Single-cell genomics and regulatory networks for 388 human brains.


Journal

Science (New York, N.Y.)
ISSN: 1095-9203
Titre abrégé: Science
Pays: United States
ID NLM: 0404511

Informations de publication

Date de publication:
24 May 2024
Historique:
medline: 23 5 2024
pubmed: 23 5 2024
entrez: 23 5 2024
Statut: ppublish

Résumé

Single-cell genomics is a powerful tool for studying heterogeneous tissues such as the brain. Yet little is understood about how genetic variants influence cell-level gene expression. Addressing this, we uniformly processed single-nuclei, multiomics datasets into a resource comprising >2.8 million nuclei from the prefrontal cortex across 388 individuals. For 28 cell types, we assessed population-level variation in expression and chromatin across gene families and drug targets. We identified >550,000 cell type-specific regulatory elements and >1.4 million single-cell expression quantitative trait loci, which we used to build cell-type regulatory and cell-to-cell communication networks. These networks manifest cellular changes in aging and neuropsychiatric disorders. We further constructed an integrative model accurately imputing single-cell expression and simulating perturbations; the model prioritized ~250 disease-risk genes and drug targets with associated cell types.

Identifiants

pubmed: 38781369
doi: 10.1126/science.adi5199
doi:

Substances chimiques

Chromatin 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

eadi5199

Investigateurs

Schahram Akbarian (S)
Alexej Abyzov (A)
Nadav Ahituv (N)
Dhivya Arasappan (D)
Jose Juan Almagro Armenteros (JJ)
Brian J Beliveau (BJ)
Sabina Berretta (S)
Rahul A Bharadwaj (RA)
Arjun Bhattacharya (A)
Kristen Brennand (K)
Davide Capauto (D)
Frances A Champagne (FA)
Chris Chatzinakos (C)
H Isaac Chen (HI)
Lijun Cheng (L)
Andrew Chess (A)
Jo-Fan Chien (JF)
Ashley Clement (A)
Leonardo Collado-Torres (L)
Gregory M Cooper (GM)
Gregory E Crawford (GE)
Rujia Dai (R)
Nikolaos P Daskalakis (NP)
Jose Davila-Velderrain (J)
Amy Deep-Soboslay (A)
Chengyu Deng (C)
Christopher P DiPietro (CP)
Stella Dracheva (S)
Shiron Drusinsky (S)
Duc Duong (D)
Nicholas J Eagles (NJ)
Jonathan Edelstein (J)
Kiki Galani (K)
Kiran Girdhar (K)
Fernando S Goes (FS)
William Greenleaf (W)
Hanmin Guo (H)
Qiuyu Guo (Q)
Yoav Hadas (Y)
Joachim Hallmayer (J)
Xikun Han (X)
Vahram Haroutunian (V)
Chuan He (C)
Stephanie C Hicks (SC)
Marcus Ho (M)
Li-Lun Ho (LL)
Yiling Huang (Y)
Louise A Huuki-Myers (LA)
Thomas M Hyde (TM)
Artemis Iatrou (A)
Fumitaka Inoue (F)
Aarti Jajoo (A)
Lihua Jiang (L)
Peng Jin (P)
Connor Jops (C)
Alexandre Jourdon (A)
Manolis Kellis (M)
Joel E Kleinman (JE)
Steven P Kleopoulos (SP)
Alex Kozlenkov (A)
Arnold Kriegstein (A)
Anshul Kundaje (A)
Soumya Kundu (S)
Junhao Li (J)
Mingfeng Li (M)
Xiao Lin (X)
Shuang Liu (S)
Chunyu Liu (C)
Jacob M Loupe (JM)
Dan Lu (D)
Liang Ma (L)
Jessica Mariani (J)
Keri Martinowich (K)
Kristen R Maynard (KR)
Richard M Myers (RM)
Courtney Micallef (C)
Tatiana Mikhailova (T)
Guo-Li Ming (GL)
Shahin Mohammadi (S)
Emma Monte (E)
Kelsey S Montgomery (KS)
Eran A Mukamel (EA)
Angus C Nairn (AC)
Charles B Nemeroff (CB)
Scott Norton (S)
Tomasz Nowakowski (T)
Larsson Omberg (L)
Stephanie C Page (SC)
Saejeong Park (S)
Ashok Patowary (A)
Reenal Pattni (R)
Geo Pertea (G)
Mette A Peters (MA)
Dalila Pinto (D)
Sirisha Pochareddy (S)
Katherine S Pollard (KS)
Alex Pollen (A)
Pawel F Przytycki (PF)
Carolin Purmann (C)
Zhaohui S Qin (ZS)
Ping-Ping Qu (PP)
Towfique Raj (T)
Sarah Reach (S)
Thomas Reimonn (T)
Kerry J Ressler (KJ)
Deanna Ross (D)
Joel Rozowsky (J)
Misir Ruth (M)
W Brad Ruzicka (WB)
Stephan J Sanders (SJ)
Juliane M Schneider (JM)
Soraya Scuderi (S)
Robert Sebra (R)
Nicholas Seyfried (N)
Zhiping Shao (Z)
Annie W Shieh (AW)
Joo Heon Shin (JH)
Mario Skarica (M)
Clara Snijders (C)
Hongjun Song (H)
Matthew W State (MW)
Jason Stein (J)
Marilyn Steyert (M)
Sivan Subburaju (S)
Thomas Sudhof (T)
Michael Snyder (M)
Ran Tao (R)
Karen Therrien (K)
Li-Huei Tsai (LH)
Alexander E Urban (AE)
Flora M Vaccarino (FM)
Harm van Bakel (H)
Daniel Vo (D)
Georgios Voloudakis (G)
Tao Wang (T)
Sidney H Wang (SH)
Yifan Wang (Y)
Yu Wei (Y)
Annika K Weimer (AK)
Daniel R Weinberger (DR)
Cindy Wen (C)
Sean Whalen (S)
A Jeremy Willsey (AJ)
Wing Wong (W)
Hao Wu (H)
Feinan Wu (F)
Stefan Wuchty (S)
Dennis Wylie (D)
Chloe X Yap (CX)
Biao Zeng (B)
Pan Zhang (P)
Chunling Zhang (C)
Bin Zhang (B)
Yanqiong Zhang (Y)
Ryan Ziffra (R)
Zane R Zeier (ZR)
Trisha M Zintel (TM)

Auteurs

Prashant S Emani (PS)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Jason J Liu (JJ)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Declan Clarke (D)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Matthew Jensen (M)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Jonathan Warrell (J)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Chirag Gupta (C)

Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53706, USA.
Waisman Center, University of Wisconsin-Madison, Madison, WI 53705, USA.

Ran Meng (R)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Che Yu Lee (CY)

Department of Computer Science, University of California, Irvine, CA 92697, USA.

Siwei Xu (S)

Department of Computer Science, University of California, Irvine, CA 92697, USA.

Cagatay Dursun (C)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Shaoke Lou (S)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Yuhang Chen (Y)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Zhiyuan Chu (Z)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.

Timur Galeev (T)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Ahyeon Hwang (A)

Department of Computer Science, University of California, Irvine, CA 92697, USA.
Mathematical, Computational and Systems Biology, University of California, Irvine, CA 92697, USA.

Yunyang Li (Y)

Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.
Department of Computer Science, Yale University, New Haven, CT 06520, USA.

Pengyu Ni (P)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Xiao Zhou (X)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Trygve E Bakken (TE)

Allen Institute for Brain Science, Seattle, WA 98109, USA.

Jaroslav Bendl (J)

Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Lucy Bicks (L)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.

Tanima Chatterjee (T)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Lijun Cheng (L)

Tempus Labs, Chicago, IL 60654, USA.

Yuyan Cheng (Y)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.
Department of Ophthalmology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.

Yi Dai (Y)

Department of Computer Science, University of California, Irvine, CA 92697, USA.

Ziheng Duan (Z)

Department of Computer Science, University of California, Irvine, CA 92697, USA.

Mary Flaherty (M)

Tempus Labs, Chicago, IL 60654, USA.

John F Fullard (JF)

Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Michael Gancz (M)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Diego Garrido-Martín (D)

Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Barcelona 08028, Spain.

Sophia Gaynor-Gillett (S)

Tempus Labs, Chicago, IL 60654, USA.
Department of Biology, Cornell College, Mount Vernon, IA 52314, USA.

Jennifer Grundman (J)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.

Natalie Hawken (N)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.

Ella Henry (E)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Gabriel E Hoffman (GE)

Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Mental Illness Research Education and Clinical Center, James J. Peters VA Medical Center, Bronx, NY 10468, USA.
Center for Precision Medicine and Translational Therapeutics, James J. Peters VA Medical Center, Bronx, NY 10468, USA.

Ao Huang (A)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.

Yunzhe Jiang (Y)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Ting Jin (T)

Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53706, USA.
Waisman Center, University of Wisconsin-Madison, Madison, WI 53705, USA.

Nikolas L Jorstad (NL)

Allen Institute for Brain Science, Seattle, WA 98109, USA.

Riki Kawaguchi (R)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.
Center for Autism Research and Treatment, Semel Institute, University of California, Los Angeles, CA 90095, USA.

Saniya Khullar (S)

Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53706, USA.
Waisman Center, University of Wisconsin-Madison, Madison, WI 53705, USA.

Jianyin Liu (J)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.

Junhao Liu (J)

Department of Computer Science, University of California, Irvine, CA 92697, USA.

Shuang Liu (S)

Waisman Center, University of Wisconsin-Madison, Madison, WI 53705, USA.

Shaojie Ma (S)

Department of Neuroscience, Yale University, New Haven, CT 06510, USA.
Institute of Neuroscience, CAS Center for Excellence in Brain Science and Intelligence Technology, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China.

Samantha Mazariegos (S)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.

Jill Moore (J)

Department of Genomics and Computational Biology, UMass Chan Medical School, Worcester, MA 01605, USA.

Jennifer R Moran (JR)

Tempus Labs, Chicago, IL 60654, USA.

Eric Nguyen (E)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Nishigandha Phalke (N)

Department of Genomics and Computational Biology, UMass Chan Medical School, Worcester, MA 01605, USA.

Milos Pjanic (M)

Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Henry Pratt (H)

Department of Genomics and Computational Biology, UMass Chan Medical School, Worcester, MA 01605, USA.

Diana Quintero (D)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.

Ananya S Rajagopalan (AS)

Department of Computer Science, Yale University, New Haven, CT 06520, USA.

Tiernon R Riesenmy (TR)

Department of Statistics and Data Science, Yale University, New Haven, CT 06520, USA.

Nicole Shedd (N)

Department of Genomics and Computational Biology, UMass Chan Medical School, Worcester, MA 01605, USA.

Manman Shi (M)

Tempus Labs, Chicago, IL 60654, USA.

Megan Spector (M)

Tempus Labs, Chicago, IL 60654, USA.

Rosemarie Terwilliger (R)

Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06520, USA.

Kyle J Travaglini (KJ)

Allen Institute for Brain Science, Seattle, WA 98109, USA.

Brie Wamsley (B)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.

Gaoyuan Wang (G)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Yan Xia (Y)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Shaohua Xiao (S)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.

Andrew C Yang (AC)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Suchen Zheng (S)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.

Michael J Gandal (MJ)

Interdepartmental Program in Bioinformatics, University of California, Los Angeles, Los Angeles CA, 90095, USA.
Department of Psychiatry, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA.
Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA.
Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.
Lifespan Brain Institute, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA.

Donghoon Lee (D)

Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Ed S Lein (ES)

Allen Institute for Brain Science, Seattle, WA 98109, USA.
Department of Neurological Surgery, University of Washington, Seattle, WA 98195, USA.
Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98195, USA.

Panos Roussos (P)

Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Mental Illness Research Education and Clinical Center, James J. Peters VA Medical Center, Bronx, NY 10468, USA.
Center for Precision Medicine and Translational Therapeutics, James J. Peters VA Medical Center, Bronx, NY 10468, USA.

Nenad Sestan (N)

Department of Neuroscience, Yale University, New Haven, CT 06510, USA.

Zhiping Weng (Z)

Department of Genomics and Computational Biology, UMass Chan Medical School, Worcester, MA 01605, USA.

Kevin P White (KP)

Yong Loo Lin School of Medicine, National University of Singapore, 117597 Singapore.

Hyejung Won (H)

Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.

Matthew J Girgenti (MJ)

Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06520, USA.
Wu Tsai Institute, Yale University, New Haven, CT 06520, USA.
Clinical Neuroscience Division, National Center for Posttraumatic Stress Disorder, Veterans Affairs Connecticut Healthcare System, West Haven, CT 06516, USA.

Jing Zhang (J)

Department of Computer Science, University of California, Irvine, CA 92697, USA.

Daifeng Wang (D)

Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53706, USA.
Waisman Center, University of Wisconsin-Madison, Madison, WI 53705, USA.
Department of Computer Sciences, University of Wisconsin-Madison, Madison, WI 53706, USA.

Daniel Geschwind (D)

Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.
Center for Autism Research and Treatment, Semel Institute, University of California, Los Angeles, CA 90095, USA.
Department of Psychiatry, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA.
Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA.
Institute for Precision Health, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA.

Mark Gerstein (M)

Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.
Department of Computer Science, Yale University, New Haven, CT 06520, USA.
Department of Statistics and Data Science, Yale University, New Haven, CT 06520, USA.
Department of Biomedical Informatics & Data Science, Yale University, New Haven, CT 06520, USA.

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