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816 trials: what each diabetes drug class does and does not do

Benefits and harms of drug treatment for type 2 diabetes: systematic review and network meta-analysis of randomised controlled trials.

Overview

Shi Q et al.. BMJ 2023 · PMID 37024129 · DOI 10.1136/bmj-2022-074068

SGLT2 inhibitors and GLP-1 agonists reduce death by about 12%; each class has specific side effects.

Does the study support the specific claim? Partly · Methodological quality: high

Original publication

Plain-language summary

Study explained simply
What did the researchers want to find out?

Compare benefits and harms of all diabetes drug classes.

How was the study done?

Network meta-analysis of 816 RCTs with GRADE.

How many people, animals or samples were studied?

471,038 patients.

What was actually found?

Mortality benefit for SGLT2i and GLP-1 RA; class-specific harms such as DKA and genital infections (SGLT2i), hypoglycaemia (sulfonylureas, insulin), heart failure (TZDs).

How large was the observed effect?

Death OR 0.88; DKA OR 2.07; amputation OR 1.27.

What do the results mean in everyday life?

No drug is free of side effects; for several classes the benefits clearly outweigh them in people at risk.

What are the study's limitations?

Low certainty for older drugs.

What does it say about Elawady's specific claim?

Supports 'every class has harms'; refutes 'net harmful'.

Do the results apply to Germany and Europe?

High.

What can explicitly not be concluded from this study?

Individual treatment choice.

Scientific in-depth review

1. Full reference

Authors
Shi Q et al.
Journal
BMJ
Year
2023
Identifier
PMID 37024129 DOI 10.1136/bmj-2022-074068
Verification
verified – PubMed efetch 2026-10-26; Crossref works API 2026-10-26
Retracted
no
Corrections
none
Extent checked
full text
Conflicts of interest and funding

Sichuan Science and Technology Programme and West China Hospital; funders had no role.

2. Research question

What are the benefits and harms of each drug class for adults with type 2 diabetes?

3. Study design and population

Study design
Meta-analysis – Systematic review and network meta-analysis of RCTs with GRADE (BMJ Rapid Recommendations evidence base)
Population

Adults with type 2 diabetes in RCTs >=24 weeks

Country

International

Period

Searches to 14 October 2022

Sample size

816 trials, 471,038 patients, 13 drug classes

Inclusion and exclusion criteria

RCTs >=24 weeks comparing drugs of interest; non-English trials excluded

4. Methods and endpoints

Exposure / intervention

SGLT2 inhibitors, GLP-1 RAs, DPP-4 inhibitors, thiazolidinediones, sulfonylureas, metformin, insulins, tirzepatide, finerenone, others

Comparator

Standard treatment and each other

Endpoints

All-cause and CV death, MI, stroke, HF hospitalisation, ESKD, amputation, severe hypoglycaemia, DKA, genital infection, GI events, weight, quality of life

Statistical methods

Frequentist random-effects network meta-analysis; GRADE; absolute effects by baseline risk

5. Actual results

Results

All-cause death: SGLT2i OR 0.88 (0.83-0.94) and GLP-1 RA 0.88 (0.82-0.93), high certainty; metformin possibly reduces (0.84, 0.67-1.04, low certainty); sulfonylureas possibly increase all-cause mortality (low certainty). HF hospitalisation: SGLT2i OR 0.66 (0.60-0.73); thiazolidinediones probably increase (1.54, 1.27-1.88). Severe hypoglycaemia: sulfonylureas OR 5.22 (3.88-7.01), basal insulin 2.38; SGLT2i and GLP-1 RA no increase. DKA: SGLT2i OR 2.07 (1.44-2.98), high certainty, about 2 more per 1,000 over 5 years. Amputation: SGLT2i OR 1.27 (1.01-1.61), moderate certainty, about 3 more per 1,000 over 5 years. Genital infection SGLT2i OR 3.30 (2.88-3.78).

Absolute risks

SGLT2i: +2 DKA and +3 amputations per 1,000 over 5 years; deaths avoided depend on baseline risk (MAGIC decision aid).

Authors' conclusion

Confirms substantial benefits of SGLT2 inhibitors and GLP-1 RAs in reducing cardiovascular and kidney outcomes and death; harms largely class-specific.

6. Strengths

  • Largest network of RCTs
  • GRADE certainty for each outcome
  • Absolute effects
  • Independent (non-industry) funding

7. Weaknesses

  • Low certainty for older drugs (metformin, sulfonylureas)
  • Inconsistency for amputation outcome
  • Non-English trials excluded

8. Risk of bias

Orienting tool
AMSTAR 2
Type of assessment
simplified assessment (abstract only)
Full formal assessment
no
Overall risk of bias
low
Rationale

Pre-registered (PROSPERO CRD42022325948); duplicate screening; risk of bias per trial.

9. Assessment of the statistical interpretation

Ratio CIs log-symmetric (stats/C-ODD-02.py, C-ODD-06.py). Updates and largely supersedes Palmer 2021 (BMJ), which had judged no DKA increase; the larger 2023 data set shows a high-certainty doubling of DKA. Overlaps with SMART-C (I-ODD-106) for SGLT2 trials; not independent confirmation.

10. Relevance to the specific claim

The most comprehensive benefit-harm comparison: confirms each class has specific harms (C-ODD-05) but that SGLT2i and GLP-1 RA reduce death (contradicting C-ODD-06).

11. Independent contrary findings

None of comparable scope.

12. Transferability to Germany and Europe

High.

13. Overall methodological judgement

Pivotal: harms exist and are drug-class specific; two classes reduce mortality with high certainty; sulfonylureas and thiazolidinediones have less favourable profiles.

Multidimensional assessment
Multidimensional assessment
Authenticity of the sourceverified
Methodological qualityhigh
Risk of biaslow
Precision of resultshigh
Directnessdirect
Reproducibilityreplicated
Consistency with the overall evidenceconsistent
Regional transferabilityhigh
Adequacy of the interpretation (by the archive)not applicable

14. Open questions

Combination therapy effects; long-term data for tirzepatide.

15. Linked fact checks