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The BRAIN Initiative Cell Census Network Data Ecosystem: A User’s Guide

BICCN Data Ecosystem Collaboration, View ORCID ProfileMichael J Hawrylycz, View ORCID ProfileMaryann E Martone, View ORCID ProfilePatrick R Hof, View ORCID ProfileEd S Lein, View ORCID ProfileAviv Regev, View ORCID ProfileGiorgio A. A Ascoli, View ORCID ProfileJan G Bjaalie, View ORCID ProfileHong-Wei Dong, View ORCID ProfileSatrajit S Ghosh, View ORCID ProfileJesse Gillis, View ORCID ProfileRonna Hertzano, View ORCID ProfileDavid R Haynor, View ORCID ProfileYongsoo Kim, View ORCID ProfileYufeng Liu, View ORCID ProfileJeremy A Miller, View ORCID ProfilePartha P Mitra, View ORCID ProfileEran Mukamel, View ORCID ProfileDavid Osumi-Sutherland, View ORCID ProfileHanchuan Peng, View ORCID ProfilePatrick L Ray, View ORCID ProfileRaymond Sanchez, View ORCID ProfileAlex Ropelewski, View ORCID ProfileRichard H Scheuermann, View ORCID ProfileShawn Z K Tan, View ORCID ProfileTimothy Tickle, View ORCID ProfileHagen Tilgner, View ORCID ProfileMerina Varghese, View ORCID ProfileBrock Wester, View ORCID ProfileOwen White, View ORCID ProfileBrian Aevermann, View ORCID ProfileDavid Allemang, View ORCID ProfileSeth Ament, View ORCID ProfileThomas L Athey, View ORCID ProfilePamela M Baker, View ORCID ProfileCody Baker, View ORCID ProfileKatherine S Baker, View ORCID ProfileAnita Bandrowski, View ORCID ProfilePrajal Bishwakarma, View ORCID ProfileAmbrose Carr, View ORCID ProfileMin Chen, View ORCID ProfileRoni Choudhury, View ORCID ProfileJonah Cool, View ORCID ProfileHeather Creasy, View ORCID ProfileFlorence D'Orazi, View ORCID ProfileKylee Degatano, View ORCID ProfileBenjamin Dichter, View ORCID ProfileSong-Lin Ding, View ORCID ProfileTim Dolbeare, View ORCID ProfileJoseph R Ecker, View ORCID ProfileRongxin Fang, View ORCID ProfileJean-Christophe Fillion-Robin, View ORCID ProfileTimothy P Fliss, View ORCID ProfileJames Gee, View ORCID ProfileTom Gillespie, View ORCID ProfileNathan Gouwens, View ORCID ProfileYaroslav O Halchenko, View ORCID ProfileNomi Harris, View ORCID ProfileBrian R Herb, View ORCID ProfileHouri Hintiryan, View ORCID ProfileGregory Hood, Sam Horvath, View ORCID ProfileDorota Jarecka, View ORCID ProfileShengdian Jiang, View ORCID ProfileFarzaneh Khajouei, View ORCID ProfileElizabeth A Kiernan, View ORCID ProfileHuseyin Kir, View ORCID ProfileLauren Kruse, View ORCID ProfileChangkyu Lee, View ORCID ProfileBoudewijn Lelieveldt, View ORCID ProfileYang Li, View ORCID ProfileHanqing Liu, View ORCID ProfileAnup Markuhar, View ORCID ProfileJames Mathews, View ORCID ProfileKaylee L Mathews, View ORCID ProfileMichael I Miller, Tyler Mollenkopf, View ORCID ProfileShoaib Mufti, View ORCID ProfileChristopher J Mungall, View ORCID ProfileLydia Ng, View ORCID ProfileJoshua Orvis, View ORCID ProfileMaja A Puchades, View ORCID ProfileLei Qu, View ORCID ProfileJoseph P Receveur, View ORCID ProfileBing Ren, View ORCID ProfileNathan Sjoquist, View ORCID ProfileBrian Staats, View ORCID ProfileCarol L Thompson, View ORCID ProfileDaniel Tward, View ORCID ProfileCindy T J van Velthoven, View ORCID ProfileQuanxin Wang, View ORCID ProfileFangming Xie, View ORCID ProfileHua Xu, View ORCID ProfileZizhen Yao, View ORCID ProfileZhixi Yun, View ORCID ProfileHongkui Zeng, View ORCID ProfileGuo-Qiang Zhang, View ORCID ProfileYun R Zhang, View ORCID ProfileJim W Zheng, View ORCID ProfileBrian Zingg
doi: https://doi.org/10.1101/2022.10.26.513573
1;-
Michael J Hawrylycz
2Allen Institute for Brain Science, Seattle, WA
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  • For correspondence: [email protected]
Maryann E Martone
3Dept of Neuroscience, University of California San Diego, San Diego, CA
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Patrick R Hof
4Nash Family Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Ed S Lein
2Allen Institute for Brain Science, Seattle, WA
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Aviv Regev
5Broad Institute of MIT and Harvard, Cambridge, Current address: Genentech, 1 DNA Way, South, San Francisco, CA
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Giorgio A. A Ascoli
6Bioengineering Department and Center for Neural Informatics, Structures, & Plasticity, Volgenau School of Engineering, George Mason University, Fairfax, VA
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Jan G Bjaalie
7Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
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Hong-Wei Dong
8UCLA Brain Research & Artificial Intelligence Nexus, Department of Neurobiology, David Geffen School of Medicine at UCLA. 73-235 CHS, Los Angeles, CA
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Satrajit S Ghosh
9McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA
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Jesse Gillis
10Department of Physiology, University of Toronto, Toronto, Canada
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Ronna Hertzano
11Department of Otorhinolaryngology Head and Neck Surgery, University of Maryland School of Medicine, Baltimore, MD
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David R Haynor
12Department of Radiology, University of Washington, Seattle, WA
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Yongsoo Kim
13Department of Neural and Behavioral Sciences, College of Medicine, The Pennsylvania State University, PA
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Yufeng Liu
14SEU-Allen Institute Joint Center, Institute for Brain and Intelligence, Southeast University, Nanjing, China
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  • ORCID record for Yufeng Liu
Jeremy A Miller
2Allen Institute for Brain Science, Seattle, WA
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Partha P Mitra
15Cold Spring Harbor Laboratory, Cold Spring Harbor, New York, NY
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Eran Mukamel
16Department of Cognitive Science, University of California, San Diego, La Jolla, CA
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David Osumi-Sutherland
17European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Hinxton, Cambridge, United Kingdom
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Hanchuan Peng
14SEU-Allen Institute Joint Center, Institute for Brain and Intelligence, Southeast University, Nanjing, China
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Patrick L Ray
2Allen Institute for Brain Science, Seattle, WA
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Raymond Sanchez
2Allen Institute for Brain Science, Seattle, WA
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Alex Ropelewski
18Pittsburgh Supercomputing Center, Carnegie Mellon University, Pittsburgh, PA
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Richard H Scheuermann
19J. Craig Venter Institute, La Jolla, CA, USA, Department of Pathology, University of California San Diego, La Jolla, CA
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Shawn Z K Tan
17European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Hinxton, Cambridge, United Kingdom
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Timothy Tickle
20Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA
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Hagen Tilgner
21Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, NY, USA. Center for Neurogenetics, Weill Cornell Medicine, NY
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Merina Varghese
4Nash Family Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Brock Wester
22Research and Exploratory Development Department, Johns Hopkins University Applied Physics, Laboratory, Laurel, MD
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Owen White
23Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Brian Aevermann
24Chan Zuckerberg Initiative, Redwood City, CA
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David Allemang
25Kitware Inc., Albany, NY
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Seth Ament
23Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Thomas L Athey
26Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD
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Pamela M Baker
2Allen Institute for Brain Science, Seattle, WA
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Cody Baker
27CatalystNeuro, Benicia, CA
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Katherine S Baker
2Allen Institute for Brain Science, Seattle, WA
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Anita Bandrowski
3Dept of Neuroscience, University of California San Diego, San Diego, CA
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Prajal Bishwakarma
2Allen Institute for Brain Science, Seattle, WA
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Ambrose Carr
24Chan Zuckerberg Initiative, Redwood City, CA
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Min Chen
28Department of Radiology, Perelman School of Medicine, University of Pennsylvania,_ Philadelphia, PA
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Roni Choudhury
25Kitware Inc., Albany, NY
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Jonah Cool
24Chan Zuckerberg Initiative, Redwood City, CA
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Heather Creasy
23Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Florence D'Orazi
24Chan Zuckerberg Initiative, Redwood City, CA
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Kylee Degatano
20Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA
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Benjamin Dichter
27CatalystNeuro, Benicia, CA
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Song-Lin Ding
2Allen Institute for Brain Science, Seattle, WA
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Tim Dolbeare
2Allen Institute for Brain Science, Seattle, WA
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Joseph R Ecker
29Genomic Analysis Laboratory, Howard Hughes Medical Institute, The Salk Institute for Biological Studies, La Jolla, CA
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Rongxin Fang
30Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, CA
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Jean-Christophe Fillion-Robin
25Kitware Inc., Albany, NY
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Timothy P Fliss
2Allen Institute for Brain Science, Seattle, WA
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James Gee
28Department of Radiology, Perelman School of Medicine, University of Pennsylvania,_ Philadelphia, PA
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Tom Gillespie
3Dept of Neuroscience, University of California San Diego, San Diego, CA
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Nathan Gouwens
2Allen Institute for Brain Science, Seattle, WA
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Yaroslav O Halchenko
31Department of Psychological and Brain Sciences, Dartmouth College, Hannover, NH
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Nomi Harris
32Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA
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Brian R Herb
23Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Houri Hintiryan
8UCLA Brain Research & Artificial Intelligence Nexus, Department of Neurobiology, David Geffen School of Medicine at UCLA. 73-235 CHS, Los Angeles, CA
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Gregory Hood
18Pittsburgh Supercomputing Center, Carnegie Mellon University, Pittsburgh, PA
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Sam Horvath
25Kitware Inc., Albany, NY
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Dorota Jarecka
9McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA
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Shengdian Jiang
14SEU-Allen Institute Joint Center, Institute for Brain and Intelligence, Southeast University, Nanjing, China
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Farzaneh Khajouei
20Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA
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Elizabeth A Kiernan
20Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA
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Huseyin Kir
17European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Hinxton, Cambridge, United Kingdom
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Lauren Kruse
2Allen Institute for Brain Science, Seattle, WA
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Changkyu Lee
2Allen Institute for Brain Science, Seattle, WA
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Boudewijn Lelieveldt
33Dept. of Intelligent Systems, Faculty of EEMCS, Delft University of Technology, Delft, NL
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Yang Li
34Center for Epigenomics, Department of Cellular and Molecular Medicine, UC San Diego School of Medicine, La Jolla, CA
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Hanqing Liu
35Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA
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Anup Markuhar
23Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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James Mathews
2Allen Institute for Brain Science, Seattle, WA
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Kaylee L Mathews
20Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA
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Michael I Miller
26Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD
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Tyler Mollenkopf
2Allen Institute for Brain Science, Seattle, WA
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Shoaib Mufti
2Allen Institute for Brain Science, Seattle, WA
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Christopher J Mungall
32Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA
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Lydia Ng
2Allen Institute for Brain Science, Seattle, WA
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Joshua Orvis
23Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Maja A Puchades
7Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
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Lei Qu
14SEU-Allen Institute Joint Center, Institute for Brain and Intelligence, Southeast University, Nanjing, China
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Joseph P Receveur
23Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD
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Bing Ren
36Center for Epigenomics, Department of Cellular and Molecular Medicine, UC San Diego School of Medicine, Ludwig Institute for Cancer Research La Jolla, CA
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Nathan Sjoquist
37Microsoft Corporation, Seattle, WA
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Brian Staats
2Allen Institute for Brain Science, Seattle, WA
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Carol L Thompson
2Allen Institute for Brain Science, Seattle, WA
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Daniel Tward
38Departments of Computational Medicine and Neurology, University of California Los Angeles, Los Angeles, CA
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Cindy T J van Velthoven
2Allen Institute for Brain Science, Seattle, WA
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Quanxin Wang
2Allen Institute for Brain Science, Seattle, WA
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Fangming Xie
39Department of Chemistry and Biochemistry, University of California Los Angeles, CA
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Hua Xu
40School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX
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Zizhen Yao
2Allen Institute for Brain Science, Seattle, WA
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Zhixi Yun
14SEU-Allen Institute Joint Center, Institute for Brain and Intelligence, Southeast University, Nanjing, China
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Hongkui Zeng
2Allen Institute for Brain Science, Seattle, WA
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Guo-Qiang Zhang
41Texas Institute for Restorative Neurotechnologies. The University of Texas Health Science Center at Houston, Houston, TX
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Yun R Zhang
19J. Craig Venter Institute, La Jolla, CA, USA, Department of Pathology, University of California San Diego, La Jolla, CA
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Jim W Zheng
40School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX
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Brian Zingg
8UCLA Brain Research & Artificial Intelligence Nexus, Department of Neurobiology, David Geffen School of Medicine at UCLA. 73-235 CHS, Los Angeles, CA
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Abstract

Characterizing cellular diversity at different levels of biological organization across data modalities is a prerequisite to understanding the function of cell types in the brain. Classification of neurons is also required to manipulate cell types in controlled ways, and to understand their variation and vulnerability in brain disorders. The BRAIN Initiative Cell Census Network (BICCN) is an integrated network of data generating centers, data archives and data standards developers, with the goal of systematic multimodal brain cell type profiling and characterization. Emphasis of the BICCN is on the whole mouse brain and demonstration of prototypes for human and non-human primate (NHP) brains. Here, we provide a guide to the cellular and spatial approaches employed, and to accessing and using the BICCN data and its extensive resources, including the BRAIN Cell Data Center (BCDC) which serves to manage and integrate data across the ecosystem. We illustrate the power of the BICCN data ecosystem through vignettes highlighting several BICCN analysis and visualization tools. Finally, we present emerging standards that have been developed or adopted by the BICCN toward FAIR (Wilkinson et al. 2016a) neuroscience. The combined BICCN ecosystem provides a comprehensive resource for the exploration and analysis of cell types in the brain.

Competing Interest Statement

Aviv Regev is a co-founder and equity holder of Celsius Therapeutics, an equity holder in Immunitas Therapeutics and, until 31 July 2020, was a scientific advisory board member of Thermo Fisher Scientific, Syros Pharmaceuticals, Asimov, and Neogene Therapeutics. From 1 August 2020, AR is an employee of Genentech and has equity in Roche. AR is a named inventor on multiple patents related to single cell and spatial genomics filed by or issued to the Broad Institute.

Footnotes

  • https://www.biccn.org

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 4.0 International license.
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Posted October 30, 2022.
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The BRAIN Initiative Cell Census Network Data Ecosystem: A User’s Guide
BICCN Data Ecosystem Collaboration, Michael J Hawrylycz, Maryann E Martone, Patrick R Hof, Ed S Lein, Aviv Regev, Giorgio A. A Ascoli, Jan G Bjaalie, Hong-Wei Dong, Satrajit S Ghosh, Jesse Gillis, Ronna Hertzano, David R Haynor, Yongsoo Kim, Yufeng Liu, Jeremy A Miller, Partha P Mitra, Eran Mukamel, David Osumi-Sutherland, Hanchuan Peng, Patrick L Ray, Raymond Sanchez, Alex Ropelewski, Richard H Scheuermann, Shawn Z K Tan, Timothy Tickle, Hagen Tilgner, Merina Varghese, Brock Wester, Owen White, Brian Aevermann, David Allemang, Seth Ament, Thomas L Athey, Pamela M Baker, Cody Baker, Katherine S Baker, Anita Bandrowski, Prajal Bishwakarma, Ambrose Carr, Min Chen, Roni Choudhury, Jonah Cool, Heather Creasy, Florence D'Orazi, Kylee Degatano, Benjamin Dichter, Song-Lin Ding, Tim Dolbeare, Joseph R Ecker, Rongxin Fang, Jean-Christophe Fillion-Robin, Timothy P Fliss, James Gee, Tom Gillespie, Nathan Gouwens, Yaroslav O Halchenko, Nomi Harris, Brian R Herb, Houri Hintiryan, Gregory Hood, Sam Horvath, Dorota Jarecka, Shengdian Jiang, Farzaneh Khajouei, Elizabeth A Kiernan, Huseyin Kir, Lauren Kruse, Changkyu Lee, Boudewijn Lelieveldt, Yang Li, Hanqing Liu, Anup Markuhar, James Mathews, Kaylee L Mathews, Michael I Miller, Tyler Mollenkopf, Shoaib Mufti, Christopher J Mungall, Lydia Ng, Joshua Orvis, Maja A Puchades, Lei Qu, Joseph P Receveur, Bing Ren, Nathan Sjoquist, Brian Staats, Carol L Thompson, Daniel Tward, Cindy T J van Velthoven, Quanxin Wang, Fangming Xie, Hua Xu, Zizhen Yao, Zhixi Yun, Hongkui Zeng, Guo-Qiang Zhang, Yun R Zhang, Jim W Zheng, Brian Zingg
bioRxiv 2022.10.26.513573; doi: https://doi.org/10.1101/2022.10.26.513573
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The BRAIN Initiative Cell Census Network Data Ecosystem: A User’s Guide
BICCN Data Ecosystem Collaboration, Michael J Hawrylycz, Maryann E Martone, Patrick R Hof, Ed S Lein, Aviv Regev, Giorgio A. A Ascoli, Jan G Bjaalie, Hong-Wei Dong, Satrajit S Ghosh, Jesse Gillis, Ronna Hertzano, David R Haynor, Yongsoo Kim, Yufeng Liu, Jeremy A Miller, Partha P Mitra, Eran Mukamel, David Osumi-Sutherland, Hanchuan Peng, Patrick L Ray, Raymond Sanchez, Alex Ropelewski, Richard H Scheuermann, Shawn Z K Tan, Timothy Tickle, Hagen Tilgner, Merina Varghese, Brock Wester, Owen White, Brian Aevermann, David Allemang, Seth Ament, Thomas L Athey, Pamela M Baker, Cody Baker, Katherine S Baker, Anita Bandrowski, Prajal Bishwakarma, Ambrose Carr, Min Chen, Roni Choudhury, Jonah Cool, Heather Creasy, Florence D'Orazi, Kylee Degatano, Benjamin Dichter, Song-Lin Ding, Tim Dolbeare, Joseph R Ecker, Rongxin Fang, Jean-Christophe Fillion-Robin, Timothy P Fliss, James Gee, Tom Gillespie, Nathan Gouwens, Yaroslav O Halchenko, Nomi Harris, Brian R Herb, Houri Hintiryan, Gregory Hood, Sam Horvath, Dorota Jarecka, Shengdian Jiang, Farzaneh Khajouei, Elizabeth A Kiernan, Huseyin Kir, Lauren Kruse, Changkyu Lee, Boudewijn Lelieveldt, Yang Li, Hanqing Liu, Anup Markuhar, James Mathews, Kaylee L Mathews, Michael I Miller, Tyler Mollenkopf, Shoaib Mufti, Christopher J Mungall, Lydia Ng, Joshua Orvis, Maja A Puchades, Lei Qu, Joseph P Receveur, Bing Ren, Nathan Sjoquist, Brian Staats, Carol L Thompson, Daniel Tward, Cindy T J van Velthoven, Quanxin Wang, Fangming Xie, Hua Xu, Zizhen Yao, Zhixi Yun, Hongkui Zeng, Guo-Qiang Zhang, Yun R Zhang, Jim W Zheng, Brian Zingg
bioRxiv 2022.10.26.513573; doi: https://doi.org/10.1101/2022.10.26.513573

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