Previous studies have shown diet-gene interactions between total, saturated or polyunsaturated fat intake on obesity and T2D related traits, however to our knowledge, ours is the first study to report significant interactions between PPAR-γ2 genotype and circulating lipids on IR. The gene discussed is PPARG; the disease is obesity due to melanocortin 4 receptor deficiency.