Evidence map›Paper›PMID 40788386›Full record

SynthesisEuropean journal of clinical pharmacology2025

The correlation between novel antidiabetic agents utilization and hepatocellular carcinoma incidence in type 2 diabetes patients: a network meta-analysis.

Junjie Lin, Tianshu Ren, Qingchun Zhao, Qiang Tong, Jiahui Liu, Ye Kang, Yuan Yuan

Abstract readNetwork Meta-AnalysisSystematic Review
PubMed Publisher
In one paragraph

Synthesis in European journal of clinical pharmacology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Glucose-lowering agents and hepatocellular carcinoma.European journal of clinical pharmacology · 2026
    Article
  3. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Junjie LinDepartment of Pharmacy, General Hospital of Northern Theater Command, Shenyang, 110016, China.
Tianshu RenDepartment of Pharmacy, General Hospital of Northern Theater Command, Shenyang, 110016, China.
Qingchun ZhaoDepartment of Pharmacy, General Hospital of Northern Theater Command, Shenyang, 110016, China.
Qiang TongDepartment of Pharmacy, General Hospital of Northern Theater Command, Shenyang, 110016, China.
Jiahui LiuDepartment of Pharmacy, General Hospital of Northern Theater Command, Shenyang, 110016, China.
Ye KangDepartment of Pharmacy, General Hospital of Northern Theater Command, Shenyang, 110016, China.
Yuan YuanDepartment of Pharmacy, General Hospital of Northern Theater Command, Shenyang, 110016, China. yuanyuan19871207@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundType 2 diabetes (T2D) is associated with an increased risk of hepatocellular carcinoma (HCC). Research on the hepatoprotective effects of antidiabetic agents is ongoing. This study aimed to investigate the correlation between novel antidiabetic agents and HCC incidence in T2D patients through a network meta-analysis.

methodsThe study followed a predefined PROSPERO-registered protocol (CRD420251068833) and reported results per the PRISMA extension for network meta-analysis. Databases such as PubMed, Web of Science, Cochrane Library, Embase, and Medline were searched from their inception to June 6, 2025. Eligible studies involved patients aged ≥ 18 with T2D, covering various antidiabetic drugs. Data extraction used standardized tables, with primary and secondary outcomes including HCC incidence, hepatic cirrhosis, hepatic metabolic dysfunction, and all-cause mortality.

resultsA total of 5,018 citations were retrieved, with 28 cohort studies involving 18,212,739 participants meeting the inclusion criteria. No inconsistency was found among outcome studies. SGLT-2 inhibitors (SGLT-2i) were most effective in reducing HCC incidence. In secondary outcome analysis, SGLT-2i and Glucagon-like peptide-1 receptor agonist (GLP-1 RA) were most effective for reducing hepatic cirrhosis incidence. For hepatic metabolic dysfunction, SGLT-2i, GLP-1 RA, and DPP4i ranked from most to least effective. For all-cause mortality, GLP-1 RA ranked highest. No publication bias was detected.

conclusionThis network meta-analysis indicates that SGLT-2i and GLP-1 RA may be preferred for T2D patients to reduce HCC incidence and other hepatic-related outcomes. Further research is needed to confirm these findings and explore the underlying mechanisms. SYSTEMATIC REVIEW REGISTRATION: CRD420251068833.

Indexed as

Carcinoma, HepatocellularDiabetes Mellitus, Type 2Hypoglycemic AgentsLiver NeoplasmsGlucagon-Like Peptide-1 Receptor AgonistsHumansIncidenceSodium-Glucose Transporter 2 InhibitorsGlucagon-Like Peptide-1 Receptor AgonistsHypoglycemic AgentsSodium-Glucose Transporter 2 InhibitorsDPP4 inhibitorsGLP-1 receptor agonistHepatocellular CarcinomaSGLT-2 inhibitorsType 2 Diabetes

Identifiers

What Socratic holds

Textmetadata
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.