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GWAS Study

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.

Kowalski MH, Qian H, Hou Z et al.

31869403 PubMed ID
GWAS Study Type
50231 Participants
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Chapter I

Publication Details

Comprehensive information about this research publication

Authors

KM
Kowalski MH
QH
Qian H
HZ
Hou Z
RJ
Rosen JD
TA
Tapia AL
SY
Shan Y
JD
Jain D
AM
Argos M
AD
Arnett DK
AC
Avery C
BK
Barnes KC
BL
Becker LC
BS
Bien SA
BJ
Bis JC
BJ
Blangero J
BE
Boerwinkle E
BD
Bowden DW
BS
Buyske S
CJ
Cai J
CM
Cho MH
CS
Choi SH
CH
Choquet H
CL
Cupples LA
CM
Cushman M
DM
Daya M
DV
de Vries PS
EP
Ellinor PT
FN
Faraday N
FM
Fornage M
GS
Gabriel S
GS
Ganesh SK
GM
Graff M
GN
Gupta N
HJ
He J
HS
Heckbert SR
HB
Hidalgo B
HC
Hodonsky CJ
IM
Irvin MR
JA
Johnson AD
JE
Jorgenson E
KR
Kaplan R
KS
Kardia SLR
KT
Kelly TN
KC
Kooperberg C
LJ
Lasky-Su JA
LR
Loos RJF
LS
Lubitz SA
MR
Mathias RA
MC
McHugh CP
MC
Montgomery C
MJ
Moon JY
MA
Morrison AC
PN
Palmer ND
PN
Pankratz N
PG
Papanicolaou GJ
PJ
Peralta JM
PP
Peyser PA
RS
Rich SS
RJ
Rotter JI
SE
Silverman EK
SJ
Smith JA
SN
Smith NL
TK
Taylor KD
TT
Thornton TA
TH
Tiwari HK
TR
Tracy RP
WT
Wang T
WS
Weiss ST
WL
Weng LC
WK
Wiggins KL
WJ
Wilson JG
YL
Yanek LR
ZS
Zöllner S
NK
North KE
AP
Auer PL
RL
Raffield LM
RA
Reiner AP
LY
Li Y
Chapter II

Abstract

Summary of the research findings

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.

14,735 African American individuals, 6,762 African ancestry individuals, 21,684 Hispanic/Latino individuals

Chapter III

Study Statistics

Key metrics and study information

50231
Total Participants
GWAS
Study Type
Yes
Replicated
7,050 African American individuals
Replication Participants
African American or Afro-Caribbean, African unspecified, African American or Afro-Caribbean, Hispanic or Latin American
Ancestry
U.K., U.S.
Recruitment Country
Chapter IV

Analysis

Comprehensive review of health and genetic findings

Important Disclaimer: This review has been performed semi-automatically and is provided for informational purposes only. While we strive for accuracy, this analysis may contain errors, omissions, or misinterpretations of the original research. DNA Genics disclaims all liability for any inaccuracies, errors, or consequences arising from the use of this information. Users should independently verify all information and consult original research publications before making any decisions based on this content. This analysis is not intended as a substitute for professional scientific review or medical advice.

Analysis In Progress

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