Results obtained from our analysis in PCOS women and this population-based study suggest that CAPN5 is a gene related to metabolic syndrome and related phenotypes such as obesity, hypertension and hypercholesterolemia, at least in the Spanish population. Here, CAPN5 is linked to obesity due to melanocortin 4 receptor deficiency.