The current study assessed the association of PRDM16 gene polymorphism (rs2651899) and PDE4D gene polymorphism (rs295978) with obesity and blood lipids profiles in the Saudi population. Here, PDE4D is linked to obesity due to melanocortin 4 receptor deficiency.