Our key findings were the robust POE of variants at the LPL and DOCK7/ANGPTL3 loci on obesity measures in both family cohorts, and the same variants also showed POE on lipid traits in the Botnia family study. The gene discussed is ANGPTL3; the disease is obesity due to melanocortin 4 receptor deficiency.