While basal insulin remains the most effective antidiabetic agent and substantially reduces the risk of hypoglycemia, few studies have examined the comparative effect of basal insulin in the real-world setting. this study aimed to assess the outcomes of adding basal insulin compared with thiazolidinediones (TZDs) or dipeptidyl peptidase-4 inhibitors (DPP-4is) as a third antidiabetic agent in patients with type 2 diabetes mellitus (T2DM). A retrospective cohort study involving T2DM was conducted with health administrative data in Taiwan. Patients starting a third antidiabetic agent after receiving a metformin-containing dual combination were identified. The study endpoints included composite major adverse cardiovascular events (MACEs), all-cause mortality, and hypoglycemia. Propensity score matching and Cox modeling were used for analysis. After matching, the basal insulin and TZD groups contained 6,101 and 11,823 patients, respectively, and the basal insulin and DPP-4i groups contained 6,051 and 11,900 patients, respectively. TZDs and DPP-4is were both associated with similar risks of MACEs and hypoglycemia but a lower risk of all-cause mortality than basal insulin (TZDs: HR 0.55, 95% CI 0.38-0.81; DPP-4is: HR 0.56, 95% CI 0.39-0.82). Further studies are needed to elucidate the findings of increased all-cause mortality risk in patients receiving basal insulin, especially those with advanced diabetes.Diabetes mellitus (DM) substantially increases the risk of cardiovascular diseases (CVDs) and associated deaths; therefore, intensive glucose control has long been considered a gold standard to reduce the occurrence of CVDs 1 . The 10-year follow-up study of the UKPDS (UK Prospective Diabetes Study) revealed a beneficial long-term effect of early intensive glucose control on the reduction in macrovascular events 2 , although this effect did not appear in other clinical trials with advanced DM populations and relatively short follow-up periods 3-5 . Insulin is regarded as the most effective antidiabetic agent for glycemic control, and it possesses a better ability in the preservation of β-cell function than oral hypoglycemic agents (OHAs) 6-8 . The emergence of long-acting basal insulin ameliorates the problem of insulin-associated hypoglycemia 9 . However, the initiation of insulin therapy is often delayed in clinical practice because most patients are reluctant to or inconvenienced by using injectable medications 10 .The role of basal insulin as an add-on antidiabetic agent remains unclear [11][12][13] . Previous studies have shown that the combination of metformin and sulfonylureas dominated in dual therapy in the early phase of disease management [14][15][16][17] , and other OHAs, such as thiazolidinediones (TZDs) and dipeptidyl peptidase-4 inhibitors (DPP-4is), are common treatment options after the failure of dual therapy 11,13,16 . Several observational studies compared insulin to OHAs and noted a significantly increased risk of CVDs or all-cause mortality associated with insulin 18-23 . However, most of these s...