Hongkui Zeng, Eran A. Mukamel
bioRxiv 2020.02.29.970558; doi: https://doi.org/10.1101/2020.02.29.970558
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An integrated transcriptomic and epigenomic atlas of mouse primary motor cortex cell types
Zizhen Yao, Hanqing Liu, Fangming Xie, Stephan Fischer, A. Sina Booeshaghi, Ricky S Adkins, Andrew I. Aldridge, Seth A. Ament, Antonio Pinto-Duarte, Anna Bartlett, M. Margarita Behrens, Koen Van den Berge, Darren Bertagnolli, Tommaso Biancalani, Héctor Corrada Bravo, Tamara Casper, Carlo Colantuoni, Heather Creasy, Kirsten Crichton, Megan Crow, Nick Dee, Elizabeth L Dougherty, Wayne I. Doyle, Sandrine Dudoit, Rongxin Fang, Victor Felix, Olivia Fong, Michelle Giglio, Jesse Gillis, Jeff Goldy, Mike Hawrylycz, Hector Roux de Bézieux, Brian R. Herb, Ronna Hertzano, Xiaomeng Hou, Qiwen Hu, Jonathan Crabtree, Jayaram Kancherla, Matthew Kroll, Kanan Lathia, Yang Eric Li, Jacinta D. Lucero, Chongyuan Luo, Anup Mahurkar, Delissa McMillen, Naeem Nadaf, Joseph R. Nery, Sheng-Yong Niu, Joshua Orvis, Julia K. Osteen, Thanh Pham, Olivier Poirion, Sebastian Preissl, Elizabeth Purdom, Christine Rimorin, Davide Risso, Angeline C. Rivkin, Kimberly Smith, Kelly Street, Josef Sulc, Thuc Nghi Nguyen, Michael Tieu, Amy Torkelson, Herman Tung, Eeshit Dhaval Vaishnav, Valentine Svensson, Charles R. Vanderburg, Vasilis Ntranos, Cindy van Velthoven, Xinxin Wang, Owen R. White, Z. Josh Huang, Peter V. Kharchenko, Lior Pachter, John Ngai, Aviv Regev, Bosiljka Tasic, Joshua D. Welch, Joseph R. Ecker, Evan Z Macosko, Bing Ren, BRAIN Initiative Cell ensus Network (BICCN), Hongkui Zeng, Eran A. Mukamel
bioRxiv 2020.02.29.970558; doi: https://doi.org/10.1101/2020.02.29.970558

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