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GWAS Study

GAWMerge expands GWAS sample size and diversity by combining array-based genotyping and whole-genome sequencing.

Mathur R, Fang F, Gaddis N et al.

35953715 PubMed ID
GWAS Study Type
10461 Participants
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Chapter I

Publication Details

Comprehensive information about this research publication

Authors

MR
Mathur R
FF
Fang F
GN
Gaddis N
HD
Hancock DB
CM
Cho MH
HJ
Hokanson JE
BL
Bierut LJ
LS
Lutz SM
YK
Young K
SA
Smith AV
SE
Silverman EK
PG
Page GP
JE
Johnson EO
Chapter II

Abstract

Summary of the research findings

Genome-wide association studies (GWAS) have made impactful discoveries for complex diseases, often by amassing very large sample sizes. Yet, GWAS of many diseases remain underpowered, especially for non-European ancestries. One cost-effective approach to increase sample size is to combine existing cohorts, which may have limited sample size or be case-only, with public controls, but this approach is limited by the need for a large overlap in variants across genotyping arrays and the scarcity of non-European controls. We developed and validated a protocol, Genotyping Array-WGS Merge (GAWMerge), for combining genotypes from arrays and whole-genome sequencing, ensuring complete variant overlap, and allowing for diverse samples like Trans-Omics for Precision Medicine to be used. Our protocol involves phasing, imputation, and filtering. We illustrated its ability to control technology driven artifacts and type-I error, as well as recover known disease-associated signals across technologies, independent datasets, and ancestries in smoking-related cohorts. GAWMerge enables genetic studies to leverage existing cohorts to validly increase sample size and enhance discovery for understudied traits and ancestries.

4,500 European ancestry cases, 4,436 European ancestry controls, 813 African American cases, 712 African American controls

Chapter III

Study Statistics

Key metrics and study information

10461
Total Participants
GWAS
Study Type
No
Replicated
European, African American or Afro-Caribbean
Ancestry
U.S.
Recruitment Country
Chapter IV

Analysis

Comprehensive review of health and genetic findings

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