MC4R and obesity due to melanocortin 4 receptor deficiency: Whilst most studies in European populations found no significant interactions between the MC4R SNP rs17782313 and dietary factors on obesity traits [11, 22, 23], a prospective cohort study reported significant interactions between the SNP and fat and protein intake on body mass index (BMI) and risk of T2D [27].