Quantile regression analysis reveals widespread evidence for gene-environment or gene-gene interactions in myopia development

Commun Biol. 2019 May 6:2:167. doi: 10.1038/s42003-019-0387-5. eCollection 2019.

Abstract

A genetic contribution to refractive error has been confirmed by the discovery of more than 150 associated variants in genome-wide association studies (GWAS). Environmental factors such as education and time outdoors also demonstrate strong associations. Currently however, the extent of gene-environment or gene-gene interactions in myopia is unknown. We tested the hypothesis that refractive error-associated variants exhibit effect size heterogeneity, a hallmark feature of genetic interactions. Of 146 variants tested, evidence of non-uniform, non-linear effects were observed for 66 (45%) at Bonferroni-corrected significance (P < 1.1 × 10-4) and 128 (88%) at nominal significance (P < 0.05). LAMA2 variant rs12193446, for example, had an effect size varying from -0.20 diopters (95% CI -0.18 to -0.23) to -0.89 diopters (95% CI -0.71 to -1.07) in different individuals. SNP effects were strongest at the phenotype extremes and weaker in emmetropes. A parsimonious explanation for these findings is that gene-environment or gene-gene interactions in myopia are pervasive.

Keywords: Genetic interaction; Refractive errors.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Educational Status
  • Epistasis, Genetic*
  • Female
  • Gene Expression Profiling
  • Gene Expression Regulation
  • Gene-Environment Interaction*
  • Genetic Predisposition to Disease
  • Genome-Wide Association Study
  • Humans
  • Laminin / genetics*
  • Laminin / metabolism
  • Male
  • Middle Aged
  • Myopia / genetics*
  • Myopia / metabolism
  • Myopia / pathology
  • Penetrance
  • Phenotype
  • Polymorphism, Single Nucleotide*
  • Regression Analysis

Substances

  • Laminin
  • laminin alpha 2