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Updated: Jan 28, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
Clinical implications of cardiovascular outcome trials in type 2 diabetes
L G Mellbin1,2, A Wang3, L Rydén3
1Cardiology Unit, Department of Medicine K2, Karolinska Institutet, Stockholm, Sweden. linda.mellbin@ki.se.
Abstract:
Cardiovascular disease (CVD) is the main reason for premature death in patients with type 2 diabetes. Hyperglycemia, the hallmark of diabetes, has long been considered the link between diabetes and CVD, and many trials focused on preventing CVD manifestations by means of tight glucose control. However, diabetes is a multifactorial disease in which, e. g., insulin resistance, endothelial dysfunction, and factors such as hypertension and dyslipidemia contribute. Thus, treatment needs to be multifactorial and take cardiovascular aspects into account. Newer classes of drugs, originally launched for glucose lowering, among them dipeptidyl-peptidase (DPP)-4 inhibitors, sodium-glucose cotransporter (SGLT)-2 inhibitors, and glucagon-like peptide (GLP)-1 receptor agonists, have been studied in large cardiovascular outcome trials (CVOT). Several SGLT-2 inhibitors and GLP-1 receptor agonists are associated with a reduction of cardiovascular events (cardiovascular death, nonfatal myocardial infarction, and nonfatal stroke). Although the mechanisms behind the effects are not fully understood, an important reason for the benefits of SGLT-2 inhibitors seems be a reduction in heart failure, while GLP-1 receptor agonists may retard the development of the atherosclerotic vascular disease or may be effective by stabilizing plaques. The outcomes of these studies have been taken into account in recently issued guidelines and an important task for diabetologists, cardiologists, and general practitioners is to incorporate the findings of these trials into clinical practice.
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