Transcriptomic signatures across human tissues identify functional rare genetic variation.


Journal

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

Informations de publication

Date de publication:
11 09 2020
Historique:
received: 30 09 2019
accepted: 31 07 2020
entrez: 11 9 2020
pubmed: 12 9 2020
medline: 1 12 2020
Statut: ppublish

Résumé

Rare genetic variants are abundant across the human genome, and identifying their function and phenotypic impact is a major challenge. Measuring aberrant gene expression has aided in identifying functional, large-effect rare variants (RVs). Here, we expanded detection of genetically driven transcriptome abnormalities by analyzing gene expression, allele-specific expression, and alternative splicing from multitissue RNA-sequencing data, and demonstrate that each signal informs unique classes of RVs. We developed Watershed, a probabilistic model that integrates multiple genomic and transcriptomic signals to predict variant function, validated these predictions in additional cohorts and through experimental assays, and used them to assess RVs in the UK Biobank, the Million Veterans Program, and the Jackson Heart Study. Our results link thousands of RVs to diverse molecular effects and provide evidence to associate RVs affecting the transcriptome with human traits.

Identifiants

pubmed: 32913073
pii: 369/6509/eaaz5900
doi: 10.1126/science.aaz5900
pmc: PMC7646251
mid: NIHMS1640089
pii:
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : NHLBI NIH HHS
ID : HHSN268201100037C
Pays : United States
Organisme : NHLBI NIH HHS
ID : HHSN268201800012C
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL120393
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH106842
Pays : United States
Organisme : NHLBI NIH HHS
ID : HHSN268201800014C
Pays : United States
Organisme : BLRD VA
ID : I01 BX003340
Pays : United States
Organisme : NHGRI NIH HHS
ID : R01 HG006855
Pays : United States
Organisme : NHGRI NIH HHS
ID : T32 HG000044
Pays : United States
Organisme : NLM NIH HHS
ID : T32 LM012409
Pays : United States
Organisme : NIGMS NIH HHS
ID : T32 GM007057
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG009431
Pays : United States
Organisme : NIMH NIH HHS
ID : U01 MH104393
Pays : United States
Organisme : NHGRI NIH HHS
ID : R01 HG010480
Pays : United States
Organisme : NIDA NIH HHS
ID : R01 DA006227
Pays : United States
Organisme : NHGRI NIH HHS
ID : U41 HG002371
Pays : United States
Organisme : NHGRI NIH HHS
ID : R01 HG008150
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR001114
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH107666
Pays : United States
Organisme : NHLBI NIH HHS
ID : U01 HL120393
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH109905
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL077612
Pays : United States
Organisme : NHGRI NIH HHS
ID : UM1 HG008901
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG007593
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM124486
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH090936
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG007598
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL142711
Pays : United States
Organisme : NHGRI NIH HHS
ID : R01 HG009125
Pays : United States
Organisme : NIDDK NIH HHS
ID : T32 DK110919
Pays : United States
Organisme : NHGRI NIH HHS
ID : R01 HG002585
Pays : United States
Organisme : NHLBI NIH HHS
ID : HHSN268201800001C
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL142015
Pays : United States
Organisme : NIMHD NIH HHS
ID : HHSN268201800013I
Pays : United States
Organisme : NHGRI NIH HHS
ID : K99 HG009916
Pays : United States
Organisme : NLM NIH HHS
ID : T15 LM007033
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL142028
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG009080
Pays : United States
Organisme : NHLBI NIH HHS
ID : HHSN268201800011C
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH090951
Pays : United States
Organisme : BLRD VA
ID : I01 BX003362
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR002550
Pays : United States
Organisme : NHGRI NIH HHS
ID : F32 HG009987
Pays : United States
Organisme : NHGRI NIH HHS
ID : R01 HG010067
Pays : United States
Organisme : NHLBI NIH HHS
ID : HHSN268201800015I
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH090941
Pays : United States
Organisme : NIA NIH HHS
ID : R01 AG066490
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM122924
Pays : United States
Organisme : NHGRI NIH HHS
ID : U41 HG009494
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH101822
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL117626
Pays : United States
Organisme : CCR NIH HHS
ID : HHSN261200800001C
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH090937
Pays : United States
Organisme : NHLBI NIH HHS
ID : HHSN268201000029C
Pays : United States
Organisme : NCI NIH HHS
ID : HHSN261200800001E
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH101814
Pays : United States
Organisme : NHGRI NIH HHS
ID : R35 HG010718
Pays : United States
Organisme : NIDDK NIH HHS
ID : P30 DK020595
Pays : United States

Investigateurs

François Aguet (F)
Shankara Anand (S)
Kristin G Ardlie (KG)
Stacey Gabriel (S)
Gad A Getz (GA)
Aaron Graubert (A)
Kane Hadley (K)
Robert E Handsaker (RE)
Katherine H Huang (KH)
Seva Kashin (S)
Xiao Li (X)
Daniel G MacArthur (DG)
Samuel R Meier (SR)
Jared L Nedzel (JL)
Duyen T Nguyen (DT)
Ayellet V Segrè (AV)
Ellen Todres (E)
Brunilda Balliu (B)
Alvaro N Barbeira (AN)
Alexis Battle (A)
Rodrigo Bonazzola (R)
Andrew Brown (A)
Christopher D Brown (CD)
Stephane E Castel (SE)
Donald F Conrad (DF)
Daniel J Cotter (DJ)
Nancy Cox (N)
Sayantan Das (S)
Olivia M de Goede (OM)
Emmanouil T Dermitzakis (ET)
Jonah Einson (J)
Barbara E Engelhardt (BE)
Eleazar Eskin (E)
Tiffany Y Eulalio (TY)
Nicole M Ferraro (NM)
Elise D Flynn (ED)
Laure Fresard (L)
Eric R Gamazon (ER)
Diego Garrido-Martín (D)
Nicole R Gay (NR)
Michael J Gloudemans (MJ)
Roderic Guigó (R)
Andrew R Hame (AR)
Yuan He (Y)
Paul J Hoffman (PJ)
Farhad Hormozdiari (F)
Lei Hou (L)
Hae Kyung Im (HK)
Brian Jo (B)
Silva Kasela (S)
Manolis Kellis (M)
Sarah Kim-Hellmuth (S)
Alan Kwong (A)
Tuuli Lappalainen (T)
Xin Li (X)
Yanyu Liang (Y)
Serghei Mangul (S)
Pejman Mohammadi (P)
Stephen B Montgomery (SB)
Manuel Muñoz-Aguirre (M)
Daniel C Nachun (DC)
Andrew B Nobel (AB)
Meritxell Oliva (M)
YoSon Park (Y)
Yongjin Park (Y)
Princy Parsana (P)
Abhiram S Rao (AS)
Ferran Reverter (F)
John M Rouhana (JM)
Chiara Sabatti (C)
Ashis Saha (A)
Matthew Stephens (M)
Barbara E Stranger (BE)
Benjamin J Strober (BJ)
Nicole A Teran (NA)
Ana Viñuela (A)
Gao Wang (G)
Xiaoquan Wen (X)
Fred Wright (F)
Valentin Wucher (V)
Yuxin Zou (Y)
Pedro G Ferreira (PG)
Gen Li (G)
Marta Melé (M)
Esti Yeger-Lotem (E)
Mary E Barcus (ME)
Debra Bradbury (D)
Tanya Krubit (T)
Jeffrey A McLean (JA)
Liqun Qi (L)
Karna Robinson (K)
Nancy V Roche (NV)
Anna M Smith (AM)
Leslie Sobin (L)
David E Tabor (DE)
Anita Undale (A)
Jason Bridge (J)
Lori E Brigham (LE)
Barbara A Foster (BA)
Bryan M Gillard (BM)
Richard Hasz (R)
Marcus Hunter (M)
Christopher Johns (C)
Mark Johnson (M)
Ellen Karasik (E)
Gene Kopen (G)
William F Leinweber (WF)
Alisa McDonald (A)
Michael T Moser (MT)
Kevin Myer (K)
Kimberley D Ramsey (KD)
Brian Roe (B)
Saboor Shad (S)
Jeffrey A Thomas (JA)
Gary Walters (G)
Michael Washington (M)
Joseph Wheeler (J)
Scott D Jewell (SD)
Daniel C Rohrer (DC)
Dana R Valley (DR)
David A Davis (DA)
Deborah C Mash (DC)
Philip A Branton (PA)
Laura K Barker (LK)
Heather M Gardiner (HM)
Maghboeba Mosavel (M)
Laura A Siminoff (LA)
Paul Flicek (P)
Maximilian Haeussler (M)
Thomas Juettemann (T)
W James Kent (WJ)
Christopher M Lee (CM)
Conner C Powell (CC)
Kate R Rosenbloom (KR)
Magali Ruffier (M)
Dan Sheppard (D)
Kieron Taylor (K)
Stephen J Trevanion (SJ)
Daniel R Zerbino (DR)
Nathan S Abell (NS)
Joshua Akey (J)
Lin Chen (L)
Kathryn Demanelis (K)
Jennifer A Doherty (JA)
Andrew P Feinberg (AP)
Kasper D Hansen (KD)
Peter F Hickey (PF)
Farzana Jasmine (F)
Lihua Jiang (L)
Rajinder Kaul (R)
Muhammad G Kibriya (MG)
Jin Billy Li (JB)
Qin Li (Q)
Shin Lin (S)
Sandra E Linder (SE)
Brandon L Pierce (BL)
Lindsay F Rizzardi (LF)
Andrew D Skol (AD)
Kevin S Smith (KS)
Michael Snyder (M)
John Stamatoyannopoulos (J)
Hua Tang (H)
Meng Wang (M)
Latarsha J Carithers (LJ)
Ping Guan (P)
Susan E Koester (SE)
A Roger Little (AR)
Helen M Moore (HM)
Concepcion R Nierras (CR)
Abhi K Rao (AK)
Jimmie B Vaught (JB)
Simona Volpi (S)

Commentaires et corrections

Type : CommentIn

Informations de copyright

Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.

Références

Science. 2016 Apr 29;352(6285):600-4
pubmed: 27126046
J Cell Physiol. 2020 Jan;235(1):17-25
pubmed: 31206681
Nat Rev Mol Cell Biol. 2016 Dec;17(12):771-782
pubmed: 27826147
PLoS Genet. 2011 Jul;7(7):e1002144
pubmed: 21811411
Sci Rep. 2019 Mar 26;9(1):5179
pubmed: 30914738
Nat Genet. 2018 Jan;50(1):151-158
pubmed: 29229983
PLoS Genet. 2017 Aug 7;13(8):e1006925
pubmed: 28787443
Nat Genet. 2014 Mar;46(3):310-5
pubmed: 24487276
Biochem Soc Trans. 2016 Oct 15;44(5):1281-1288
pubmed: 27911710
Nat Commun. 2020 Jan 20;11(1):393
pubmed: 31959851
Nat Genet. 2018 Nov;50(11):1514-1523
pubmed: 30275531
Semin Cell Dev Biol. 2016 Sep;57:57-67
pubmed: 27364700
Science. 2015 Feb 6;347(6222):664-7
pubmed: 25657249
Nucleic Acids Res. 1987 Sep 11;15(17):7155-74
pubmed: 3658675
BMC Med Genomics. 2017 Aug 29;10(1):53
pubmed: 28851357
Genome Biol. 2014;15(12):550
pubmed: 25516281
PLoS Genet. 2017 Mar 8;13(3):e1006659
pubmed: 28273074
Nature. 2020 May;581(7809):434-443
pubmed: 32461654
Nat Genet. 2017 May;49(5):700-707
pubmed: 28394350
Nucleic Acids Res. 2000 Nov 1;28(21):4364-75
pubmed: 11058137
J Allergy Clin Immunol. 2010 Mar;125(3):752-4
pubmed: 20153038
Nat Med. 2019 Jun;25(6):911-919
pubmed: 31160820
Nucleic Acids Res. 1997 Feb 15;25(4):888-96
pubmed: 9016643
J Med Genet. 2006 Aug;43(8):e40
pubmed: 16882734
PLoS Genet. 2015 Jan 24;11(1):e1004942
pubmed: 25617623
Science. 2020 Sep 11;369(6509):
pubmed: 32913073
Wiley Interdiscip Rev RNA. 2020 Jan;11(1):e1562
pubmed: 31407506
Bioinformatics. 2011 Nov 1;27(21):2957-63
pubmed: 21903629
Science. 2012 May 11;336(6082):740-3
pubmed: 22582263
Genome Res. 2017 Nov;27(11):1872-1884
pubmed: 29021289
J Allergy Clin Immunol. 2013 Mar;131(3):856-65
pubmed: 23380221
Nat Rev Genet. 2018 May;19(5):325
pubmed: 29456250
Nature. 2017 Oct 11;550(7675):239-243
pubmed: 29022581
PLoS Genet. 2014 Mar 13;10(3):e1004229
pubmed: 24625924
Nat Protoc. 2012 Feb 16;7(3):500-7
pubmed: 22343431
Genome Biol. 2017 Apr 27;18(1):77
pubmed: 28449691
Science. 2019 Oct 18;366(6463):351-356
pubmed: 31601707
Genome Res. 2018 Jul;28(7):968-974
pubmed: 29858273
Ethn Dis. 2005 Autumn;15(4 Suppl 6):S6-4-17
pubmed: 16320381
Cell. 2016 Jun 2;165(6):1519-1529
pubmed: 27259153
Nucleic Acids Res. 2019 Jan 8;47(D1):D886-D894
pubmed: 30371827
Nature. 2018 Oct;562(7726):203-209
pubmed: 30305743
Nat Genet. 2019 Sep;51(9):1349-1355
pubmed: 31477931
Bioinformatics. 2013 Jan 1;29(1):15-21
pubmed: 23104886
Genes Dev. 2000 Apr 1;14(7):804-16
pubmed: 10766737
Genome Res. 2017 Nov;27(11):1843-1858
pubmed: 29021288
Br J Anaesth. 2019 Aug;123(2):e249-e253
pubmed: 30929760
Am J Med Genet B Neuropsychiatr Genet. 2018 Mar;177(2):126-142
pubmed: 27943569
Nat Cell Biol. 2007 Mar;9(3):339-46
pubmed: 17277770
J Clin Epidemiol. 2016 Feb;70:214-23
pubmed: 26441289
Am J Hum Genet. 2014 Sep 4;95(3):245-56
pubmed: 25192044
Oncogene. 2006 Feb 23;25(8):1125-42
pubmed: 16314846
Genome Med. 2020 Sep 11;12(1):79
pubmed: 32912286

Auteurs

Nicole M Ferraro (NM)

Biomedical Informatics Training Program, Stanford University, Stanford, CA, USA.

Benjamin J Strober (BJ)

Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA.

Jonah Einson (J)

Department of Biomedical Informatics, Columbia University, New York, NY, USA.
New York Genome Center, New York, NY, USA.

Nathan S Abell (NS)

Department of Genetics, Stanford University, Stanford, CA, USA.

Francois Aguet (F)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Alvaro N Barbeira (AN)

Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL, USA.

Margot Brandt (M)

New York Genome Center, New York, NY, USA.
Department of Systems Biology, Columbia University, New York, NY, USA.

Maja Bucan (M)

Department of Genetics, University of Pennsylvania, Philadelphia, PA, USA.

Stephane E Castel (SE)

New York Genome Center, New York, NY, USA.
Department of Systems Biology, Columbia University, New York, NY, USA.

Joe R Davis (JR)

Department of Pathology, Stanford University, Stanford, CA, USA.

Emily Greenwald (E)

Department of Genetics, Stanford University, Stanford, CA, USA.

Gaelen T Hess (GT)

Department of Genetics, Stanford University, Stanford, CA, USA.

Austin T Hilliard (AT)

Palo Alto Veterans Institute for Research, Palo Alto Epidemiology Research and Information Center for Genomics, VA Palo Alto Health Care System, Palo Alto, CA, USA.

Rachel L Kember (RL)

Department of Genetics, University of Pennsylvania, Philadelphia, PA, USA.

Bence Kotis (B)

Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA.

YoSon Park (Y)

Department of Systems Pharmacology and Translational Medicine, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA.

Gina Peloso (G)

Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA.

Shweta Ramdas (S)

Department of Genetics, University of Pennsylvania, Philadelphia, PA, USA.

Alexandra J Scott (AJ)

McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA.

Craig Smail (C)

Biomedical Informatics Training Program, Stanford University, Stanford, CA, USA.

Emily K Tsang (EK)

Department of Pathology, Stanford University, Stanford, CA, USA.

Seyedeh M Zekavat (SM)

Medical & Population Genomics, Yale School of Medicine and Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Marcello Ziosi (M)

New York Genome Center, New York, NY, USA.
Department of Genetics, Stanford University, Stanford, CA, USA.

Kristin G Ardlie (KG)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Themistocles L Assimes (TL)

Palo Alto Veterans Institute for Research, Palo Alto Epidemiology Research and Information Center for Genomics, VA Palo Alto Health Care System, Palo Alto, CA, USA.
Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.

Michael C Bassik (MC)

Department of Genetics, Stanford University, Stanford, CA, USA.

Christopher D Brown (CD)

Department of Genetics, University of Pennsylvania, Philadelphia, PA, USA.

Adolfo Correa (A)

University of Mississippi Medical Center, Jackson, MS, USA.

Ira Hall (I)

McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA.

Hae Kyung Im (HK)

Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL, USA.

Xin Li (X)

Department of Pathology, Stanford University, Stanford, CA, USA.
Shanghai Institutes for Biological Sciences, CAS-MPG Partner Institute for Computational Biology, Chinese Academy of Sciences, Shanghai, China.

Pradeep Natarajan (P)

Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.
Department of Medicine, Harvard Medical School, Boston, MA, USA.
Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, MA, USA.

Tuuli Lappalainen (T)

New York Genome Center, New York, NY, USA.
Department of Systems Biology, Columbia University, New York, NY, USA.

Pejman Mohammadi (P)

New York Genome Center, New York, NY, USA. pejman@scripps.edu smontgom@stanford.edu ajbattle@jhu.edu.
Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA.
Scripps Translational Science Institute, La Jolla, CA, USA.

Stephen B Montgomery (SB)

Department of Genetics, Stanford University, Stanford, CA, USA. pejman@scripps.edu smontgom@stanford.edu ajbattle@jhu.edu.
Department of Pathology, Stanford University, Stanford, CA, USA.

Alexis Battle (A)

Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA. pejman@scripps.edu smontgom@stanford.edu ajbattle@jhu.edu.
Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH