Comparison of mixed model based approaches for correcting for population substructure with application to extreme phenotype sampling.

The methods compared in this study differ in their type I error control. Therefore, when data are from an EPS study, care should be taken to ensure that the models underlying the methodology are suitable to the sampling strategy and to the minor allele frequency of the candidate SNPs.