PTH and atherosclerosis: In advanced CKD, high parathyroid hormone (PTH) secretion affects pro-inflammatory cytokines and vascular remodeling: elevated PTH levels transform VSMCs into osteoblast-like cells, leading to atherosclerosis and vascular calcification.