Evidence mapPaperPMID 42509265Full record

ArticleScientific reports2026

Mediation effect of TyG-BMI, LDL-C, and CRP on physical activity-stroke risk relationship.

Minmin Xu, Qiongyan Tang, Xuemei Xiao, Xinhang Wen, Quanjun Lyu, Weimin Yang

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Article in Scientific reports, 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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1 · What the graph read from it

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2 · The registry

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Minmin Xu *Department of Nutrition and Food Hygiene, College of Public Health, Zhengzhou University, Zhengzhou, 450000, China.
Qiongyan Tang *Department of Neurology, The First Affiliated Hospital, Zhengzhou University, Zhengzhou, 450000, China.
Xuemei XiaoDepartment of Neurology, The First Affiliated Hospital, Zhengzhou University, Zhengzhou, 450000, China.
Xinhang WenDepartment of Neurology, The First Affiliated Hospital, Zhengzhou University, Zhengzhou, 450000, China.
Quanjun LyuZhengzhou Health College, Zhengzhou, 450000, China. lvquanjun666@163.com.
Weimin YangDepartment of Neurology, The First Affiliated Hospital, Zhengzhou University, Zhengzhou, 450000, China. weiminyanghn@163.com.ORCID 0000-0003-2265-7532

Funding

Fujian University Engineering Research Center for Private Health Medical Big Data Application MKF202503the Key Scientific Research Project of Colleges and Universities in Henan Province grant 25A320058
6 · The paper itself

Abstract

While physical activity (PA) is known to reduce stroke risk, the unified biological mechanisms involving metabolic, lipid, and inflammatory pathways remain unclear. This study quantified the mediating roles of TyG-BMI, LDL-C, and CRP in the PA-stroke association using nationwide longitudinal data, and explored subgroup differences. Data from 6269 participants in the China Health and Retirement Longitudinal Study were analyzed. PA was assessed via IPAQ. Triglycerides, blood glucose, CRP, and LDL-C were measured enzymatically; TyG-BMI was calculated as log[triglycerides × fasting glucose/2] × BMI. Chi-square tests, generalized structural equation modeling (GSEM), and interaction tests were used for analyses. A total of 307 incident strokes occurred. In the crude comprehensive mediation model, the PA-stroke association was mediated by TyG-BMI (7.00%), LDL-C (2.21%), and CRP (1.32%). After full adjustment, only the TyG-BMI pathway remained statistically significant, accounting for 10.64% of the total association (OR 0.985, 95% CI 0.976-0.995), whereas the LDL-C and CRP pathways were attenuated and no longer significant. The direct effect accounted for 89.36% of the association in the fully adjusted comprehensive model. Subgroup analysis revealed more pronounced TyG-BMI mediation in adults ≥ 60 years and hypertensive patients, but not in diabetic patients. Greater PA was associated with a lower risk of incident stroke, partly mediated by TyG-BMI. LDL-C and CRP did not show significant mediation after multivariable adjustment. Personalized PA interventions for those at high metabolic risk are crucial for stroke prevention. Future research should elucidate the uncharacterized direct-effect pathways.

Indexed as

Body Mass IndexCholesterol, LDLC-Reactive ProteinExerciseStrokeAgedBlood GlucoseChinaFemaleHumansLongitudinal StudiesMaleMiddle AgedRisk FactorsTriglyceridesBlood GlucoseCholesterol, LDLC-Reactive ProteinTriglyceridesCRPLDL-CMediation analysisPhysical activityStrokeTyG-BMI

Identifiers

PMID42509265
PMCPMC13408081

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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.