This review systematically examines the intricate regulatory network of cellular senescence, encompassing multiple pathways including telomere dysfunction, DNA damage response, epigenetic remodeling, hormone signaling, and metabolic reprogramming, and integrating such strategies with conventional therapies holds promis...