In addition, it is reported that the protective effect on cardiovascular disease, especially atherosclerosis, was due to a direct effect of PPAR-γ activation on atheroma and vascular walls but was not a consequence of improving IR. The gene discussed is PPARG; the disease is atherosclerosis.