Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

CZ CELL×GENE Discover: A single-cell data platform for scalable exploration, analysis and modeling of aggregated data

CZI Single-Cell Biology Program, Shibla Abdulla, View ORCID ProfileBrian Aevermann, View ORCID ProfilePedro Assis, Seve Badajoz, View ORCID ProfileSidney M. Bell, View ORCID ProfileEmanuele Bezzi, View ORCID ProfileBatuhan Cakir, View ORCID ProfileJim Chaffer, Signe Chambers, J. Michael Cherry, Tiffany Chi, Jennifer Chien, Leah Dorman, View ORCID ProfilePablo Garcia-Nieto, Nayib Gloria, Mim Hastie, Daniel Hegeman, View ORCID ProfileJason Hilton, Timmy Huang, Amanda Infeld, Ana-Maria Istrate, Ivana Jelic, Kuni Katsuya, Yang Joon Kim, Karen Liang, Mike Lin, Maximilian Lombardo, Bailey Marshall, Bruce Martin, Fran McDade, Colin Megill, Nikhil Patel, Alexander Predeus, Brian Raymor, Behnam Robatmili, Dave Rogers, View ORCID ProfileErica Rutherford, Dana Sadgat, Andrew Shin, View ORCID ProfileCorinn Small, Trent Smith, Prathap Sridharan, Alexander Tarashansky, View ORCID ProfileNorbert Tavares, Harley Thomas, Andrew Tolopko, Meghan Urisko, Joyce Yan, View ORCID ProfileGarabet Yeretssian, View ORCID ProfileJennifer Zamanian, Arathi Mani, View ORCID ProfileJonah Cool, View ORCID ProfileAmbrose Carr
doi: https://doi.org/10.1101/2023.10.30.563174
1Chan Zuckerberg Initiative
Shibla Abdulla
2Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Brian Aevermann
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Brian Aevermann
Pedro Assis
3Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Pedro Assis
Seve Badajoz
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Sidney M. Bell
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Sidney M. Bell
Emanuele Bezzi
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Emanuele Bezzi
Batuhan Cakir
2Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Batuhan Cakir
Jim Chaffer
3Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Jim Chaffer
Signe Chambers
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
J. Michael Cherry
3Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Tiffany Chi
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jennifer Chien
3Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Leah Dorman
4Chan Zuckerberg Biohub, SF
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Pablo Garcia-Nieto
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Pablo Garcia-Nieto
Nayib Gloria
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mim Hastie
5Clever Canary, Santa Cruz, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Daniel Hegeman
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jason Hilton
3Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Jason Hilton
Timmy Huang
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Amanda Infeld
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ana-Maria Istrate
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ivana Jelic
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Kuni Katsuya
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Yang Joon Kim
4Chan Zuckerberg Biohub, SF
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Karen Liang
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mike Lin
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Maximilian Lombardo
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Bailey Marshall
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Bruce Martin
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Fran McDade
5Clever Canary, Santa Cruz, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Colin Megill
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Nikhil Patel
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Alexander Predeus
2Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Brian Raymor
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Behnam Robatmili
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Dave Rogers
5Clever Canary, Santa Cruz, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Erica Rutherford
3Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Erica Rutherford
Dana Sadgat
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Andrew Shin
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Corinn Small
3Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Corinn Small
Trent Smith
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Prathap Sridharan
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Alexander Tarashansky
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Norbert Tavares
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Norbert Tavares
Harley Thomas
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Andrew Tolopko
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Meghan Urisko
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Joyce Yan
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Garabet Yeretssian
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Garabet Yeretssian
Jennifer Zamanian
3Department of Genetics, Stanford University, Stanford, CA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Jennifer Zamanian
Arathi Mani
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jonah Cool
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Jonah Cool
  • For correspondence: [email protected]
Ambrose Carr
1Chan Zuckerberg Initiative
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Ambrose Carr
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Supplementary material
  • Data/Code
  • Preview PDF
Loading

Abstract

Hundreds of millions of single cells have been analyzed to date using high throughput transcriptomic methods, thanks to technological advances driving the increasingly rapid generation of single-cell data. This provides an exciting opportunity for unlocking new insights into health and disease, made possible by meta-analysis that span diverse datasets building on recent advances in large language models and other machine learning approaches. Despite the promise of these and emerging analytical tools for analyzing large amounts of data, a major challenge remains the sheer number of datasets and inconsistent format, data models and accessibility. Many datasets are available via unique portals platforms that often lack interoperability. Here, we present CZ CellxGene Discover (cellxgene.cziscience.com), a data platform that provides curated and interoperable data. This single-cell data resource, available via a free-to-use online data portal, hosts a growing corpus of community contributed data that spans more than 50 million unique cells. Curated, standardized, and associated with consistent cell-level metadata, this collection of interoperable single-cell transcriptomic data is the largest of its kind. A suite of tools and features enables accessibility and reusability of the data via both computational and visual interfaces to allow researchers to rapidly explore individual datasets and perform cross-corpus analysis. This functionality is enabling meta-analyses of tens of millions of cells across studies and tissues and providing global views of human cells at the resolution of single cells.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://cellxgene.cziscience.com/

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.
Back to top
PreviousNext
Posted November 02, 2023.
Download PDF

Supplementary Material

Data/Code
Email

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Enter multiple addresses on separate lines or separate them with commas.
CZ CELL×GENE Discover: A single-cell data platform for scalable exploration, analysis and modeling of aggregated data
(Your Name) has forwarded a page to you from bioRxiv
(Your Name) thought you would like to see this page from the bioRxiv website.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Share
CZ CELL×GENE Discover: A single-cell data platform for scalable exploration, analysis and modeling of aggregated data
CZI Single-Cell Biology Program, Shibla Abdulla, Brian Aevermann, Pedro Assis, Seve Badajoz, Sidney M. Bell, Emanuele Bezzi, Batuhan Cakir, Jim Chaffer, Signe Chambers, J. Michael Cherry, Tiffany Chi, Jennifer Chien, Leah Dorman, Pablo Garcia-Nieto, Nayib Gloria, Mim Hastie, Daniel Hegeman, Jason Hilton, Timmy Huang, Amanda Infeld, Ana-Maria Istrate, Ivana Jelic, Kuni Katsuya, Yang Joon Kim, Karen Liang, Mike Lin, Maximilian Lombardo, Bailey Marshall, Bruce Martin, Fran McDade, Colin Megill, Nikhil Patel, Alexander Predeus, Brian Raymor, Behnam Robatmili, Dave Rogers, Erica Rutherford, Dana Sadgat, Andrew Shin, Corinn Small, Trent Smith, Prathap Sridharan, Alexander Tarashansky, Norbert Tavares, Harley Thomas, Andrew Tolopko, Meghan Urisko, Joyce Yan, Garabet Yeretssian, Jennifer Zamanian, Arathi Mani, Jonah Cool, Ambrose Carr
bioRxiv 2023.10.30.563174; doi: https://doi.org/10.1101/2023.10.30.563174
Twitter logo Facebook logo LinkedIn logo Mendeley logo
Citation Tools
CZ CELL×GENE Discover: A single-cell data platform for scalable exploration, analysis and modeling of aggregated data
CZI Single-Cell Biology Program, Shibla Abdulla, Brian Aevermann, Pedro Assis, Seve Badajoz, Sidney M. Bell, Emanuele Bezzi, Batuhan Cakir, Jim Chaffer, Signe Chambers, J. Michael Cherry, Tiffany Chi, Jennifer Chien, Leah Dorman, Pablo Garcia-Nieto, Nayib Gloria, Mim Hastie, Daniel Hegeman, Jason Hilton, Timmy Huang, Amanda Infeld, Ana-Maria Istrate, Ivana Jelic, Kuni Katsuya, Yang Joon Kim, Karen Liang, Mike Lin, Maximilian Lombardo, Bailey Marshall, Bruce Martin, Fran McDade, Colin Megill, Nikhil Patel, Alexander Predeus, Brian Raymor, Behnam Robatmili, Dave Rogers, Erica Rutherford, Dana Sadgat, Andrew Shin, Corinn Small, Trent Smith, Prathap Sridharan, Alexander Tarashansky, Norbert Tavares, Harley Thomas, Andrew Tolopko, Meghan Urisko, Joyce Yan, Garabet Yeretssian, Jennifer Zamanian, Arathi Mani, Jonah Cool, Ambrose Carr
bioRxiv 2023.10.30.563174; doi: https://doi.org/10.1101/2023.10.30.563174

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Subject Area

  • Cell Biology
Subject Areas
All Articles
  • Animal Behavior and Cognition (6312)
  • Biochemistry
  • Biochemistry (14398)
  • Bioengineering (11012)
  • Bioinformatics (34750)
  • Biophysics (17891)
  • Cancer Biology (15009)
  • Cell Biology (21089)
  • Clinical Trials (138)
  • Developmental Biology (11335)
  • Ecology (16692)
  • Epidemiology (2067)
  • Evolutionary Biology (21045)
  • Genetics (13809)
  • Genomics (19308)
  • Immunology (14439)
  • Microbiology (33677)
  • Molecular Biology (14052)
  • Neuroscience (73400)
  • Paleontology (550)
  • Pathology (2314)
  • Pharmacology and Toxicology (3913)
  • Physiology (6197)
  • Plant Biology (12588)
  • Scientific Communication and Education (1854)
  • Synthetic Biology (3526)
  • Systems Biology (8480)
  • Zoology (1939)