Use of >100,000 NHLBI Trans-Omics for Precision Medicine (TOPMed) Consortium whole genome sequences improves imputation quality and detection of rare variant associations in admixed African and Hispanic/Latino populations.


Journal

PLoS genetics
ISSN: 1553-7404
Titre abrégé: PLoS Genet
Pays: United States
ID NLM: 101239074

Informations de publication

Date de publication:
12 2019
Historique:
received: 06 06 2019
accepted: 30 10 2019
revised: 10 01 2020
pubmed: 24 12 2019
medline: 4 3 2020
entrez: 24 12 2019
Statut: epublish

Résumé

Most genome-wide association and fine-mapping studies to date have been conducted in individuals of European descent, and genetic studies of populations of Hispanic/Latino and African ancestry are limited. In addition, these populations have more complex linkage disequilibrium structure. In order to better define the genetic architecture of these understudied populations, we leveraged >100,000 phased sequences available from deep-coverage whole genome sequencing through the multi-ethnic NHLBI Trans-Omics for Precision Medicine (TOPMed) program to impute genotypes into admixed African and Hispanic/Latino samples with genome-wide genotyping array data. We demonstrated that using TOPMed sequencing data as the imputation reference panel improves genotype imputation quality in these populations, which subsequently enhanced gene-mapping power for complex traits. For rare variants with minor allele frequency (MAF) < 0.5%, we observed a 2.3- to 6.1-fold increase in the number of well-imputed variants, with 11-34% improvement in average imputation quality, compared to the state-of-the-art 1000 Genomes Project Phase 3 and Haplotype Reference Consortium reference panels. Impressively, even for extremely rare variants with minor allele count <10 (including singletons) in the imputation target samples, average information content rescued was >86%. Subsequent association analyses of TOPMed reference panel-imputed genotype data with hematological traits (hemoglobin (HGB), hematocrit (HCT), and white blood cell count (WBC)) in ~21,600 African-ancestry and ~21,700 Hispanic/Latino individuals identified associations with two rare variants in the HBB gene (rs33930165 with higher WBC [p = 8.8x10-15] in African populations, rs11549407 with lower HGB [p = 1.5x10-12] and HCT [p = 8.8x10-10] in Hispanics/Latinos). By comparison, neither variant would have been genome-wide significant if either 1000 Genomes Project Phase 3 or Haplotype Reference Consortium reference panels had been used for imputation. Our findings highlight the utility of the TOPMed imputation reference panel for identification of novel rare variant associations not previously detected in similarly sized genome-wide studies of under-represented African and Hispanic/Latino populations.

Identifiants

pubmed: 31869403
doi: 10.1371/journal.pgen.1008500
pii: PGENETICS-D-19-00914
pmc: PMC6953885
doi:

Substances chimiques

beta-Globins 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e1008500

Subventions

Organisme : NHLBI NIH HHS
ID : R01 HL118356
Pays : United States
Organisme : NCRR NIH HHS
ID : UL1 RR033176
Pays : United States
Organisme : NHLBI NIH HHS
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Déclaration de conflit d'intérêts

Edwin K Silverman and Michael H Cho have received grant support from GSK, MHC has received consulting fees from Genentech. Scott T. Weiss and Kathleen C. Barnes received royalties from UpToDate. Patrick T. Ellinor is supported by a grant from Bayer AG to the Broad Institute focused on the genetics and therapeutics of cardiovascular diseases, and has also served on advisory boards or consulted for Bayer AG, Quest Diagnostics and Novartis. Steven A Lubitz receives sponsored research support from Bristol Myers Squibb / Pfizer, Bayer HealthCare, and Boehringer Ingelheim, and has consulted for Abbott, Quest Diagnostics, Bristol Myers Squibb / Pfizer. Other authors declared no conflicts of interest.

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Auteurs

Madeline H Kowalski (MH)

Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Huijun Qian (H)

Department of Statistics and Operation Research, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Ziyi Hou (Z)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Jonathan D Rosen (JD)

Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Amanda L Tapia (AL)

Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Yue Shan (Y)

Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Deepti Jain (D)

Department of Biostatistics, University of Washington, Seattle, Washington, United States of America.

Maria Argos (M)

Division of Epidemiology and Biostatistics, University of Illinois at Chicago, Chicago, Illinois, United States of America.

Donna K Arnett (DK)

College of Public Health, University of Kentucky, Lexington, Kentucky, United States of America.

Christy Avery (C)

Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Kathleen C Barnes (KC)

Department of Medicine, Anschutz Medical Campus, University of Colorado Denver, Aurora, Colorado, United States of America.

Lewis C Becker (LC)

GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, United States of America.

Stephanie A Bien (SA)

Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America.

Joshua C Bis (JC)

Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America.

John Blangero (J)

Department of Human Genetics and South Texas Diabetes Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, Texas, United States of America.

Eric Boerwinkle (E)

Human Genome Sequencing Center, University of Texas Health Science Center at Houston; Baylor College of Medicine, Houston, Texas, United States of America.
Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, Texas, United States of America.

Donald W Bowden (DW)

Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, North Carolina, United States of America.

Steve Buyske (S)

Department of Statistics, Rutgers University, Piscataway, New Jersey, United States of America.

Jianwen Cai (J)

Collaborative Studies Coordinating Center, Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Michael H Cho (MH)

Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America.
Department of Medicine, Harvard Medical School, Boston, Massachusetts, United States of America.

Seung Hoan Choi (SH)

Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America.

Hélène Choquet (H)

Division of Research, Kaiser Permanente Northern California, Oakland, California, United States of America.

L Adrienne Cupples (LA)

Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America.
Framingham Heart Study, Framingham, Massachusetts, United States of America.

Mary Cushman (M)

Departments of Medicine & Pathology, Larner College of Medicine, University of Vermont, Colchester, Vermont, United States of America.

Michelle Daya (M)

Department of Medicine, Anschutz Medical Campus, University of Colorado Denver, Aurora, Colorado, United States of America.

Paul S de Vries (PS)

Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, Texas, United States of America.

Patrick T Ellinor (PT)

Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America.
Cardiac Arrhythmia Service and Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, United States of America.

Nauder Faraday (N)

GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, United States of America.

Myriam Fornage (M)

School of Public Health, The University of Texas Health Science Center, Houston, Texas, United States of America.

Stacey Gabriel (S)

Genomics Platform, Broad Institute, Cambridge, Massachusetts, United States of America.

Santhi K Ganesh (SK)

Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, United States of America.
Department of Human Genetics, University of Michigan, Ann Arbor, Michigan, United States of America.

Misa Graff (M)

Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Namrata Gupta (N)

Genomics Platform, Broad Institute, Cambridge, Massachusetts, United States of America.

Jiang He (J)

Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, Los Angeles, United States of America.

Susan R Heckbert (SR)

Department of Epidemiology, University of Washington, Seattle, Washington, United States of America.
Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, Washington, United States of America.

Bertha Hidalgo (B)

Department of Epidemiology, Ryals School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama, United States of America.

Chani J Hodonsky (CJ)

Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Marguerite R Irvin (MR)

Department of Epidemiology, Ryals School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama, United States of America.

Andrew D Johnson (AD)

Framingham Heart Study, Framingham, Massachusetts, United States of America.
Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Framingham, Massachusetts, United States of America.

Eric Jorgenson (E)

Division of Research, Kaiser Permanente Northern California, Oakland, California, United States of America.

Robert Kaplan (R)

Department of Epidemiology & Population Health, Albert Einstein College of Medicine, Bronx, New York, United States of America.

Sharon L R Kardia (SLR)

Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, United States of America.

Tanika N Kelly (TN)

Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, Los Angeles, United States of America.

Charles Kooperberg (C)

Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America.

Jessica A Lasky-Su (JA)

Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America.
Department of Medicine, Harvard Medical School, Boston, Massachusetts, United States of America.

Ruth J F Loos (RJF)

The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America.
The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America.

Steven A Lubitz (SA)

Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America.
Cardiac Arrhythmia Service and Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, United States of America.

Rasika A Mathias (RA)

GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, United States of America.

Caitlin P McHugh (CP)

Department of Biostatistics, University of Washington, Seattle, Washington, United States of America.

Courtney Montgomery (C)

Department of Genes and Human Disease, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma, United States of America.

Jee-Young Moon (JY)

Department of Epidemiology & Population Health, Albert Einstein College of Medicine, Bronx, New York, United States of America.

Alanna C Morrison (AC)

Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, Texas, United States of America.

Nicholette D Palmer (ND)

Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, North Carolina, United States of America.

Nathan Pankratz (N)

Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, Minnesota, United States of America.

George J Papanicolaou (GJ)

National Heart, Lung, and Blood Institute, Division of Cardiovascular Sciences, PPSP/EB, NIH, Bethesda, Maryland, United States of America.

Juan M Peralta (JM)

Department of Human Genetics and South Texas Diabetes Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, Texas, United States of America.

Patricia A Peyser (PA)

Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, United States of America.

Stephen S Rich (SS)

Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, United States of America.

Jerome I Rotter (JI)

The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, California, United States of America.

Edwin K Silverman (EK)

Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America.
Department of Medicine, Harvard Medical School, Boston, Massachusetts, United States of America.

Jennifer A Smith (JA)

Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, United States of America.

Nicholas L Smith (NL)

Department of Epidemiology, University of Washington, Seattle, Washington, United States of America.
Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, Washington, United States of America.
Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs Office of Research and Development, Seattle, Washington, United States of America.

Kent D Taylor (KD)

The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, California, United States of America.

Timothy A Thornton (TA)

Department of Biostatistics, University of Washington, Seattle, Washington, United States of America.

Hemant K Tiwari (HK)

Department of Biostatistics, Ryals School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama, United States of America.

Russell P Tracy (RP)

Departments of Pathology & Laboratory Medicine and Biochemistry, Larrner College of Medicine, University of Vermont, Colchester, Vermont, United States of America.

Tao Wang (T)

Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York, United States of America.

Scott T Weiss (ST)

Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America.
Department of Medicine, Harvard Medical School, Boston, Massachusetts, United States of America.

Lu-Chen Weng (LC)

Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America.

Kerri L Wiggins (KL)

Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America.

James G Wilson (JG)

Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, Mississippi, United States of America.

Lisa R Yanek (LR)

GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, United States of America.

Sebastian Zöllner (S)

Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, United States of America.
Department of Psychiatry, University of Michigan, Ann Arbor, Michigan, United States of America.

Kari E North (KE)

Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America.
Carolina Center of Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America.

Paul L Auer (PL)

Zilber School of Public Health, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, United States of America.

Laura M Raffield (LM)

Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America.

Alexander P Reiner (AP)

Department of Epidemiology, University of Washington, Seattle, Washington, United States of America.

Yun Li (Y)

Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina, United States of America.
Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America.
Department of Computer Science, University of North Carolina, Chapel Hill, North Carolina, United States of America.

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