Evidence map›Paper›PMID 42798486›Full record

SynthesisFrontiers in endocrinology2026

Triglyceride-glucose index as a metabolic risk marker for adverse outcomes after coronary artery bypass grafting: a systematic review and meta-analysis.

Yuhan Zhang, Yifan Zeng, Yirui Ning, Huiyu Wang, Xinwu Yang, Xiaobo Liao, Zhiyuan Zhang

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

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

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1 · What the graph read from it

What it found

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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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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Yuhan ZhangDepartment of Cardiovascular Surgery, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China.
Yifan ZengDepartment of Cardiovascular Surgery, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China.
Yirui NingXiangya School of Medicine, Central South University, Changsha, Hunan, China.
Huiyu WangThe Second Xiangya Hospital of Central South University, Changsha, Hunan, China.
Xinwu YangThe First Clinical Medical College, Shanxi Medical University, Taiyuan, Shanxi, China.
Xiaobo LiaoDepartment of Cardiovascular Surgery, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China.
Zhiyuan ZhangDepartment of Cardiovascular Surgery, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aims: To evaluate the prognostic value of the triglyceride-glucose index (TyG), a surrogate marker of insulin resistance, for adverse cardiovascular outcomes in patients undergoing coronary artery bypass grafting (CABG). Materials and methods: This systematic review and meta-analysis was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Studies evaluating the association between the TyG index and postoperative outcomes after CABG were retrieved from four databases as of Jul 10, 2026. Multivariable-adjusted hazard ratios (HRs) with 95% confidence intervals (CIs) were used as the primary effect estimates for major adverse cardiovascular events (MACE), with separate analyses conducted for each 1-unit increase in the TyG index and for TyG index tertiles. Crude odds ratios (ORs) comparing the higher TyG group with the lower TyG group were estimated as a supplementary event-based analysis. Results: Six retrospective cohort reports, comprising 5,978 participants and four independent cohort families, were included, with two being multi-center studies. Each 1-unit increase in the TyG index was associated with a 62.4% higher hazard of MACE (HR: 1.624, 95% CI: 1.349-1.955). Compared with the lowest tertile group, the highest tertile group demonstrated a statistically higher hazard of MACE (HR = 2.093, 95% CI: 1.635-2.680). A higher TyG index was associated with higher odds of MACE (OR: 2.59, 95% CI: 1.97-3.40). In addition, a higher TyG index was associated with an elevated risk of all-cause mortality, nonfatal stroke, and nonfatal myocardial infarction, but was not associated with revascularization. Conclusion: The TyG index may serve as an accessible supplementary metabolic risk marker following CABG. Further prospective validation is required before it is routinely applied to individual risk prediction. Systematic Review Registration: https://www.crd.york.ac.uk/PROSPERO/, identifier CRD420251158075.

Indexed as

Blood GlucoseCoronary Artery BypassPostoperative ComplicationsTriglyceridesBiomarkersHumansInsulin ResistancePrognosisRisk FactorsBiomarkersBlood GlucoseTriglyceridescoronary artery bypass graftinginsulin resistancemajor adverse cardiovascular eventsmeta-analysistriglyceride–glucose index

Identifiers

PMID42798486
PMCPMC13612311

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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.