Specifically, it highlights the strong correlation of leptin with ATM and testosterone in pre-dialysis and dialysis patients, the gender variation in leptin in CKD, and the association of leptin with vascular smooth muscle dysfunction as an atherosclerosis marker in women undergoing chronic HD. This evidence concerns the gene LEP and chronic kidney disease.