Bauer et al. [28] recently reported evidence for an association of additional obesity genes recently identified by GWAS (SH2B1, KCTD15, MTCH2, NEGR1, BDNF) with dietary intake and nutrient-specific food preference. Here, SH2B1 is linked to obesity due to melanocortin 4 receptor deficiency.