REN and hyperphosphatemia: AS was associated with mechanisms such as AGE accumulation, vascular calcification, and activation of the renin–angiotensin–aldosterone system [23], while hyperphosphatemia further contributed to vascular injury through inflammatory and oxidative pathways [24,25].