In our study, GMDR suggested that the combination between MAS1 rs220721 and BDKRB2 rs1799722 was the best model, irrespective of whether a dichotomous (obesity) or continuous (BMI) variable was measured, adjusting for the covariates. The gene discussed is BDKRB2; the disease is obesity disorder.