ArticleCardiovascular diabetology2025
Derivatives of the triglyceride-glucose index and their association with incident hypertension in prehypertensive individuals: a 4-year cohort study augmented by mendelian randomization.
Article in Cardiovascular diabetology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed.
- The Triglyceride-Glucose Index and Its Combination with C-Reactive Protein and Anthropometric Indicators as Biomarkers for Hypertension Among Saudi Adults: A Cross-Sectional Survey.Journal of clinical medicine · 2026Article
- Association between triglyceride-glucose index and elevated blood pressure among U.S. adolescents aged 12-17.Pediatric research · 2026Article
- Stage-Dependent Genetic Association of the TyG Index with Cardiovascular-Kidney-Metabolic Syndrome Severity: A Genome-Wide Association and Mendelian Randomization Study.International journal of molecular sciences · 2026Article
- Associations of cumulative exposure and longitudinal change patterns of the triglyceride glucose-Chinese visceral adiposity index with incident cardiovascular disease in middle-aged and older adults: evidence from CHARLS.Cardiovascular diabetology · 2026Observational
- Article
- Predictive value of combined TyG-BMI and hsCRP for clinical outcomes in patients with chronic coronary syndrome undergoing PCI: a retrospective cohort study.BMC cardiovascular disorders · 2026Article
- Joint associations of anthropometric indices and C-reactive protein-triglyceride-glucose index with incident hypertension: a stratified analysis by blood pressure level from the CHARLS, 2011-2020.Cardiovascular diabetology · 2026Article
- Association between the triglyceride glucose index:Chinese visceral adiposity index (TyG-CVAI) and new-onset cardiovascular disease in middle-aged and older adults-insights from the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Association between the triglyceride-glucose index and subclinical atherosclerosis in asymptomatic adults: a large cross-sectional study of a health check-up population.Frontiers in cardiovascular medicine · 2026Article
- Association between triglyceride glucose-body mass index and incident risk of heart failure among patients with type 2 diabetes: a real-world study.Frontiers in endocrinology · 2026Observational
- Association between the C-reactive protein-triglyceride-glucose index and major adverse cardiovascular events in patients undergoing percutaneous coronary intervention.Frontiers in medicine · 2026Article
- TyG index predicts adverse cardiovascular outcomes in patients with multimorbidity of hypertension and obstructive coronary artery disease: a cohort study.Frontiers in cardiovascular medicine · 2026Article
- Linear Association of Derivatives of Triglyceride-Glucose Index with Incident Lower Limb Joint Pain in Middle-Aged and Older Chinese Adults: A Prospective Cohort Study.Journal of pain research · 2026Article
- Article
- The triglyceride-glucose index: updating evidence from clinical settings to molecular mechanisms in ageing-related cerebrovascular diseases.Cardiovascular diabetology · 2025Review
- Dynamic trajectories of the triglyceride-glucose index link to all-cause hospital mortality in patients with hypertension and kidney failure: a multicenter study.Frontiers in endocrinology · 2025Article
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Abstract
backgroundThe direct association between elevated levels of the triglyceride-glucose index (TyG index) and its derived metrics and the risk of new-onset hypertension in prehypertensive populations remains unclear. The study systematically evaluated the link between the TyG index and its related indicators with new-onset hypertension by integrating cohort study methods with Mendelian randomization (MR) analysis.
methodsA total of 2,815 prehypertensive participants from the 2011 CHARLS database were included, of whom 877 (31.15%) progressed to new-onset hypertension by 2015. TyG-Waist-to-Height Ratio (TyG-WHtR), TyG-Body Mass Index (TyG-BMI), TyG-Waist Circumference (TyG-WC), and the TyG index were calculated. Logistic regression, restricted cubic spline (RCS) curves, subgroup analyses, and interaction tests were performed to assess the associations. Bayesian weighted MR (BWMR) was further used to validate causal relationships.
resultsMultivariable regression analysis revealed that each unit increase in the TyG index was associated with a 45% higher risk of new-onset hypertension (odds ratio [OR]: 1.45, 95% confidence intervals [CI] 1.24-1.70, P < 0.001), while TyG-WHtR showed a 42% increased risk (OR: 1.42, 95% CI 1.26-1.60, P < 0.001). Categorizing the TyG and its derived metrics by quartiles demonstrated that higher quartiles (Q3 and Q4) were significantly linked to an elevated risk of new-onset hypertension across all models (P < 0.001). RCS models indicated significant positive linear relationships between the TyG index and TyG-WC with new-onset hypertension (P for overall < 0.001, P for nonlinearity = 0.844 and 0.165, respectively), whereas TyG-WHtR and TyG-BMI exhibited significant positive nonlinear relationships (P for overall < 0.001, P for nonlinearity = 0.001 and 0.046, respectively). Subgroup analyses highlighted stronger associations among individuals aged ≥ 70 years, those who were widowed, had cardiovascular disease, or reported a life satisfaction score of 2 (P < 0.05, P for interaction < 0.05). BWMR analysis confirmed a significant causal relationship between genetically elevated TyG index levels and an increased risk of new-onset hypertension (P < 0.05).
conclusionsOur study reveals a significant link between the TyG index and its related indicators with new-onset hypertension in prehypertensive populations. Causal analysis using BWMR confirmed that genetically elevated TyG index levels increase the risk of new-onset hypertension. These results highlight the importance of monitoring TyG-related indices for early detection and intervention in high-risk individuals, aiding in the prevention of hypertension progression.
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