test for genetic background and control for potential population stratification. Population stratification can occur when there are different background allele frequencies and different trait means or prevalences as a function of population membership. In GWAS, having such a large number of markers tested across the genome provides a way to genetically determine ethnic background, so that this information can be used as a covariate in the association analyses, alleviating potential population stratification concerns.