Evidence map›Paper›PMID 41221513›Full record

SynthesisFrontiers in medicine2025

The triglyceride-glucose index as a biomarker of diabetic retinopathy: a systematic review and meta-analysis.

Adilet Amirashov, Aigul Balmukhanova, Arip Koishybayev, Denis Petrachkov, Dana Koishybayeva, Altynay Balmukhanova, Nadiar M Mussin, Amin Tamadon

Abstract readSystematic Review
In one paragraph

Synthesis in Frontiers in medicine, 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. Observational
  2. Review
  3. Article
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

8 authors.

Adilet AmirashovDepartment of Otorhinolaryngology, Ophthalmology, West Kazakhstan Marat Ospanov Medical University, Aktobe, Kazakhstan.
Aigul BalmukhanovaDepartment of Surgical Disciplines, Caspian University, Almaty, Kazakhstan.
Arip KoishybayevDepartment of Oncology, West Kazakhstan Marat Ospanov Medical University, Aktobe, Kazakhstan.
Denis PetrachkovKrasnov Research Institute of Eye Diseases, Moscow, Russia.
Dana KoishybayevaDepartment of Surgical Diseases-2, West Kazakhstan Marat Ospanov Medical University, Aktobe, Kazakhstan.
Altynay BalmukhanovaDepartment of Policy and Healthcare Management, Al-Farabi Kazakh National University, Almaty, Kazakhstan.
Nadiar M MussinDepartment of Surgery No. 2, West Kazakhstan Marat Ospanov Medical University, Aktobe, Kazakhstan.
Amin TamadonDepartment of Natural Sciences, West Kazakhstan Marat Ospanov Medical University, Aktobe, Kazakhstan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The triglyceride-glucose (TyG) index, a surrogate marker of insulin resistance, has been linked to various diabetic complications. However, its association with diabetic retinopathy (DR) remains inconsistent. We conducted a systematic review and meta-analysis to evaluate the relationship between TyG index levels and the risk of DR. Methods: We searched PubMed, Scopus, and Web of Science from inception to July 2025 for observational studies reporting the association between TyG index and DR in adults with type 1 or type 2 diabetes. Two reviewers independently screened studies, extracted data, and assessed risk of bias using the Agency for Healthcare Research and Quality (AHRQ) checklist and Newcastle-Ottawa Scale. Pooled odds ratios (ORs) with 95% confidence intervals (CIs) were calculated using a random-effects model. Heterogeneity was evaluated with the I Results: Sixteen studies with a total of 33,436 participants were included. The pooled OR for the association between higher TyG index and DR was 1.89 (95% CI: 1.27-2.82) when TyG was treated as a categorical variable, and 1.57 (95% CI: 1.25-1.98) when treated as continuous. Significant heterogeneity was observed ( Conclusions: While higher TyG levels correlate with DR-particularly when modeled continuously-the signal is heterogeneity- and bias-sensitive in categorical analyses. Our moderator analyses newly indicate a sex-composition effect, and the current lack of harmonized clinical TyG thresholds limits immediate translation.

Indexed as

diabetes mellitusdiabetic retinopathymeta-analysistriglyceride-glucose indexTyGTyG index

Identifiers

PMID41221513
PMCPMC12597932

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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 OpenQuestion graph.