A model-based meta-analysis of 24 antihyperglycemic drugs for type 2 diabetes: comparison of treatment effects at therapeutic doses
Abstract
Model-based meta-analysis was used to compare glycemic control, weight changes, and hypoglycemia risk across 24 antihyperglycemic drugs used to treat type 2 diabetes. Electronic searches identified 229 randomized controlled studies comprising 121,914 patients. To ensure fair and unbiased treatment comparisons, the analyses adjusted for important differences between studies, including duration of treatment, baseline glycated hemoglobin, and drug dosages. At the approved doses, glycemic control was typically greatest with glucagon-like peptide 1 receptor agonists (GLP-1RAs), and least with dipeptidyl peptidase-4 (DPP-4) inhibitors. Weight loss was highly variable across GLP-1RAs but was similar across sodium-glucose cotransporter 2 (SGLT2) inhibitors. Large weight increases were observed with sulfonylureas and thiazolidinediones. Hypoglycemia risk was highest with sulfonylureas, although gliclazide was notably lower. Hypoglycemia risk for DPP-4 inhibitors, SGLT2 inhibitors, and thiazolidinediones was generally very low but increased slightly for both GLP-1RAs and metformin. In summary, important differences between and within drug classes were identified.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Addition of GLP-1 RAs or the dual GIP and GLP-1 RA to metformin usually results in 1 to ≥2% lowering of A1C.
“Addition of GLP-1 RAs or the dual GIP and GLP-1 RA to metformin usually results in 1 to $2% lowering of A1C (104,117,118) (Fig. 9.3 and Table 9.2).”
From 9. Pharmacologic Approaches to Glycemic Treatment: Standards of Care in Diabetes—2025 (2025) · cites this paper as [118]
Cites
Empagliflozin, Cardiovascular Outcomes, and Mortality in Type 2 Diabetes
Zinman, B., Wanner, C., Lachin, J. M., Fitchett, D., Bluhmki, E., Hantel, S., Mattheus, M., Devins, T., Johansen, O. E., Woerle, H. J., et al. (2015) · New England Journal of Medicine · doi:10.1056/nejmoa1504720 · Cited by 12,315 · see citing works
Statistical Analysis with Missing Data
Little, R. J. A., & Rubin, D. B. (2002) · Wiley Series in Probability and Statistics · doi:10.1002/9781119013563 · Cited by 8,473 · see citing works
Liraglutide and Cardiovascular Outcomes in Type 2 Diabetes
Marso, S. P., Daniels, G. H., Brown-Frandsen, K., Kristensen, P., Mann, J. F. E., Nauck, M. A., Nissen, S. E., Pocock, S., Poulter, N. R., Ravn, L. S., et al. (2016) · New England Journal of Medicine · doi:10.1056/nejmoa1603827 · Cited by 7,629 · see citing works
Sterne, J. A. C., White, I. R., Carlin, J. B., Spratt, M., Royston, P., Kenward, M. G., Wood, A. M., & Carpenter, J. R. (2009) · BMJ · doi:10.1136/bmj.b2393 · Cited by 7,299 · see citing works
Semaglutide and Cardiovascular Outcomes in Patients with Type 2 Diabetes
Marso, S. P., Bain, S. C., Consoli, A., Eliaschewitz, F. G., Jódar, E., Leiter, L. A., Lingvay, I., Rosenstock, J., Seufert, J., Warren, M. L., et al. (2016) · New England Journal of Medicine · doi:10.1056/nejmoa1607141 · Cited by 6,900 · see citing works
Self-citationGlycemic durability of rosiglitazone, metformin, or glyburide monotherapy
Kahn, S. E., Haffner, S. M., Heise, M. A., Herman, W. H., Holman, R. R., Jones, N. P., Kravitz, B. G., Lachin, J. M., O'Neill, M. C., Zinman, B., et al. (2006) · New England Journal of Medicine · doi:10.1056/nejmoa066224 · Cited by 2,962 · see citing works
Zoungas, S., Arima, H., Gerstein, H. C., Holman, R. R., Woodward, M., Reaven, P., Hayward, R. A., Craven, T., Coleman, R. L., & Chalmers, J. (2017) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(17)30104-3 · Cited by 529 · see citing works
Riddle, M. C., Aronson, R., Home, P., Marre, M., Niemoeller, E., Miossec, P., Ping, L., Ye, J., & Rosenstock, J. (2013) · Diabetes Care · doi:10.2337/dc12-2454 · Cited by 288 · see citing works
Self-citationSingh, S., Wright, E. E., Kwan, A. Y. M., Thompson, J. C., Syed, I. A., Korol, E. E., Waser, N. A., Yu, M. B., & Juneja, R. (2017) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.12805 · Cited by 101 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Mancia, G., Kreutz, R., Brunström, M., Burnier, M., Grassi, G., Januszewicz, A., Muiesan, M. L., Tsioufis, K., Agabiti-Rosei, E., Algharably, E. A. E., et al. (2023) · Journal of Hypertension · doi:10.1097/hjh.0000000000003480 · Cited by 3,473 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Medical Care in Diabetes—2022</i>
American Diabetes Association Professional Practice Committee (2022) · Diabetes Care · doi:10.2337/dc22-s009 · Cited by 1,555 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Medical Care in Diabetes—2021</i>
American Diabetes Association (2021) · Diabetes Care · doi:10.2337/dc21-s009 · Cited by 972 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Medical Care in Diabetes—2020</i>
American Diabetes Association (2020) · Diabetes Care · doi:10.2337/dc20-s009 · Cited by 914 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Care in Diabetes—2023</i>
ElSayed, N. A., Aleppo, G., Aroda, V. R., Bannuru, R. R., Brown, F. M., Bruemmer, D., Collins, B. S., Hilliard, M. E., Isaacs, D., Johnson, E. L., et al. (2023) · Diabetes Care · doi:10.2337/dc23-s009 · Cited by 851 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: Standards of Care in Diabetes—2025
American Diabetes Association Professional Practice Committee, ElSayed, N. A., McCoy, R. G., Aleppo, G., Bajaj, M., Balapattabi, K., Beverly, E. A., Briggs Early, K., Bruemmer, D., Echouffo-Tcheugui, J. B., et al. (2025) · Diabetes Care · doi:10.2337/dc25-s009 · Cited by 728 · see citing works
Doyle-Delgado, K., Chamberlain, J. J., Shubrook, J. H., Skolnik, N., & Trujillo, J. (2020) · Annals of Internal Medicine · doi:10.7326/m20-2470 · Cited by 111 · see citing works
Wang, L. (2022) · Drug Design, Development and Therapy · doi:10.2147/dddt.s358989 · Cited by 56 · see citing works
- Authors
- Maloney, A., Rosenstock, J., & Fonseca, V.
- Affiliations
- Equation AB Halmstad Sweden
- Dallas Diabetes Research Center (US)
- Tulane University (US)
- Corresponding author
- Maloney, Alan
- Venue
- Clinical Pharmacology & Therapeutics
- Publisher
- Wiley
- Published
- 2019-01-13
- Volume
- 105
- Issue
- 5
- Pages
- 1213-1223
- ISSN
- 0009-9236 (ISSN-L)
- 1532-6535
- OpenAlex
- W2901511101
- Cited by
- 115
- References
- 9
- Citations by year
- 2026: 6 · 2025: 12 · 2024: 22 · 2023: 15 · 2022: 15 · 2021: 18 · 2020: 20 · 2019: 7
- FWCI
- 1.73
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Clinical Pharmacology & Therapeutics (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Pharmacology › Pharmacology and Obesity Treatment
- Keywords
- type 2 diabetes, antidiabetic drugs, glycemic control, weight change, hypoglycemia risk, GLP-1 receptor agonists, DPP-4 inhibitors, SGLT2 inhibitors, sulfonylureas, thiazolidinediones, metformin, gliclazide, drug class comparison
- MeSH terms
- Diabetes Mellitus, Type 2, Dose-Response Relationship, Drug, Humans, Hypoglycemia, Hypoglycemic Agents, Randomized Controlled Trials as Topic, Risk Assessment
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review