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Two-stage testing procedures with independent filtering for genome-wide gene-environment interaction

Authors :
Ross L. Prentice
Charles Kooperberg
Michael LeBlanc
James Y. Dai
Source :
Biometrika. 99:929-944
Publication Year :
2012
Publisher :
Oxford University Press (OUP), 2012.

Abstract

Several two-stage multiple testing procedures have been proposed to detect gene-environment interaction in genome-wide association studies. In this article, we elucidate general conditions that are required for validity and power of these procedures, and we propose extensions of two-stage procedures using the case-only estimator of gene-treatment interaction in randomized clinical trials. We develop a unified estimating equation approach to proving asymptotic independence between a filtering statistic and an interaction test statistic in a range of situations, including marginal association and interaction in a generalized linear model with a canonical link. We assess the performance of various two-stage procedures in simulations and in genetic studies from Women's Health Initiative clinical trials. Copyright 2012, Oxford University Press.

Details

ISSN :
14643510 and 00063444
Volume :
99
Database :
OpenAIRE
Journal :
Biometrika
Accession number :
edsair.doi.dedup.....a2d2c19787665227aa5e03ab4759a7d7
Full Text :
https://doi.org/10.1093/biomet/ass044