We identify three genes (PHIP, DGKI, and ZMYM4) newly implicated in obesity, harboring very rare predicted deleterious alleles, with intermediate effects and penetrance between those identified through family or large-population scale efforts. The gene discussed is ZMYM4; the disease is obesity due to melanocortin 4 receptor deficiency.