In advanced stages of CKD (stages 3a-5D), renal dysfunction disrupts critical metabolic pathways, including calcium and phosphorus homeostasis, parathyroid hormone (PTH) regulation, and vitamin D metabolism [4]. Here, PTH is linked to chronic kidney disease.