Identifying pleiotropic genes in genome-wide association studies from related subjects using the linear mixed model and Fisher combination function

A multivariate genome-wide association test is proposed for analyzing data on multivariate quantitative phenotypes collected from related subjects. The proposed method is a two-step approach. The first step models the association between the genotype and marginal phenotype using a linear mixed model.