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Genotype imputation in case-only studies of gene-environment interaction: validity and power

Milda Aleknonytė-Resch; Silke Szymczak; Sandra Freitag-Wolf; Astrid Dempfle; Michael Krawczak
Human Genetics · Vol. 140, Issue 8 · pp. 1217-1228 · 2021

Abstract

Case-only (CO) studies are a powerful means to uncover gene-environment (G × E) interactions for complex human diseases. Moreover, such studies may in principle also draw upon genotype imputation to increase statistical power even further. However, genotype imputation usually employs healthy controls such as the Haplotype Reference Consortium (HRC) data as an imputation base, which may systematically perturb CO studies in genomic regions with main effects upon disease risk. Using genotype data from 719 German Crohn Disease (CD) patients, we investigated the level of imputation accuracy achievable for single nucleotide polymorphisms (SNPs) with or without a genetic main effect, and with varying minor allele frequency (MAF). Genotypes were imputed from neighbouring SNPs at different levels of linkage disequilibrium (LD) to the target SNP using the HRC data as an imputation base. Comparison of the true and imputed genotypes revealed lower imputation accuracy for SNPs with strong main effects. We also simulated different levels of G × E interaction to evaluate the potential loss of statistical validity and power incurred by the use of imputed genotypes. Simulations under the null hypothesis revealed that genotype imputation does not inflate the type I error rate of CO studies of G × E. However, the statistical power was found to be reduced by imputation, particularly for SNPs with low MAF, and a gradual loss of statistical power resulted when the level of LD to the SNPs driving the imputation decreased. Our study thus highlights that genotype imputation should be employed with great care in CO studies of G × E interaction.

Bibliographic Information

JournalHuman Genetics
PublisherSpringer
Publication Date2021-08-01
Publication Year2021
Volume140
Issue8
Pages1217-1228
Document TypeJournal Article
Print ISSN0340-6717
eISSN1432-1203
DOI10.1007/s00439-021-02294-z

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NARA Access Coverage1964-01-01~Current
Journal Homepagehttps://www.springer.com/journal/439
Publisher PageOpen Publisher Page
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