The HDL/LDL ratio was lower in CKD patients as compared to the control group, and correlated with leptin, which suggested that hyperleptinemia observed in CKD contributes to pathogenesis of CVD by decreasing HDL/LDL ratio [85]. This evidence concerns the gene LEP and chronic kidney disease.