ALB and lung cancer: This study provides a novel perspective by demonstrating that serum bilirubin, the Albumin–Bilirubin (ALBI) index, and the Platelet–Albumin–Bilirubin (PALBI) index are differentially associated with lung cancer risk according to sex, based on a large-scale prospective cohort of healthy adults followed for approximately 14 years.