Anaemia, low albumin, raised PSA, history of ischaemic heart disease and smoking were also strongly associated with all-cause mortality, as were peripheral vascular disease, chronic obstructive pulmonary disease and beta-blocker use. The gene discussed is ALB; the disease is chronic obstructive pulmonary disease.