Evidence map›Paper›PMID 40987775›Full record

ArticleScientific reports2025

Triglyceride-glucose index combined with estimated pulse wave velocity improves stroke risk stratification in the CHARLS cohort.

Qun Xiao, Aohan Xue, Weicheng Huang, Jian Yuan

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Qun XiaoDepartment of Neurosurgery, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China.
Aohan XueZhejiang University School of Medicine, Hangzhou, 310058, Zhejiang, China.
Weicheng HuangDepartment of Neurosurgery, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China. huangweicheng@csu.edu.cn.
Jian YuanDepartment of Neurosurgery, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China. yuanjianmd@csu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Stroke remains a leading cause of morbidity and mortality globally, necessitating effective and accurate prediction strategies. Cardiovascular risk factors such as the triglyceride-glucose (TyG) index and estimated pulse wave velocity (ePWV) have been implicated in stroke risk, yet their combined impact on stroke prediction remains unclear. This study explores the association between the TyG index, ePWV, and their combined index (TyG-ePWV) in predicting stroke risk using data from the China Health and Retirement Longitudinal Study (CHARLS). Data from 8,444 participants aged 45 and older, collected over five waves from 2011 to 2020, were analyzed. Multivariable Cox proportional hazards models and Kaplan-Meier survival curves were used to assess the relationships between TyG, ePWV, and stroke risk. The combined TyG-ePWV index was examined for its predictive accuracy in stroke risk stratification. Both baseline TyG and ePWV were independently associated with an increased risk of stroke, with the combined TyG-ePWV index demonstrating the highest predictive power (HR = 1.99, 95% CI: 1.55-2.56, p < 0.001). A bidirectional interaction between TyG and ePWV was observed, indicating that each factor influences the other over time. ROC curve analysis showed that TyG-ePWV had superior stroke prediction accuracy (AUC = 0.754) compared to TyG and ePWV alone. Subgroup analyses revealed a stronger association between TyG-ePWV and stroke risk in older individuals. Sensitivity analyses confirmed the robustness of these findings across various datasets and subgroup conditions. Our study highlights the independent and synergistic role of TyG and ePWV in stroke risk prediction. The combined TyG-ePWV index proves to be a valuable tool for stroke risk stratification, offering enhanced predictive ability compared to traditional risk factors.

Indexed as

Blood GlucosePulse Wave AnalysisStrokeTriglyceridesAgedChinaFemaleHumansLongitudinal StudiesMaleMiddle AgedProportional Hazards ModelsRisk AssessmentRisk FactorsBlood GlucoseTriglyceridesEstimated pulse wave velocityStrokeTriglyceride-glucose index

Identifiers

PMID40987775
PMCPMC12457602

What Socratic holds

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LicenceCC BY-NC-ND
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Registered trials

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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 Socratic graph.