INS and type 2 diabetes mellitus: This study aimed to evaluate the impact of glucagon-like peptide-1 receptor agonist (GLP-1 RA) plus insulin therapy on long-term cardiovascular and microvascular outcomes in patients with type 2 diabetes (T2D), with the goal of optimizing treatment strategies.