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Integrating ketone bodies in multi-marker risk prediction of incident heart failure in the multi-ethnic study of atherosclerosis.

Publication ,  Journal Article
Chevli, PA; Selvaraj, S; Jaeger, BC; Hammoud, A; Connelly, MA; deFilippi, C; Lima, JAC; Khan, SS; Herrington, DM; Shapiro, MD; Vaduganathan, M
Published in: Eur J Prev Cardiol
February 3, 2026

AIMS: Circulating ketone bodies (KB) have emerged as a potential adjunctive biomarker for incident heart failure (HF) risk and might provide incremental information beyond established biomarkers. A multi-marker risk score may improve risk stratification of incident HF in the community. The authors aim to develop a risk score using N-terminal proB-type natriuretic peptide (NT-proBNP) and high-sensitivity troponin (hs-cTnT) and a unique systemic biomarker of KB to predict HF among participants without cardiovascular disease. METHODS AND RESULTS: A multi-marker score was developed incorporating NT-proBNP ≥ 125 pg/mL, hs-cTnT ≥ 14 ng/L, and total KB ≥ 75th percentile (316 μmol/L), with one point allocated for each abnormal marker among Multi-Ethnic Study of Atherosclerosis participants. Multivariable Cox model was used to assess the association between multi-marker risk score and the risk of incident HF. Among 6748 participants, there were 383 incident HF events over a median follow-up of 15.7 years. The three biomarkers exhibited poor correlation with one another (r < 0.06 for all). The addition of KB to NT-proBNP and hs-cTnT to identify incident HF improved 5- and 10-year risk prediction (C-statistic 0.74 vs. 0.77, P = 0.02 and 0.70 vs. 0.73, P = 0.02, respectively). There was no evidence of miscalibration using the multi-marker score for predicting 5- and 10-year HF risk (P > 0.05). A graded association was observed between the multi-marker score and risk of HF independent of established clinical factors. CONCLUSION: The addition of plasma KB to a clinical risk score using biomarkers of cardiac injury and stress may further improve the prediction of incident HF.

Duke Scholars

Published In

Eur J Prev Cardiol

DOI

EISSN

2047-4881

Publication Date

February 3, 2026

Volume

33

Issue

2

Start / End Page

189 / 198

Location

England

Related Subject Headings

  • United States
  • Troponin T
  • Time Factors
  • Risk Factors
  • Risk Assessment
  • Prospective Studies
  • Prognosis
  • Predictive Value of Tests
  • Peptide Fragments
  • Natriuretic Peptide, Brain
 

Citation

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Chevli, P. A., Selvaraj, S., Jaeger, B. C., Hammoud, A., Connelly, M. A., deFilippi, C., … Vaduganathan, M. (2026). Integrating ketone bodies in multi-marker risk prediction of incident heart failure in the multi-ethnic study of atherosclerosis. Eur J Prev Cardiol, 33(2), 189–198. https://doi.org/10.1093/eurjpc/zwaf168
Chevli, Parag Anilkumar, Senthil Selvaraj, Byron C. Jaeger, Aziz Hammoud, Margery A. Connelly, Christopher deFilippi, Joao A. C. Lima, et al. “Integrating ketone bodies in multi-marker risk prediction of incident heart failure in the multi-ethnic study of atherosclerosis.Eur J Prev Cardiol 33, no. 2 (February 3, 2026): 189–98. https://doi.org/10.1093/eurjpc/zwaf168.
Chevli PA, Selvaraj S, Jaeger BC, Hammoud A, Connelly MA, deFilippi C, et al. Integrating ketone bodies in multi-marker risk prediction of incident heart failure in the multi-ethnic study of atherosclerosis. Eur J Prev Cardiol. 2026 Feb 3;33(2):189–98.
Chevli, Parag Anilkumar, et al. “Integrating ketone bodies in multi-marker risk prediction of incident heart failure in the multi-ethnic study of atherosclerosis.Eur J Prev Cardiol, vol. 33, no. 2, Feb. 2026, pp. 189–98. Pubmed, doi:10.1093/eurjpc/zwaf168.
Chevli PA, Selvaraj S, Jaeger BC, Hammoud A, Connelly MA, deFilippi C, Lima JAC, Khan SS, Herrington DM, Shapiro MD, Vaduganathan M. Integrating ketone bodies in multi-marker risk prediction of incident heart failure in the multi-ethnic study of atherosclerosis. Eur J Prev Cardiol. 2026 Feb 3;33(2):189–198.
Journal cover image

Published In

Eur J Prev Cardiol

DOI

EISSN

2047-4881

Publication Date

February 3, 2026

Volume

33

Issue

2

Start / End Page

189 / 198

Location

England

Related Subject Headings

  • United States
  • Troponin T
  • Time Factors
  • Risk Factors
  • Risk Assessment
  • Prospective Studies
  • Prognosis
  • Predictive Value of Tests
  • Peptide Fragments
  • Natriuretic Peptide, Brain