Evidence map›Paper›PMID 42067800›Full record

ArticleBMC cardiovascular disorders2026

The mediating role of the triglyceride-glucose index in the association between lifestyle risk score and hypertension.

Juan Zhao, Yixin Ouyang, Xinyu Zhang, Changgui Kou, Wei Bai, Henghe Shi, Shuyang Mei, Junduo Wu, Bin Liu

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Article in BMC cardiovascular disorders, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Juan ZhaoDepartment of Epidemiology and Biostatistics, School of Public Health, Jilin University, 1163 Xinmin Street, Changchun, Jilin Province, 130021, China.
Yixin OuyangDepartment of Epidemiology and Biostatistics, School of Public Health, Jilin University, 1163 Xinmin Street, Changchun, Jilin Province, 130021, China.
Xinyu ZhangDepartment of Epidemiology and Biostatistics, School of Public Health, Jilin University, 1163 Xinmin Street, Changchun, Jilin Province, 130021, China.
Changgui KouDepartment of Epidemiology and Biostatistics, School of Public Health, Jilin University, 1163 Xinmin Street, Changchun, Jilin Province, 130021, China.
Wei BaiDepartment of Epidemiology and Biostatistics, School of Public Health, Jilin University, 1163 Xinmin Street, Changchun, Jilin Province, 130021, China.
Henghe ShiDepartment of Cardiology, The Second Hospital of Jilin University, 4026 Yatai Street, Changchun, Jilin Province, 130041, China.
Shuyang MeiDepartment of Cardiology, The Second Hospital of Jilin University, 4026 Yatai Street, Changchun, Jilin Province, 130041, China.
Junduo WuDepartment of Cardiology, The Second Hospital of Jilin University, 4026 Yatai Street, Changchun, Jilin Province, 130041, China. wujd@jlu.edu.cn.
Bin LiuDepartment of Cardiology, The Second Hospital of Jilin University, 4026 Yatai Street, Changchun, Jilin Province, 130041, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAlthough an unhealthy lifestyle is an established risk factor for hypertension, the underlying association through this effect is not fully delineated. This study aimed to examine the potential mediating role of the TyG index in the association between lifestyle and hypertension.

methodsA cross-sectional study was analyzed among 8,201 residents of Jilin Province. A lifestyle risk score was derived from five lifestyle factors. The TyG index was calculated using fasting blood glucose and triglyceride levels. Hypertension was defined by the guidelines of the WHO and blood pressure measurements. The associations were examined using logistic regression and mediation analyses, with sensitivity and subgroup analyses employed to test the robustness.

resultsThe study included 8,201 participants (37.8% with hypertension). Each 1-point increase in lifestyle risk score raised hypertension odds (OR 1.25, 95% CI 1.20-1.31). Mediation analysis showed TyG accounted for 39.8% of the association. All sensitivity analyses demonstrated robustness of the findings. Subgroup analysis revealed that the mediating association was statistically significant across all demographic groups, with significant effect modification by age for the TyG-hypertension association (P = 0.0007).

conclusionsThe TyG index plays a significant mediating role in the association between lifestyle and hypertension (significant for all age and gender subgroups). Notably, age significantly modifies the TyG-hypertension association, suggesting that the link between insulin resistance and hypertension may be stronger in adults aged ≤ 60 years. This finding implies that interventions targeting insulin resistance could have differential effects on hypertension prevention across age groups.

Indexed as

Blood GlucoseBlood PressureHypertensionLife StyleRisk Reduction BehaviorTriglyceridesAdultAgedAge FactorsBiomarkersChinaCross-Sectional StudiesFemaleHumansMaleMediation AnalysisBiomarkersBlood GlucoseTriglyceridesHypertensionLifestyle risk scoreMediating roleTyG index

Identifiers

PMID42067800
PMCPMC13285310

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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.