It is unclear whether the time-varying mediation effects of glucagon-like peptide-1 receptor agonists (GLP-1RAs) on the three-point major adverse cardiovascular event (3P-MACE) outcomes, including nonfatal stroke, nonfatal myocardial infarction, and cardiovascular death, via HbA1c, urine albumin-to-creatinine ratio (UACR), and systolic blood pressure (SBP) vary by types of GLP-1RAs, and patient subgroups. Here, ALB is linked to stroke disorder.