Variations in the fat mass and obesity-associated gene (FTO) are associated with obesity; however, it is unclear if changes in energy intake affect the adaptive response to caloric restriction in those with risk variants. This evidence concerns the gene FTO and obesity due to melanocortin 4 receptor deficiency.