This study investigated the association between the C-reactive protein-albumin-lymphocyte (CALLY) index and all-cause mortality and cardiovascular disease (CVD) mortality in patients with chronic kidney disease(CKD) while exploring biological aging as a potential mediator. The gene discussed is CRP; the disease is chronic kidney disease.