To assess the contribution of PCSK1, also known as PC1/3, to polygenic obesity risk, a large study genotyped tag SNPs in 13,659 individuals of European ancestry across eight independent cohorts. Here, PCSK1 is linked to obesity due to melanocortin 4 receptor deficiency.