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. This evidence concerns the gene LPL and obesity due to melanocortin 4 receptor deficiency.