SynthesisCardiovascular diabetology2022
Relationship between the triglyceride-glucose index and risk of cardiovascular diseases and mortality in the general population: a systematic review and meta-analysis.
Synthesis in Cardiovascular diabetology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 276 papers, 15 of them syntheses that pooled 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.
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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.
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Who cites it
276 citing papers in PubMed, 15 syntheses or guidelines pooled it.
- Ultra-processed food consumption and risk of multiple chronic diseases among 8,819,894 adults from 51 prospective cohorts: a dose-response meta-analysis.Family medicine and community health · 2026Pooled it
- Triglyceride-Glucose Index and Mortality Risk in the General Population: A Systematic Review and Meta-analysis of Prospective Studies.High blood pressure & cardiovascular prevention : the official journal of the Italian Society of Hypertension · 2026Pooled it
- The association between the triglyceride-glucose index and serum uric acid: a systematic review and meta-analysis.BMC endocrine disorders · 2026Pooled it
- Associations of triglyceride-glucose-related composite obesity indices with cardiovascular diseases and mortality: a systematic review and meta-analysis.Cardiovascular diabetology · 2026Pooled it
- Association of the Triglyceride-Glucose Index with Major Adverse Cardiovascular Events in Patients with Acute Coronary Syndromes: A Systematic Review and Meta-Analysis.Medicina (Kaunas, Lithuania) · 2026Pooled it
- Mortality and cardiovascular risk of triglyceride-glucose and derived indices in cardiovascular-kidney-metabolic syndrome stages 0-3: a dose-response meta-analysis.Frontiers in endocrinology · 2026Pooled it
- The correlation between triglyceride glucose index and atrial fibrillation risk: a meta-analysis.European journal of medical research · 2025Pooled it
- Association between triglyceride glucose index and atrial fibrillation: A systematic review and meta-analysis.Asia Pacific journal of clinical nutrition · 2025Pooled it
- The Association Between the Triglyceride Glucose Index and Hyperuricemia: A Dose-Response Meta-Analysis.Nutrients · 2025Pooled it
- Association Between Triglyceride-Glucose Index and Breast Cancer: A Systematic Review and Meta-Analysis.Cancer reports (Hoboken, N.J.) · 2025Pooled it
- Association between triglyceride-glucose index and clinical outcomes among patients with chronic kidney disease: a meta-analysis.BMC nephrology · 2025Pooled it
- Metabolic score for insulin resistance and the incidence of cardiovascular disease: a meta-analysis of cohort studies.Frontiers in endocrinology · 2025Pooled it
- Estimated glucose disposal rate and cardiovascular disease risk: a meta-analysis of cohort studies.Frontiers in endocrinology · 2025Pooled it
- Galectin-3 levels and long-term all-cause mortality and hospitalization in heart failure patients: a meta-analysis.ESC heart failure · 2024Pooled it
- Diagnostic and prognostic value of triglyceride glucose index: a comprehensive evaluation of meta-analysis.Cardiovascular diabetology · 2024Pooled it
- Antecedent, landmark, and two-visit cumulative triglyceride-glucose index and non-traditional lipid measures in relation to incident cardiovascular disease in adults with cardiovascular-kidney-metabolic syndrome (CKM) stages 0-3: a nationwide prospective cohort study.Cardiovascular diabetology · 2026Article
- Nine anthropometric insulin resistance indices predict mortality and life expectancy across glucose states.iScience · 2026Article
- Insulin Resistance Indices and Cardiovascular Disease Risk in Middle-Aged and Older Adults with Prediabetes: A Machine Learning-Assisted Predictive Modeling Study.Healthcare (Basel, Switzerland) · 2026Article
- Associations of C-Reactive Protein-Triglyceride Glucose Index and Estimated Pulse Wave Velocity With All-Cause Mortality: A Nationwide Prospective Cohort Study.Health science reports · 2026Article
- Comment on Li et al. Association of Triglyceride-Glucose Index and Coronary Chronic Total Occlusion in Patients Undergoing Coronary Angiography: A Retrospective Study.Journal of cardiovascular development and disease · 2026Article
216 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe triglyceride-glucose (TyG) index is a new alternative measure for insulin resistance. This meta-analysis was conducted to assess the associations of the TyG index with the risks of cardiovascular diseases and mortality in the general population.
methodsThe PubMed, Cochrane Library and Embase databases were searched for randomized controlled trials or observational cohort studies reporting associations of the TyG index with cardiovascular diseases and mortality from inception to April 16, 2022. Effect sizes were pooled using random-effects models. Robust error meta-regression methods were applied to fit nonlinear dose-response associations. Evidence quality levels and recommendations were assessed using the Grading of Recommendations Assessment, Development and Evaluation system (GRADE).
resultsTwelve cohort studies (6 prospective and 6 retrospective cohorts) involving 6,354,990 participants were included in this meta-analysis. Compared with the lowest TyG index category, the highest TyG index was related to a higher incidence of coronary artery disease (CAD) (3 studies; hazard ratio [HR] = 2.01; 95% confidence interval [CI] 1.68-2.40; I
conclusionsBased on our current evidence, a higher TyG index may be associated with an increased incidence of CAD (moderate certainty), MI (very low certainty) and CVD (very low certainty) in the general population. There is a potential linear association of the TyG index with CAD and the composite CVD incidence. Further prospective studies (especially in non-Asians) are needed to confirm our findings.
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