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ArticleFrontiers in cardiovascular medicine2025

Triglyceride-glucose index as a predictor of cardiovascular multimorbidity: a prospective cohort study.

Yushi Bao, Hao Chen, Bolin Zhu, Minhua Tang, Qiang Wu, Yingnan Jia, Yonggen Jiang

Abstract read
In one paragraph

Article in Frontiers in cardiovascular medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Yushi Bao *Department of Clinical Labortatory, Shanghai Songjiang District Sijing Hospital, Shanghai, China.
Hao Chen *Department of Preventive Medicine and Health Education, School of Public Health, Fudan University, Shanghai, China.
Bolin Zhu *Department of Preventive Health Care, Zhongshan Community Health Care Center, Shanghai, China.
Minhua TangSongjiang District Center for Disease Control and Prevention, Songjiang District Health Inspecting Agency, Shanghai, China.
Qiang WuDepartment of Clinical Labortatory, Shanghai Songjiang District Sijing Hospital, Shanghai, China.
Yingnan JiaDepartment of Preventive Medicine and Health Education, School of Public Health, Fudan University, Shanghai, China.
Yonggen JiangSongjiang District Center for Disease Control and Prevention, Songjiang District Health Inspecting Agency, Shanghai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The triglyceride-glucose (TyG) index is a recognized marker of insulin resistance, yet its role in the dynamic progression from cardiovascular disease (CVD) to cardiovascular multimorbidity (CVM) remains unclear. This study aimed to evaluate the association between the TyG index and transitions from a CVD-free state to first CVD and subsequently to CVM. Methods: In this prospective cohort study, we included participants from the Shanghai Suburban Adult Cohort who were free of CVD at baseline (2016). The TyG index was measured at baseline. Disease transitions were tracked over a median follow-up of 6.26 years. First CVD event was defined as the initial occurrence of coronary heart disease (CHD), stroke, or heart failure (HF), and CVM was defined as the presence of two or more of these conditions. Multi-state models were used to assess the association between the TyG index and transitions across health states, including disease-specific pathways. Results: During a median follow-up of 6.26 years, 1,182 (3.79%) participants developed first CVD event, 671 (2.15%) developed CVM. TyG index played crucial but different roles in all transitions from healthy to first CVD event, to CVM (HR = 1.162, 95% CI: 1.074, 1.257; HR = 1.148, 95% CI: 1.010, 1.305). When we further divided first CVD events into CHD, Stroke, and HF, we found that TyG index played different roles in disease-specific transitions even within the same transition stage (HR = 1.145, 95% CI: 1.029, 1.273; HR = 1.228, 95% CI: 1.085, 1.391; HR = 1.213, 95% CI: 1.057, 1.391). Conclusions: The TyG index is an independent predictor of dynamic progression toward cardiovascular multimorbidity, showing significant associations with atherosclerosis-driven conditions such as CHD and stroke but not with heart failure. These findings support its potential utility in risk stratification and preventive strategies across the cardiovascular disease continuum.

Indexed as

cardiovascular multimorbiditycohort studymultimorbidityprospective cohort studytriglyceride-glucose index

Identifiers

PMID41322487
PMCPMC12660249

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