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.

TitleUse 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.
Publication TypeJournal Article
Year of Publication2019
AuthorsKowalski, MH, Qian, H, Hou, Z, Rosen, JD, Tapia, AL, Shan, Y, Jain, D, Argos, M, Arnett, DK, Avery, C, Barnes, KC, Becker, LC, Bien, SA, Bis, JC, Blangero, J, Boerwinkle, E, Bowden, DW, Buyske, S, Cai, J, Cho, MH, Choi, SHoan, Choquet, H, L Cupples, A, Cushman, M, Daya, M, de Vries, PS, Ellinor, PT, Faraday, N, Fornage, M, Gabriel, S, Ganesh, SK, Graff, M, Gupta, N, He, J, Heckbert, SR, Hidalgo, B, Hodonsky, CJ, Irvin, MR, Johnson, AD, Jorgenson, E, Kaplan, R, Kardia, SLR, Kelly, TN, Kooperberg, C, Lasky-Su, JA, Loos, RJF, Lubitz, SA, Mathias, RA, McHugh, CP, Montgomery, C, Moon, J-Y, Morrison, AC, Palmer, ND, Pankratz, N, Papanicolaou, GJ, Peralta, JM, Peyser, PA, Rich, SS, Rotter, JI, Silverman, EK, Smith, JA, Smith, NL, Taylor, KD, Thornton, TA, Tiwari, HK, Tracy, RP, Wang, T, Weiss, ST, Weng, L-C, Wiggins, KL, Wilson, JG, Yanek, LR, Zöllner, S, North, KE, Auer, PL, Raffield, LM, Reiner, AP, Li, Y
Corporate AuthorsNHLBI Trans-Omics for Precision Medicine (TOPMed) Consortium, TOPMed Hematology & Hemostasis Working Group
JournalPLoS Genet
Volume15
Issue12
Paginatione1008500
Date Published2019 Dec
ISSN1553-7404
KeywordsAdult, Aged, Aged, 80 and over, beta-Globins, Black or African American, Computational Biology, Databases, Genetic, Female, Gene Frequency, Genetic Predisposition to Disease, Genetics, Population, Genome-Wide Association Study, Genotyping Techniques, Hispanic or Latino, Humans, Linkage Disequilibrium, Male, Middle Aged, Precision Medicine, United States, Whole Genome Sequencing
Abstract

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.

DOI10.1371/journal.pgen.1008500
Alternate JournalPLoS Genet
PubMed ID31869403
PubMed Central IDPMC6953885
Grant ListR01 HL118356 / HL / NHLBI NIH HHS / United States
UL1 RR033176 / RR / NCRR NIH HHS / United States
R01 HL112064 / HL / NHLBI NIH HHS / United States
HHSN268201100037C / HL / NHLBI NIH HHS / United States
U01 HG007417 / HG / NHGRI NIH HHS / United States
HHSN268201100001I / HL / NHLBI NIH HHS / United States
HHSN268201500003C / HL / NHLBI NIH HHS / United States
R01 HL113323 / HL / NHLBI NIH HHS / United States
R01 HL139731 / HL / NHLBI NIH HHS / United States
HHSN268201300026C / HL / NHLBI NIH HHS / United States
RC2 AG036607 / AG / NIA NIH HHS / United States
HHSN268201800012C / HL / NHLBI NIH HHS / United States
U01 HG007419 / HG / NHGRI NIH HHS / United States
R01 HL104135 / HL / NHLBI NIH HHS / United States
N01HC95160 / HL / NHLBI NIH HHS / United States
R01 HL071251 / HL / NHLBI NIH HHS / United States
R01 HL123915 / HL / NHLBI NIH HHS / United States
R01 HL120393 / HL / NHLBI NIH HHS / United States
R01 HL087698 / HL / NHLBI NIH HHS / United States
K24 HL105780 / HL / NHLBI NIH HHS / United States
U54 HG003067 / HG / NHGRI NIH HHS / United States
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R01 HL092577 / HL / NHLBI NIH HHS / United States
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18SFRN34110082 / AHA / American Heart Association-American Stroke Association / United States
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R01 DK071891 / DK / NIDDK NIH HHS / United States
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K01 HL130609 / HL / NHLBI NIH HHS / United States
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R01 HL092301 / HL / NHLBI NIH HHS / United States

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