# Association of the Triglyceride–Glucose Index with Major Adverse Cardiovascular Events in Patients with Acute Coronary Syndromes: A Systematic Review and Meta-Analysis

**Authors:** Eleni Bampali, Sotirios Chiotis, Aikaterini Zgouridou, Leonidas Koliastasis, Dimitrios Vrachatis, Dimitrios-Orestis Pavlou, Vaios Schismenos, Nikolaos Chaitidis, Antonios Antoniadis, Efstathios Pagourelias, Ioannis Doundoulakis, Vassileios P. Vassilikos, Georgios Giannopoulos

PMC · DOI: 10.3390/medicina62020360 · 2026-02-11

## TL;DR

This study finds that higher triglyceride-glucose index values are linked to increased risk of major cardiovascular events in patients with acute coronary syndromes.

## Contribution

The study provides a meta-analysis confirming the TyG index as a novel metabolic marker for cardiovascular risk in ACS patients.

## Key findings

- Higher TyG index values are associated with a 45% increased risk of MACEs in ACS patients.
- The association is stronger in patients with type 2 diabetes mellitus.
- The TyG index could serve as an additive metabolic risk marker alongside existing tools.

## Abstract

Background and Objectives: The triglyceride–glucose (TyG) index is an accessible surrogate marker of insulin resistance and has been increasingly investigated for its prognostic relevance in cardiovascular disease. However, evidence regarding its predictive value for major adverse cardiovascular events (MACEs) in patients with acute coronary syndromes (ACSs) remains inconsistent. This study systematically assessed the association between TyG index and the risk of MACEs in individuals with ACS. Materials and Methods: Following PRISMA 2020 guidelines, PubMed, ScienceDirect, and ClinicalTrials.gov were searched through October 2025. Ten observational cohort studies including 32,751 ACS patients were analyzed. Studies reporting fully adjusted hazard ratios (HRs) for the association between TyG index and MACEs were eligible. A random-effects model was used to pool effect sizes expressed as adjusted HRs per 1-unit increase in the TyG index. Heterogeneity, sensitivity analyses, publication bias assessment, and meta-regression were conducted. Results: Higher TyG index values were significantly associated with increased MACE risk (pooled adjusted HR 1.45, 95% CI 1.25–1.68, I2 = 80%). Leave-one-out analysis confirmed robustness. Meta-regression analysis suggested a stronger association in cohorts consisting exclusively of patients with type 2 diabetes mellitus, with a trend toward larger effect estimates in smaller studies, potentially contributing to the observed heterogeneity. Despite small-study effects, trim-and-fill-adjusted estimates remained significant (HR 1.26, 95% CI 1.05–1.52). Conclusions: An elevated TyG index is independently associated with higher MACE risk in ACS patients and may be considered as an additive metabolic risk marker in combination with established risk stratification tools, pending further prospective validation.

## Linked entities

- **Diseases:** acute coronary syndromes (MONDO:0005542), type 2 diabetes mellitus (MONDO:0005148)

## Full-text entities

- **Genes:** CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, HBA1 (hemoglobin subunit alpha 1) [NCBI Gene 3039] {aka ECYT7, HBA-T3, HBH, METHBA}
- **Diseases:** thrombosis (MESH:D013927), atherosclerosis (MESH:D050197), HT (MESH:D006973), hyperinsulinemic (MESH:D044903), death (MESH:D003643), ischemic injury (MESH:D017202), atrial fibrillation (MESH:D001281), ischemic stroke (MESH:D002544), MI (MESH:D009203), CKD (MESH:D012080), Events (MESH:D002318), congenital heart disease (MESH:D006330), IR (MESH:D007333), occlusion of the coronary vessel (MESH:D054059), ACS (MESH:D000168), congestive heart failure (MESH:D006333), renal dysfunction (MESH:D007674), T2DM (MESH:D003924), peripheral artery disease (MESH:D058729), systemic (MESH:D015619), type 1 diabetes mellitus (MESH:D003922), coronary artery disease (MESH:D003324), UA (MESH:D000789), injury to (MESH:D014947), inflammation (MESH:D007249), ACSs (MESH:D054058), dyslipidemia (MESH:D050171), valvular heart disease (MESH:D006349), ischemic (MESH:D002545), endothelial dysfunction (MESH:D014652), diabetes (MESH:D003920), cancer (MESH:D009369), AD (MESH:D000544), DM (MESH:D009223), chronic kidney disease (MESH:D051436), NSTEMI (MESH:D000072658), angina (MESH:D000787), ST-elevation myocardial infarction (MESH:D000072657), autoimmune disease (MESH:D001327), malignant arrhythmias (MESH:D001145), obesity (MESH:D009765), stroke (MESH:D020521), cardiomyopathy (MESH:D009202), metabolic dysfunction (MESH:D008659), familial hypertriglyceridemia (MESH:D006953)
- **Chemicals:** ACEI (-), TG (MESH:D013866), Cr (MESH:D002857), creatinine (MESH:D003404), Glucose (MESH:D005947), TC (MESH:D013667), Triglyceride (MESH:D014280), cholesterol (MESH:D002784)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12941757/full.md

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Source: https://tomesphere.com/paper/PMC12941757