Elevated levels of pro-inflammatory cytokines such as interleukin-6 (IL-6) and tumor necrosis factor-alpha (TNF-α) are commonly observed in CKD patients, contributing to renal fibrosis and endothelial dysfunction [56]. Here, TNF is linked to endothelial dysfunction.