Albumin changes were associated with gastrointestinal hemorrhage among patients with male, age ≥ 75, BMI < 25 or ≥ 25, smoker or not, hypertension, non-diabetes, congestive heart failure or not, PVD, and stroke or not. The gene discussed is ALB; the disease is diabetes mellitus.