The Effect of Population Structure on Murine Genome-Wide Association Studies.

GWAS – genome-wide association study genetic analyses genetic discovery mouse genetic models population structure

Journal

Frontiers in genetics
ISSN: 1664-8021
Titre abrégé: Front Genet
Pays: Switzerland
ID NLM: 101560621

Informations de publication

Date de publication:
2021
Historique:
received: 21 07 2021
accepted: 25 08 2021
entrez: 30 9 2021
pubmed: 1 10 2021
medline: 1 10 2021
Statut: epublish

Résumé

The ability to use genome-wide association studies (GWAS) for genetic discovery depends upon our ability to distinguish true causative from false positive association signals. Population structure (PS) has been shown to cause false positive signals in GWAS. PS correction is routinely used for analysis of human GWAS results, and it has been assumed that it also should be utilized for murine GWAS using inbred strains. Nevertheless, there are fundamental differences between murine and human GWAS, and the impact of PS on murine GWAS results has not been carefully investigated. To assess the impact of PS on murine GWAS, we examined 8223 datasets that characterized biomedical responses in panels of inbred mouse strains. Rather than treat PS as a confounding variable, we examined it as a response variable. Surprisingly, we found that PS had a minimal impact on datasets measuring responses in ≤20 strains; and had surprisingly little impact on most datasets characterizing 21 - 40 inbred strains. Moreover, we show that true positive association signals arising from haplotype blocks, SNPs or indels, which were experimentally demonstrated to be causative for trait differences, would be rejected if PS correction were applied to them. Our results indicate because of the special conditions created by GWAS (the use of inbred strains, small sample sizes) PS assessment results should be carefully evaluated in conjunction with other criteria, when murine GWAS results are evaluated.

Identifiants

pubmed: 34589118
doi: 10.3389/fgene.2021.745361
pmc: PMC8475632
doi:

Types de publication

Journal Article

Langues

eng

Pagination

745361

Informations de copyright

Copyright © 2021 Wang, Fang, Yoo, Bejerano and Peltz.

Déclaration de conflit d'intérêts

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. Reviewers YX, JW, and YC declared a past co-authorship with one of the authors MW to the handling editor.

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Auteurs

Meiyue Wang (M)

Department of Anesthesia, Stanford University School of Medicine, Stanford, CA, United States.

Zhuoqing Fang (Z)

Department of Anesthesia, Stanford University School of Medicine, Stanford, CA, United States.

Boyoung Yoo (B)

Department of Computer Science, Stanford University School of Engineering, Stanford, CA, United States.

Gill Bejerano (G)

Department of Computer Science, Stanford University School of Engineering, Stanford, CA, United States.
Department of Developmental Biology, Stanford University School of Medicine, Stanford, CA, United States.
Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, United States.
Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, United States.

Gary Peltz (G)

Department of Anesthesia, Stanford University School of Medicine, Stanford, CA, United States.

Classifications MeSH