|国家预印本平台
首页|Improved two-step testing of genome-wide gene-environment interactions

Improved two-step testing of genome-wide gene-environment interactions

Improved two-step testing of genome-wide gene-environment interactions

来源:bioRxiv_logobioRxiv
英文摘要

Abstract Two-step tests for gene-environment (G × E) interactions exploit marginal SNP effects to improve the power of a genome-wide interaction scan (GWIS). They combine a screening step based on marginal effects used to ‘bin’ SNPs for weighted hypothesis testing in the second step to deliver greater power over single-step tests while preserving the genome-wide type I error. However, the presence of many SNPs with detectable marginal effects on the trait of interest can reduce power by ‘displacing’ true interactions with weaker marginal effects and by adding to the number of tests that need to be corrected for multiple testing. We introduce a new significance-based allocation into bins for step 2 G × E testing that overcomes the displacement issue and propose a computationally efficient approach to account for multiple testing within bins. Simulation results demonstrate that these simple improvements can provide substantially greater power than current methods under several scenarios. An application to a multi-study collaboration for understanding colorectal cancer (CRC) reveals a G×Sex interaction located within the SMAD7 gene.

Kawaguchi Eric S.、Lewinger Juan Pablo、Gauderman W. James、Kim Andre E.

Department of Population and Public Health Sciences, University of Southern CaliforniaDepartment of Population and Public Health Sciences, University of Southern CaliforniaDepartment of Population and Public Health Sciences, University of Southern CaliforniaDepartment of Population and Public Health Sciences, University of Southern California

10.1101/2022.06.14.496154

医学研究方法肿瘤学遗传学

Kawaguchi Eric S.,Lewinger Juan Pablo,Gauderman W. James,Kim Andre E..Improved two-step testing of genome-wide gene-environment interactions[EB/OL].(2025-03-28)[2025-04-26].https://www.biorxiv.org/content/10.1101/2022.06.14.496154.点此复制

评论