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March 17, 2026Lipids in Health and Disease1 citationsOpen Access

Triglyceride–glucose index and its derivatives, biventricular remodeling, and risk of incident heart failure: a large-scale prospective CMR study

RFRui FanQinghai UniversityXHXingyun HeArmy Medical UniversityZFZhixing FanChina Three Gorges University

Key Points

  • This research investigates the relationship between triglyceride-glucose index, cardiac remodeling, and the risk of heart failure in a large cohort.
  • Analyzed data from UK Biobank participants free of heart failure at baseline.

Structured PICO

Do higher triglyceride-glucose (TyG) index and its derivatives increase the risk of incident heart failure and adverse biventricular remodeling in adults without baseline heart failure?

P
Population
32,732 adults aged 40-69 years from the UK Biobank, free of heart failure at baseline, with complete cardiovascular magnetic resonance (CMR) imaging and TyG-related laboratory measurements.
I
Intervention
Higher Triglyceride-glucose (TyG) index and its obesity-related derivatives (TyG-BMI, TyG-WC, TyG-WHtR) (Exposure)
C
Comparator
Lowest quartile (Q1) of TyG index and its derivatives
O
Outcome
Incident heart failure (HF) and cardiac structure/function parameters (LVEDV, RVEDV, LVEF, RVEF) assessed by cardiovascular magnetic resonancehard clinical

Elevated TyG index and its obesity-related derivatives are associated with adverse biventricular remodeling and a significantly increased risk of incident heart failure, suggesting their utility in early HF risk stratification.

Abstract

Heart failure (HF) has high morbidity and mortality, worsened by aging and metabolic diseases. The triglyceride–glucose (TyG) index and its obesity-related derivatives are markers of metabolic dysfunction, but large-scale prospective data linking them with cardiac structure, biventricular function, and HF risk are scarce. In UK Biobank participants free of HF at baseline, we examined associations of the TyG, TyG–BMI, TyG–WC and TyG–WHtR with cardiac structure and function by cardiovascular magnetic resonance and with incident HF. Multivariable linear and Cox models with restricted cubic splines assessed associations; mediation analyses evaluated the roles of left ventricular volumes and ejection fraction. Higher TyG and its derivatives were associated with larger Left ventricular(LV) and Right Ventricular(RV) end-diastolic volumes and lower LV and RV ejection fractions after adjustment; TyG–WC and TyG–BMI showed the strongest associations. Compared with the lowest TyG quartile, the highest quartile had a 1.51-fold higher risk of HF, with a clear dose–response. LV end-diastolic and end-systolic volumes and LV ejection fraction partially mediated the TyG–HF association; for TyG–WC, 57.7% of the effect operated via LV-EDV. Findings were robust in sensitivity analyses. TyG related metabolic burden, particularly when integrated with central adiposity, is linked to biventricular remodeling and increased HF risk. These results extend TyG evidence to right-ventricular function and support its use for HF risk stratification.

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Cite This Study

Fan et al. (2026) studied this question.

synapsesocial.com/papers/69b8ef52deb47d591b8c5567https://doi.org/10.1186/s12944-026-02926-1
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