We hypothesize that GRB14/COBLL1 may act as the causal genes for FD-related SNPs (rs10195252 and rs6738627), and that they may be regulated by SNP to effect obesity-related metabolic traits. This evidence concerns the gene GRB14 and obesity due to melanocortin 4 receptor deficiency.