ArticleCardiovascular diabetology2022
Association of the cumulative triglyceride-glucose index with major adverse cardiovascular events in patients with type 2 diabetes.
Article in Cardiovascular diabetology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It reports registered trial NCT00000620. Cited by 56 papers, 2 of them syntheses that pooled it.
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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.
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.
Action to Control Cardiovascular Risk in Diabetes (ACCORD)
Who cites it
56 citing papers in PubMed, 2 syntheses or guidelines pooled it, 89 citations in OpenAlex.
- Triglyceride-glucose index as a metabolic risk marker for adverse outcomes after coronary artery bypass grafting: a systematic review and meta-analysis.Frontiers in endocrinology · 2026Pooled it
- Triglyceride-glucose index and the risk of in-hospital and ICU all-cause mortality: a systematic review and meta-analysis of observational studies.Nutrition & diabetes · 2025Pooled it
- Long-term trajectories and cumulative exposure of the triglyceride-glucose-frailty index in relation to hip fracture risk: evidence from a large-scale population-based cohort.Archives of osteoporosis · 2026Article
- Cumulative exposure and dynamic trajectories of the C-reactive protein-triglyceride-glucose index (CTI) versus the cholesterol, high-density lipoprotein, and glucose index (CHG) for incident hypertension prediction: a national cohort study.Cardiovascular diabetology · 2026Article
- Association between accelerated biological aging and major adverse cardiovascular events in patients with stable coronary artery disease.The journal of nutrition, health & aging · 2026Article
- Retrospective Cohort Analysis of TyG, TyG-SI, and TyG-Lac Indices as Predictors of 360-Day Mortality in Critically Ill Ischemic Stroke Patients.Journal of clinical medicine · 2026Article
- Association of the preoperative triglyceride-glucose index with postoperative atrial fibrillation following esophagectomy: a retrospective cohort study with a focus on non-diabetic patients.Frontiers in nutrition · 2026Article
- Pericoronary Fat Attenuation Index Mediates the Link Between TyG Index and OSA Risk in Type 2 Diabetes.Diabetes, metabolic syndrome and obesity : targets and therapy · 2026Article
- Insulin resistance, vitamin D status, and cardiovascular risk in a general population cohort.Frontiers in nutrition · 2026Article
- Low estimated glucose disposal rate predicts high residual syntax score in non-diabetic ST-elevation myocardial infarction patients.Diabetology & metabolic syndrome · 2025Article
- Associations between six cumulative insulin resistance-related indices and incident stroke in individuals with different glucose regulation statuses: a national cohort study in China.Lipids in health and disease · 2025Article
- Association of cumulative changes in atherogenic index of plasma and its obesity-related derivatives with cardiovascular disease: emphasis on incremental risk of diabetes status.Cardiovascular diabetology · 2025Article
- Association of triglyceride-glucose index with risk of cardiovascular disease among patients with prediabetes: population based prospective cohort study.BMC cardiovascular disorders · 2025Article
- The association between triglyceride-glucose index and all-cause/cardiovascular mortality in patients with different glucose metabolism statuses.Cardiovascular diabetology · 2025Article
- Triglyceride-glucose index: a novel assessment tool for all-cause mortality in critical stroke patients-a retrospective analysis of the eICU-CRD database.Cardiovascular diabetology · 2025Observational
- Triglyceride-Glucose Index Predicts Major Adverse Cardiovascular and Cerebrovascular Events in Non-Diabetic IndividualsBalkan medical journal · 2025Article
- The efficacy of physiological parameters in assessing the clustering of cardiovascular risk factors (CCRF) among children and adolescents.Journal of translational medicine · 2025Article
- The association between dietary diversity score and food insecurity and novel cardiovascular risk factors in type 2 diabetes mellitus patients: a cross-sectional study.Journal of diabetes and metabolic disorders · 2025Article
- The predictive significance of the triglyceride-glucose index in forecasting adverse cardiovascular events among type 2 diabetes mellitus patients with co-existing hyperuricemia: a retrospective cohort study.Cardiovascular diabetology · 2025Article
- Association between cumulative changes of the triglyceride glucose index and incidence of stroke in a population with cardiovascular-kidney-metabolic syndrome stage 0-3: a nationwide prospective cohort study.Cardiovascular diabetology · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe triglyceride-glucose (TyG) index is a reliable surrogate marker of insulin resistance and is associated with major adverse cardiovascular events (MACEs) in patients with type 2 diabetes mellitus (T2DM). However, the long-term effect of the TyG index on the incidence of MACEs remains unclear. We aimed to investigate the association between the cumulative TyG index and the risk of MACEs in patients with T2DM.
methodsThis post-hoc analysis of the Action to Control Cardiovascular Risk in Diabetes (ACCORD) trial assessed patients' (T2DM > 3 months) cumulative TyG index and MACE data from the study database. Five fasting blood glucose and triglyceride measurements, at baseline and the first four visits, were taken from 5695 participants who had not experienced MACEs. Cumulative exposure to the TyG index was calculated as the weighted sum of the mean TyG index value for each time interval (value × time). Multivariable-adjusted Cox proportional hazard models and restricted cubic spline analysis were used to determine the association between the cumulative TyG index and MACEs. The incremental predictive value of the cumulative TyG index was further assessed.
resultsOver a median follow-up of 5.09 years, 673 (11.82%) MACEs occurred, including 256 (4.50%) cardiovascular disease (CVD) deaths, 288 (5.06%) non-fatal myocardial infarctions (MIs), and 197 (3.46%) strokes. The risk of developing MACEs increased with the cumulative TyG index quartile. After adjusting for multiple potential confounders, the hazard ratios for the very high cumulative TyG index group versus the low group were 1.59 (95% confidence interval [CI], 1.17-2.16), 1.97 (95% CI 1.19-3.26), and 1.66 (95% CI 1.02-2.70) for overall MACEs, CVD death, and non-fatal MI, respectively. Restricted cubic spline analysis also showed a cumulative increase in the risk of MACEs with an increase in the magnitude of the cumulative TyG index. The addition of the cumulative TyG index to a conventional risk model for MACEs improved the C-statistics, net reclassification improvement value, and integrated discrimination improvement value.
conclusionsIn patients with T2DM, the cumulative TyG index independently predicts the incidence of MACEs, and monitoring the long-term TyG index may assist with optimized-for-risk stratification and outcome prediction for MACEs. Trial registration URL: http://www. CLINICALTRIALS: gov . Unique identifier: NCT00000620.
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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.