As shown in the figure, albumin changes were associated with all-cause death and cardiac death among participants with male, age ≥ 75, hypertension, non-diabetes, congestive heart failure, non- PVD, and non-stroke. The gene discussed is ALB; the disease is diabetes mellitus.