Additionally, the study aims to investigate the relationship between leptin levels and subclinical markers of atherosclerosis, such as nitroglycerin-mediated vasodilation (NMD), flow-mediated vasodilation (FMD), and pulse wave velocity (PWV) in CKD. The gene discussed is LEP; the disease is chronic kidney disease.