In terms of the pathological mechanism of the relationship between urine albumin-creatinine ratio and all-cause death, proteinuria may be an early sign of vascular endothelial dysfunction, which easily leads to the development of individual atherosclerosis [36]. The gene discussed is ALB; the disease is atherosclerosis.