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

Rui Fan et al · BMC · 2026

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Abstract Background 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. Methods 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. Results 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. Conclusions 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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APA 7

al, R. F. E. (2026). Triglyceride–glucose index and its derivatives, biventricular remodeling, and risk of incident heart failure: a large-scale prospective CMR study. https://doi.org/10.1186/s12944-026-02926-1

MLA

al, Rui Fan et. "Triglyceride–glucose index and its derivatives, biventricular remodeling, and risk of incident heart failure: a large-scale prospective CMR study." 2026. https://doi.org/10.1186/s12944-026-02926-1.

Chicago

al, Rui Fan et. 2026. "Triglyceride–glucose index and its derivatives, biventricular remodeling, and risk of incident heart failure: a large-scale prospective CMR study.". https://doi.org/10.1186/s12944-026-02926-1.

Harvard

al, R. F. E. 2026, Triglyceride–glucose index and its derivatives, biventricular remodeling, and risk of incident heart failure: a large-scale prospective CMR study, BMC, available at: https://doi.org/10.1186/s12944-026-02926-1 [Accessed 1 Jul. 2026].

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Título
Triglyceride–glucose index and its derivatives, biventricular remodeling, and risk of incident heart failure: a large-scale prospective CMR study
Autor / colaboradores
Rui Fan et al
Editorial
BMC
Año de publicación
2026
ISSN
1476-511X
ISSN
1476-511X
Idioma
eng

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