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Updated: Jul 15, 2025

An In Ovo Model for Testing Insulin-mimetic Compounds
Published on: April 23, 2018
Second-Line Pharmaceutical Treatments for Patients with Type 2 Diabetes.
Rohit Vashisht1, Ayan Patel1,2, Lisa Dahm2
1Bakar Computational Health Sciences Institute, University of California, San Francisco.
New diabetes treatments added to metformin, including SGLT2 inhibitors and GLP-1 receptor agonists, improve glycemic control and reduce complications. These findings support using real-world data to guide type 2 diabetes treatment decisions.
Area of Science:
- Endocrinology
- Pharmacology
- Real-world evidence studies
Background:
- Metformin monotherapy is often insufficient for managing type 2 diabetes.
- Assessing the comparative effectiveness and safety of add-on treatments is crucial for optimizing patient care.
Purpose of the Study:
- To evaluate the comparative effectiveness and safety of four common add-on therapies to metformin: sulfonylurea, DPP4 inhibitors, SGLT2 inhibitors, and GLP-1 receptor agonists.
- To determine the feasibility of using electronic health record data for such comparative effectiveness research.
Main Methods:
- A retrospective cohort study using electronic health records from the University of California Health system.
- Multidimensional propensity score matching and leave-one-medical-center-out sensitivity analysis were employed.
- New users of add-on therapies were followed for up to 5 years to assess time to metabolic failure (HbA1c ≥7.0%) and incidence of adverse outcomes.
Main Results:
- Sodium-glucose cotransporter-2 inhibitors (SGLT2I), dipeptidyl peptidase-4 inhibitors (DPP4I), and glucagon-like peptide-1 receptor agonists (GLP1RA) were more effective than sulfonylureas in maintaining glycemic control.
- SGLT2I and GLP1RA use was associated with reduced risk of chronic kidney disease and kidney failure compared to sulfonylureas.
- DPP4I and SGLT2I use showed fewer cardiovascular events than sulfonylureas, and SGLT2I use was linked to lower rates of hepatic dysfunction.
Conclusions:
- Add-on therapies like SGLT2 inhibitors and GLP-1 receptor agonists demonstrate significant benefits in glycemic control and reducing diabetes-related complications.
- Real-world data analytics can rapidly generate evidence to inform clinical decision-making for type 2 diabetes management.
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