Variants in intronic regions of SIM1 were strongly associated with BMI and obesity risk (P = 4 x 10-7) in Pima Indians contrarily to French Europeans for which a major contribution of SIM1 common variants in polygenic obesity susceptibility was excluded [96, 97]. The gene discussed is SIM1; the disease is obesity due to melanocortin 4 receptor deficiency.