The core of GWAS analysis is testing the association between each variant and a target phenotype. As noted, a primary consideration for association testing in diverse cohorts is whether to stratify samples into major population groups or to analyze the full cohort jointly (assuming imputation was also done jointly). In either case, the major concern is proper control of population stratification to ensure that observed associations reflect genetic effects of each locus rather than correlations with ancestry.