The most significant relation among the investigated CVD risk phenotypes and the four candidate polymorphisms was found between APOE ε2 and obesity indicators (variables: Waist_C and BMI25). This evidence concerns the gene APOE and obesity due to melanocortin 4 receptor deficiency.