Lipids & metabolic liver disease

Association between triglyceride-glucose index and related indicators with heart failure–related mortality in individuals with early-stage cardiovascular-kidney-metabolic syndrome

Cardiovasc DiabetolPublished Prospective cohort study

Authors' conclusion

In individuals with early-stage CKM syndrome, TyG-related indices-particularly those incorporating central adiposity-are independently associated with HF-related mortality. These findings highlight the prognostic relevance of insulin resistance-related metabolic burden in the early stages of CKM syndrome.

Study context

Population
National Health and Nutrition Examination Survey (NHANES) 2005–2018 participants with cardiovascular-kidney-metabolic (CKM) stages 0–2 and without clinical CVD at baseline
Participants
14,830 participants
Exposure
Higher vs lower triglyceride-glucose (TyG)-related indices
Outcome
HF-related mortality, via linkage to the National Death Index
Methodological detailsNHANES 2005-2018, Cox proportional hazards and Fine-Gray competing risk models, machine learning covariate selection (Boruta and SHAP)
  • NHANES 2005-2018
  • Cox proportional hazards and Fine-Gray competing risk models
  • Machine learning covariate selection (Boruta and SHAP)

Main finding

As reported in the abstract

HF-related mortality, fully adjusted

Each 1-SD increase in TyG-WC: higher risk of heart failure (HF)-related mortality (all P < 0.05)

2.27-fold

Each 1-SD increase in TyG-WHtR: higher risk of HF-related mortality (all P < 0.05)

2.94-fold

Observational data: associations, not effects.

Further findings

Discriminatory ability of TyG-WHtR (strongest)

AUC
0.641 (95% CI 0.601-0.680)

Mediation by HbA1c

Proportion of associations mediated by HbA1c (approximately)
15%-30%

Subgroup, competing risk and sensitivity analyses

Associations generally consistent across clinically relevant subgroups and robust in competing risk and sensitivity analyses

Original publication

Association between triglyceride-glucose index and related indicators with heart failure–related mortality in individuals with early-stage cardiovascular-kidney-metabolic syndrome. Cardiovasc Diabetol. Published 28 March 2026. doi:10.1186/s12933-026-03149-5

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