APOB and obesity due to melanocortin 4 receptor deficiency: Among the non-traditional CRFs, Apo A-1 and Apo B, which play significant roles in lipid metabolism, are known to be independent predictors of ischemic heart disease [47], and a study reported that exercise significantly decreased the Apo B:Apo A-1 ratio in children with obesity [48].