This large-scale prospective cohort study confirmed that total bilirubin, the Albumin–Bilirubin (ALBI) index, and the Platelet–Albumin–Bilirubin (PALBI) index are significantly associated with lung cancer risk, with the direction of these associations differing markedly between men and women. The gene discussed is ALB; the disease is lung cancer.