In conclusion, our study in older adults with overweight or obesity indicates that long-term mixed nut consumption may lower CVD risk through a favorable shift in apoB-containing lipoprotein subclass numbers towards a less atherogenic profile, measured using an NMR metabolomic platform. Here, APOB is linked to obesity due to melanocortin 4 receptor deficiency.