Evidence mapPaperPMID 41715123Full record

ArticleBMC medicine2026

Efficacy and safety of anti-prediabetic drugs in patients with prediabetes: a Bayesian network meta-analysis.

Yike Wu, Zihan Wang, Adili Tuersun, Qiuxia Yu, Yu Zhong, Shah Syed Alfakhar Ali, Haiyang Liu, Xinyi Hu, Yanfei Zhang, Liyuan Pang and 10 more

Abstract readNetwork Meta-Analysis
In one paragraph

Article in BMC medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

20 authors.

Yike WuSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Zihan WangSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Adili TuersunSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Qiuxia YuSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Yu ZhongSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Shah Syed Alfakhar AliSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Haiyang LiuSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Xinyi HuSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Yanfei ZhangSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Liyuan PangSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Longzhou LiSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Long GaoSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Qiwen WuSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Shan WangSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Meng CuiSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Linglu SunSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Yulin WuSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Antong YinSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Lei ZhangSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China.
Guo MaSchool of Pharmaceutical Sciences, State Key Laboratory of Advanced Drug Formulations for Overcoming Delivery Barriers, Fudan University, Shanghai, 201203, People's Republic of China. mg0328@fudan.edu.cn.

Funding

National Natural Science Foundation of China 82374133, 82074109, 81873078 and 81374051
6 · The paper itself

Abstract

backgroundPrediabetes refers to the transitional stage from normal glucose metabolism to diabetes. The International Diabetes Federation guidelines reported that, as of 2024, approximately 1.12 billion people globally were in the prediabetes stage. Without intervention, individuals with prediabetes are highly likely to progress to type 2 diabetes mellitus. It can be seen that prediabetes is posing a threat to human health and life and leads to a significant global public health concern.

methodsPubMed, Embase, Cochrane Library, Web of Science, and ClinicalTrials.gov were searched before March 29, 2025. Eligible randomized controlled trials (RCTs) enrolled adults with prediabetes, compared the efficacy and safety of placebo and anti-prediabetic drugs (e.g., metformin, sodium-glucose cotransporter 2 inhibitors, glucagon-like peptide-1 receptor agonists, and thiazolidinedione) with a follow-up duration of at least 12 weeks. Bayesian network meta-analysis was employed in statistical analysis.

resultsFifty-five eligible RCTs involving 37 interventions with 16,610 participants were included in this study. Compared with placebo, most anti-prediabetic drugs significantly reduced levels of hemoglobin A1c (HbA1c) (mean difference (MD), - 0.94 ~ - 0.27%), fasting plasma glucose (FPG) (MD, - 26.42 ~ - 0.15 mg/dL), weight loss (WL) (MD, - 13.59 ~ - 5.99 kg) and body mass index (BMI) (MD, - 4.50 ~ - 0.08 kg/m

conclusionsAmong all the included interventions, GLP-1RAs, GIP/GLP-1RAs, and TZDs demonstrated favorable anti-prediabetic efficacy and acceptable safety. 2.4 mg of semaglutide SC and 15 mg of tirzepatide were the best option among the included interventions considering favorable glucose and BMI control. SYSTEMATIC REVIEW REGISTRATION: PROSPERO CRD42025636991.

Indexed as

Hypoglycemic AgentsPrediabetic StateBayes TheoremBlood GlucoseDiabetes Mellitus, Type 2Glycated HemoglobinHumansMetforminRandomized Controlled Trials as TopicSemaglutideSodium-Glucose Transporter 2 InhibitorsThiazolidinedionesTreatment OutcomeBlood GlucoseGlycated HemoglobinHypoglycemic AgentsMetforminSemaglutideSodium-Glucose Transporter 2 InhibitorsThiazolidinedionesAnti-prediabetic drugsNetwork meta-analysisPrediabetesType 2 diabetes mellitus

Identifiers

PMID41715123
PMCPMC13020221

What Socratic holds

Texttitle and abstract
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.