Evidence mapPaperPMID 40697602Full record

ArticleWorld journal of diabetes2025

Sodium-glucose co-transporter 2 inhibitors improve insulin resistance and β-cell function in type 2 diabetes: A meta-analysis.

Shang-Yu Chai, Ru-Ya Zhang, Zhi-Yuan Ning, Yi-Man Zheng, Rajpathak Swapnil, Li-Nong Ji

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Article in World journal of diabetes, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

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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

6 citing papers in PubMed.

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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

6 authors.

Shang-Yu ChaiValue and Implementation Global Medical and Scientific Affairs, MSD China, Shanghai 200030, China.
Ru-Ya ZhangValue and Implementation Global Medical and Scientific Affairs, MSD China, Shanghai 200030, China.
Zhi-Yuan NingValue and Implementation Global Medical and Scientific Affairs, MSD China, Shanghai 200030, China.
Yi-Man ZhengValue and Implementation Global Medical and Scientific Affairs, MSD China, Shanghai 200030, China.
Rajpathak SwapnilValue and Implementation Outcomes Research, MRL, Merck and Co., Inc., Rahway, NJ 19454, United States.
Li-Nong JiDepartment of Endocrinology, People's Hospital of Peking University, Beijing 100044, China. jiln@bjmu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSodium-glucose cotransporter 2 (SGLT2) inhibitors are widely used for the treatment of type 2 diabetes (T2D).

aimTo evaluate the influence of SGLT2 inhibitors on homeostasis model assessment of insulin resistance (HOMA-IR) and β-cell function (HOMA-β) in patients with T2D in a meta-analysis.

methodsRandomized controlled trials (RCTs) comparing SGLT2 inhibitors to placebo in T2D patients, with a minimum treatment duration of 12 weeks, were searched using the PubMed, EMBASE, and Cochrane Library databases. Risk of bias was assessed using the Cochrane Risk of Bias Tool, and the certainty of evidence was evaluated using the Grading of Recommendations, Assessment, Development and Evaluation (GRADE) system. Changes in HOMA-IR and HOMA-β were the outcomes analyzed. Meta-analyses were performed using a random-effects model by incorporating the potential influences of heterogeneity.

resultsOf 1388 articles identified, 24 RCTs met the inclusion criteria. 23 of the included studies were double-blind RCTs with low risk of bias. Pooled results including 2272 patients showed that SGLT2 inhibitors significantly reduced HOMA-IR compared to placebo [mean difference (MD) = -0.81, 95% confidence interval (CI): -1.11 to -0.52,

conclusionSGLT2 inhibitors are associated with improvements in insulin resistance and β-cell function in patients with T2D, although the certainty of evidence is moderate due to heterogeneity.

Indexed as

Homeostasis model assessmentInsulin resistanceMeta-analysisSodium-glucose co-transporter 2 inhibitorsβ-cell function

Identifiers

PMID40697602
PMCPMC12278081

What Socratic holds

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Registered trials

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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.