The high C-statistic and retention in the model support prediction of MHO and lower risk attributable to the apoB : apoA-I ratio [45, 46] and support use of the ratio as a measure of cardiovascular risk attributable to obesity. Here, APOA1 is linked to obesity due to melanocortin 4 receptor deficiency.