The current study focused on variants located within and around FTO, MC4R and TMEM18 that are amongst the genes most strongly associated with obesity traits [54] and also identified in earlier meta-analyses [55]–[58], despite the fact that the variance explained by these loci is small (1–2%) [31]. Here, MC4R is linked to obesity due to melanocortin 4 receptor deficiency.