Evidence map›Paper›PMID 41798307›Full record

ReviewJGH open : an open access journal of gastroenterology and hepatology2026

Association of the Triglyceride-Glucose Index With Gallstone Disease: A Systematic Review and Meta-Analysis of Observational Studies.

Nirupma Gupta, Sushma Narsing Katkuri, Rekha Arcot, Sachin Kumar, Sushma Verma, Sorabh Lakhanpal, Sanjay Kumar, Jeffrin Reneus Paul, Prakasini Satapathy, Edward Mawejje

Abstract readReview
In one paragraph

Review in JGH open : an open access journal of gastroenterology and hepatology, 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

10 authors.

Nirupma GuptaDepartment of Anatomy, School of Medical Sciences and Research Sharda University Greater Noida India.
Sushma Narsing KatkuriDepartment of Community Medicine Malla Reddy Instiute of Medical Sciences Hyderabad Telangana India.
Rekha ArcotDepartment of Surgery, Dr. D. Y. Patil Medical College, Hospital and Research Centre Dr. D. Y. Patil Vidyapeeth (Deemed-To-Be-University), Pimpri Pune Maharashtra India.
Sachin KumarFaculty of Pharmaceutical Sciences Graphic Era Hill University Dehradun India.
Sushma VermaDepartment of Pharmaceutics Noida Institute of Engineering and Technology (Pharmacy Institute) Greater Noida India.
Sorabh LakhanpalSchool of Pharmaceutical Sciences Lovely Professional University Phagwara India.
Sanjay KumarCentre for Research Impact & Outcome, Chitkara College of Pharmacy Chitkara University Rajpura Punjab India.
Jeffrin Reneus PaulSaveetha Medical College and Hospital, Saveetha Institute of Medical and Technical Sciences Saveetha University Chennai India.ORCID https://orcid.org/0009-0001-5665-1772
Prakasini SatapathyUniversity Center for Research and Development Chandigarh University Mohali Punjab India.
Edward MawejjeSchool of Public Health Makerere University College of Health Sciences Kampala Uganda.ORCID https://orcid.org/0000-0003-2782-554X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background/Objective: Gallstone disease (GSD) is a common hepatobiliary condition closely associated with metabolic disturbances. The triglyceride-glucose index (TyG index), a widely used surrogate marker of insulin resistance, has gained attention as a potential indicator of gallstone risk. This systematic review and meta-analysis aimed to synthesize observational evidence evaluating the association between TyG index and GSD in adults. Methods: Web of Science, Embase, and PubMed were searched from inception to December 2025 for relevant observational studies. Study quality was assessed using the Newcastle-Ottawa Scale (NOS). Adjusted odds ratios (aORs), standardized mean differences (SMDs), adjusted hazard ratios (aHRs), and prevalence estimates were pooled using a random-effects model (REM). Sensitivity analyses, subgroup analyses, and assessment of publication bias were conducted. Results: Nine studies including more than 430 000 participants were included. For each one-unit increase in the TyG index, the pooled odds ratio for GSD was 1.332 (95% CI: 1.213-1.462; Conclusion: Higher TyG index values are consistently linked to elevated risk of GSD. Given that TyG is inexpensive and routinely available, it may be useful for identifying individuals at a heightened risk of GSD. More longitudinal studies are needed to determine causation and to assess whether TyG-based screening can improve GSD risk prediction or prevention.

Indexed as

gallstone diseaseinsulin resistancemetabolic dysfunctiontriglyceride–glucose index

Identifiers

PMID41798307
PMCPMC12966344

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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 OpenQuestion graph.