Here, the authors identified signals of selection in Finns for a TBX15 missense variant associated with abdominal obesity and discovered that the obesity risk allele of this variant affects adipocyte expression of 13 genes in trans, including known thermogenesis genes. Here, TBX15 is linked to obesity due to melanocortin 4 receptor deficiency.