Literature DB >> 29424028

A test for gene-environment interaction in the presence of measurement error in the environmental variable.

Hugues Aschard1,2, Donna Spiegelman2,3,4,5, Vincent Laville1, Pete Kraft2,3, Molin Wang2,3,5.   

Abstract

The identification of gene-environment interactions in relation to risk of human diseases has been challenging. One difficulty has been that measurement error in the exposure can lead to massive reductions in the power of the test, as well as in bias toward the null in the interaction effect estimates. Leveraging previous work on linear discriminant analysis, we develop a new test of interaction between genetic variants and a continuous exposure that mitigates these detrimental impacts of exposure measurement error in ExG testing by reversing the role of exposure and the diseases status in the fitted model, thus transforming the analysis to standard linear regression. Through simulation studies, we show that the proposed approach is valid in the presence of classical exposure measurement error as well as when there is correlation between the exposure and the genetic variant. Simulations also demonstrated that the reverse test has greater power compared to logistic regression. Finally, we confirmed that our approach eliminates bias from exposure measurement error in estimation. Computing times are reduced by as much as fivefold in this new approach. For illustrative purposes, we applied the new approach to an ExGWAS study of interactions with alcohol and body mass index among 1,145 cases with invasive breast cancer and 1,142 controls from the Cancer Genetic Markers of Susceptibility study.
© 2018 WILEY PERIODICALS, INC.

Entities:  

Keywords:  gene-environment interaction test; genome-wide association studies; measurement error; normal discriminant analysis

Mesh:

Year:  2018        PMID: 29424028      PMCID: PMC5851866          DOI: 10.1002/gepi.22113

Source DB:  PubMed          Journal:  Genet Epidemiol        ISSN: 0741-0395            Impact factor:   2.135


  28 in total

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4.  Accounting for error due to misclassification of exposures in case-control studies of gene-environment interaction.

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5.  On the robustness of tests of genetic associations incorporating gene-environment interaction when the environmental exposure is misspecified.

Authors:  Eric J Tchetgen Tchetgen; Peter Kraft
Journal:  Epidemiology       Date:  2011-03       Impact factor: 4.822

6.  Differential misclassification and the assessment of gene-environment interactions in case-control studies.

Authors:  M García-Closas; W D Thompson; J M Robins
Journal:  Am J Epidemiol       Date:  1998-03-01       Impact factor: 4.897

7.  Non-hierarchical logistic models and case-only designs for assessing susceptibility in population-based case-control studies.

Authors:  W W Piegorsch; C R Weinberg; J A Taylor
Journal:  Stat Med       Date:  1994-01-30       Impact factor: 2.373

8.  Genome-wide meta-analyses identify multiple loci associated with smoking behavior.

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Journal:  Nat Genet       Date:  2010-04-25       Impact factor: 38.330

9.  Correction of logistic regression relative risk estimates and confidence intervals for random within-person measurement error.

Authors:  B Rosner; D Spiegelman; W C Willett
Journal:  Am J Epidemiol       Date:  1992-12-01       Impact factor: 4.897

10.  Post-GWAS gene-environment interplay in breast cancer: results from the Breast and Prostate Cancer Cohort Consortium and a meta-analysis on 79,000 women.

Authors:  Myrto Barrdahl; Federico Canzian; Amit D Joshi; Ruth C Travis; Jenny Chang-Claude; Paul L Auer; Susan M Gapstur; Mia Gaudet; W Ryan Diver; Brian E Henderson; Christopher A Haiman; Fredrick R Schumacher; Loïc Le Marchand; Christine D Berg; Stephen J Chanock; Robert N Hoover; Anja Rudolph; Regina G Ziegler; Graham G Giles; Laura Baglietto; Gianluca Severi; Susan E Hankinson; Sara Lindström; Walter Willet; David J Hunter; Julie E Buring; I-Min Lee; Shumin Zhang; Laure Dossus; David G Cox; Kay-Tee Khaw; Eiliv Lund; Alessio Naccarati; Petra H Peeters; J Ramón Quirós; Elio Riboli; Malin Sund; Dimitrios Trichopoulos; Ross L Prentice; Peter Kraft; Rudolf Kaaks; Daniele Campa
Journal:  Hum Mol Genet       Date:  2014-05-08       Impact factor: 6.150

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