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Identification and Quantification of Deranged Metabolites in Critically Ill Patients Using NMR-Based Metabolomics
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Serum Metabolites and Heart Failure Risk: MESA and RS.

Fang Zhu1,2, Arjun Sinha3, Gonçalo Graça4

  • 1Epidemiology and Community Health Branch, National Heart, Lung, and Blood Institute National Institutes of Health Bethesda MD USA.

Journal of the American Heart Association
|December 11, 2025
PubMed
Summary
This summary is machine-generated.

Circulating metabolites are linked to heart failure (HF) risk, but these associations weaken when considering diabetes or hypertension. The identified metabolites offered limited improvement in predicting HF beyond existing risk models.

Keywords:
heart failuremetabolomicsrisk prediction

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Area of Science:

  • Cardiovascular Disease Research
  • Metabolomics
  • Biomarker Discovery

Background:

  • The role of circulating metabolites in heart failure (HF) pathogenesis and clinical prediction is not well understood.
  • Existing research lacks clarity on the utility of serum metabolites for HF risk assessment.

Purpose of the Study:

  • To investigate associations between serum metabolites and incident heart failure (HF).
  • To evaluate the performance of these metabolites in enhancing HF risk prediction models.

Main Methods:

  • Utilized untargeted proton nuclear magnetic resonance spectroscopy to measure 23,571 serum metabolomic variables.
  • Employed proportional hazards models in the MESA (discovery) and RS (replication) cohorts to assess metabolite-HF associations.
  • Adjusted for cardiovascular risk factors and evaluated predictive performance using Harrell's C-statistic.

Main Results:

  • Fifteen metabolites associated with incident HF in the MESA cohort, with 5 replicating in the RS cohort.
  • Associations lost statistical significance after adjusting for diabetes or hypertension.
  • Incorporating identified metabolites did not significantly improve the predictive accuracy of the PREVENT-HF model.

Conclusions:

  • While 15 metabolites showed an association with incident HF, these links were not independent of common comorbidities like diabetes and hypertension.
  • The investigated serum metabolites demonstrated minimal added value for HF risk prediction beyond established clinical risk equations.