A Unified Model for the Analysis of Gene-Environment Interaction

Am J Epidemiol. 2019 Apr 1;188(4):760-767. doi: 10.1093/aje/kwy278.

Abstract

Gene-environment (G × E) interaction is important for many complex traits. In a case-control study of a disease trait, logistic regression is the standard approach used to model disease as a function of a gene (G), an environmental factor (E), G × E interaction, and adjustment covariates. We propose an alternative model with G as the outcome and show how it provides a unified framework for obtaining results from all of the common G × E tests. These include the 1-degree-of-freedom (df) test of G × E interaction, the 2-df joint test of G and G × E, the case-only and empirical Bayes tests, and several 2-step tests. In the context of this unified model, we propose a novel 3-df test and demonstrate that it provides robust power across a wide range of underlying G × E interaction models. We demonstrate the 3-df test in a genome-wide scan of G × sex interaction for childhood asthma using data from the Children's Health Study (Southern California, 1993-2001). This scan identified a strong G × sex interaction at the phosphodiesterase gene 4D locus (PDE4D), a known asthma-related locus, with a strong effect in males (per-allele odds ratio = 1.70; P = 3.8 × 10-8) and virtually no effect in females. We describe a software program, G×EScan (University of Southern California, Los Angeles, California), which can be used to fit standard and unified models for genome-wide G × E studies.

Keywords: case-control studies; gene-environment interaction; genome-wide association studies; power (statistics).

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Asthma / genetics
  • Bayes Theorem
  • Case-Control Studies
  • Child
  • Cyclic Nucleotide Phosphodiesterases, Type 4 / analysis
  • Female
  • Gene-Environment Interaction*
  • Genome-Wide Association Study
  • Humans
  • Male
  • Models, Genetic*
  • Software

Substances

  • Cyclic Nucleotide Phosphodiesterases, Type 4
  • PDE4D protein, human