Therefore, the purpose of this study is to examine whether regular PA modifies the effect of the variations in the FTO gene on obesity risk, as measured by BMI, fat mass, hip circumference, and waist circumference in a Latino population. This evidence concerns the gene FTO and obesity due to melanocortin 4 receptor deficiency.