None of the genotyped variants in genes for monogenic obesity reached genome-wide significance in our GWAS, although several variants in CRHR1, CRHR2, MCHR1, MC3R, MC4R and POMC were nominally associated. This evidence concerns the gene MC4R and obesity due to melanocortin 4 receptor deficiency.