Open Access
Translator Disclaimer
September 2018 Joint significance tests for mediation effects of socioeconomic adversity on adiposity via epigenetics
Yen-Tsung Huang
Ann. Appl. Stat. 12(3): 1535-1557 (September 2018). DOI: 10.1214/17-AOAS1120

Abstract

Mediation analysis has become a popular practice in biomedical research. We conduct mediation analyses to investigate whether epigenetic variations mediate the effect of socioeconomic disadvantage on adiposity. Mediation effects can be expressed as a product of two parameters: one for the exposure-mediator association and the other for the mediator-outcome association conditional on the exposure. Under multi-mediator models, we study joint significance tests which examine the two parameters separately and compare with the widely used product significance tests which focus on the product of two parameters. Normal approximation of product significance tests depends on both effect size and sample size. We show that joint significance tests are intersection-union tests with size $\alpha$ and asymptotically more powerful than the normality-based product significance tests. Based on the theoretical results, we construct powerful testing procedures for gene-based mediation analyses and path-specific analyses. Advantage of joint significance tests is supported by simulation as well as the results of locus-based and gene-based mediation analyses of chromosome 17. Our analyses suggest that methylation of FASN gene mediates the effect of socioeconomic adversity on adiposity.

Citation

Download Citation

Yen-Tsung Huang. "Joint significance tests for mediation effects of socioeconomic adversity on adiposity via epigenetics." Ann. Appl. Stat. 12 (3) 1535 - 1557, September 2018. https://doi.org/10.1214/17-AOAS1120

Information

Received: 1 January 2017; Revised: 1 October 2017; Published: September 2018
First available in Project Euclid: 11 September 2018

zbMATH: 06979641
MathSciNet: MR3852687
Digital Object Identifier: 10.1214/17-AOAS1120

Keywords: Intersection-union test , joint significance test , mediation analyses , multivariate analyses , normal product distribution , path-specific effect

Rights: Copyright © 2018 Institute of Mathematical Statistics

JOURNAL ARTICLE
23 PAGES


SHARE
Vol.12 • No. 3 • September 2018
Back to Top