In contrast, PDE4D polymorphism (rs295978) was not associated with a risk of obesity and had no significant effects on blood lipids profile except for HDL, which was higher in participants with the mutated genotype (GG) of this polymorphism (p = 0.05). Here, PDE4D is linked to obesity due to melanocortin 4 receptor deficiency.