PPARG and type 2 diabetes mellitus: By weighting the sample using inverse probability weights derived from probabilities of enrollment, we replicate 54% more known genome-wide association study (GWAS) variants than models not accounting for bias (e.g., associations between variants in PPARG and type 2 diabetes).