ArticleThe EPMA journal2024
Changes in the triglyceride-glucose-body mass index estimate the risk of hypertension among the middle-aged and older population: a prospective nationwide cohort study in China in the framework of predictive, preventive, and personalized medicine.
Article in The EPMA journal, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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13 citing papers in PubMed.
- Association between the cumulative average triglyceride glucose-BMI and hypertension incidence among the middle-aged and older population: a prospective nationwide cohort study in China.Journal of hypertension · 2026Article
- Association of 14 triglyceride-glucose (TyG)-related indices with new-onset cardiovascular disease in middle-aged and older adults: evidence from the CHARLS and ELSA aging cohorts.Cardiovascular diabetology · 2026Article
- Association between creatinine to cystatin C ratio and the incidence of depressive symptoms among middle-aged and older adults: insight from the CHARLS study.BMC psychology · 2025Article
- Effect of changes in the triglyceride-glucose index on atherogenic lipid profiles in coronary artery disease patients receiving lipid-lowering therapy: a prospective cohort study.Cardiovascular diabetology · 2025Article
- Establishment of reference intervals for serum immunoglobulin GThe EPMA journal · 2025Article
- Sex-based differences in the predictive significance of the waist circumference glucose index for future diabetes risk.Scientific reports · 2025Article
- Triglyceride-glucose index is associated with silent cerebral infarcts in patients with atrial fibrillation undergoing catheter ablation.BMC cardiovascular disorders · 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
- Association between cumulative changes in the Wells score and the risk of stroke-associated pneumonia in patients with acute ischemic stroke: results from the REMISE study.Frontiers in neurology · 2025Article
- 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
- The triglyceride glucose-body mass index is positively associated with higher risk of hypertension in rural southwest Chinese population: a cross sectional study.Frontiers in cardiovascular medicine · 2025Article
- Changes in the metabolic score for insulin resistance index for risk prediction of stroke in middle-aged and older Chinese population.The EPMA journal · 2024Article
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Abstract
Background: Hypertension is a major modifiable cause of cardiovascular diseases and premature death worldwide. The triglyceride-glucose-body mass index (TyG-BMI), as a novel indicator, has been proposed for assessing hypertension risk. Nevertheless, a paucity of studies has explored the predictive potential of dynamic TyG-BMI for hypertension. The purpose of this study was to investigate whether cumulative TyG-BMI could better predict hypertension incidence and explore the interplay between TyG and BMI in hypertension development. From the perspective of predictive, preventive, and personalized medicine (PPPM/3PM), we assumed that dynamic monitoring of TyG-BMI level and joint assessment of TyG and BMI provide novel insights for individual risk assessment, targeted prevention, and personalized intervention of cardiovascular diseases. Methods: Using data from the China Health and Retirement Longitudinal Study (CHARLS), a nationwide cohort conducted between 2011 and 2018, the changes in TyG-BMI between 2012 and 2015 were categorized into four groups by Results: A total of 2891 participants were enrolled, among whom 386 (13.4%) developed hypertension during a median 36.5-month follow-up period. Logistic regression analysis revealed that, compared to participants with persistently low TyG‑BMI, an increased risk of hypertension was observed among those with a moderate (odds ratio (OR) = 1.60, 95% confidence interval (CI) 1.15 to 2.22), a higher (OR = 1.93, 95% CI 1.28 to 2.89), and the highest TyG‑BMI (OR = 2.33, 95% CI 1.35 to 4.03). A positive linear association of cumulative TyG-BMI with hypertension was discovered ( Conclusions: This study demonstrated a significant positive association between dynamic TyG-BMI and hypertension among the Chinese middle-aged and older population. In the context of PPPM/3PM, long-term monitoring of TyG-BMI could assist in identifying individuals at high risk of hypertension, strengthening primary prevention efforts and facilitating prompt intervention strategies. In addition, this study revealed the mutual effect of TyG and BMI on hypertension development, which provides a novel approach for mitigating the risk of cardiovascular diseases via addressing metabolic disorders, thereby enhancing effective prevention and targeted intervention. Supplementary Information: The online version contains supplementary material available at 10.1007/s13167-024-00380-6.
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