In conclusion, we have confirmed the association of the FTO rs9939609 polymorphism with higher BMI, waist circumference and obesity even in a high cardiovascular risk population and described an additive effect of the FTO rs9939609 and the MC4R rs17782313 on these obesity-related measures. Here, FTO is linked to obesity due to melanocortin 4 receptor deficiency.