FTO and obesity due to melanocortin 4 receptor deficiency: While three studies observed that the effect of the FTO risk alleles for obesity was modulated by energy intake or physical activity [52–54], one study with a sample size of more than 6,000 individuals found no evidence for this GEI [55].