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C-reactive protein-triglyceride glucose index as a predictor of heart failure risk in adults with MASLD: a prospective cohort study
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  • Published: 03 May 2026

C-reactive protein-triglyceride glucose index as a predictor of heart failure risk in adults with MASLD: a prospective cohort study

  • Haixiang Zheng1,2,
  • Hong Zheng1,
  • Guanlin Chen1,
  • Matilde Motzo2,
  • Weiqiang Wu1,
  • Shuohua Chen3,
  • Gavino Casu4,
  • Leonardo Antonio Sechi2,5,
  • Shouling Wu  ORCID: orcid.org/0000-0002-2921-75833,
  • Gianpaolo Vidili  ORCID: orcid.org/0000-0003-0003-12726 &
  • …
  • Youren Chen  ORCID: orcid.org/0000-0003-4401-32791 

Scientific Reports (2026) Cite this article

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Subjects

  • Biomarkers
  • Cardiology
  • Diseases
  • Medical research
  • Risk factors

Abstract

Heart failure (HF) is a major complication of metabolic dysfunction–associated steatotic liver disease (MASLD). The C-reactive protein–triglyceride glucose index (CTI), which reflects systemic inflammation and insulin resistance, is linked to cardiovascular outcomes, but its predictive value for HF in MASLD patients remains unclear. We aimed to evaluate the baseline and cumulative CTI (CumCTI) in relation to incident HF and explore blood pressure as a potential mediator. We included 26,499 participants with MASLD from the Kailuan Study. The baseline and CumCTI values were calculated and examined for associations with HF via Cox regression. Restricted cubic splines were used to assess dose‒response patterns. Predictive performance was evaluated using C-index, reclassification metrics, time-dependent ROC curves, and calibration analyses. During a median follow-up of 16.0 years, 1,158 HF events occurred. A higher CTI was independently associated with increased HF risk (HR for Q4 vs. Q1: 1.78; 95% CI: 1.48–2.11; P < 0.001), with each 1-SD increase corresponding to a 27% greater risk (HR 1.27; 95% CI: 1.19–1.35). CumCTI showed stronger associations with HF and modestly improved model discrimination and reclassification compared with conventional risk factors. Time-dependent ROC analyses showed slight increases in AUC at 5 and 10 years after adding CumCTI (0.782 to 0.783 and 0.763 to 0.767, respectively), with good calibration between predicted and observed risks. Mediation analysis indicated that systolic and diastolic blood pressure explained only a small proportion of the CTI–HF association. Associations were stronger for CumCTI in participants aged < 60 years. These findings suggest that a higher CTI, especially cumulative exposure, is independently associated with HF risk in MASLD and may provide complementary information for cardiovascular risk assessment.

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Abbreviations

ALT:

alanine aminotransferase

AUC:

area under the curve

BMI:

body mass index

CHD:

coronary heart disease

CI:

confidence interval

C-index:

concordance index

CMRF:

cardiometabolic risk factor

CTI:

C-reactive protein–triglyceride glucose index

CumCTI:

cumulative CTI

CVD:

cardiovascular disease

DBP:

diastolic blood pressure

DM:

diabetes mellitus

eGFR:

estimated glomerular filtration rate

FBG:

fasting blood glucose

HDL-c:

high-density lipoprotein cholesterol

HF:

heart failure

HR:

hazard ratio

hs-CRP:

high-sensitivity C-reactive protein

IDI:

integrated discrimination improvement

LDL-c:

low-density lipoprotein cholesterol

LVEF:

left ventricular ejection fraction

MASLD:

metabolic dysfunction–associated steatotic liver disease

NAFLD:

non-alcoholic fatty liver disease

NRI:

net reclassification improvement

NT-proBNP:

N-terminal pro-B-type natriuretic peptide

RCS:

restricted cubic spline

SBP:

systolic blood pressure

SD:

standard deviation

TC:

total cholesterol

TG:

triglyceride

TyG:

triglyceride–glucose index

VIF:

variance inflation factors

WC:

waist circumference

WHtR:

waist-to-height ratio

Acknowledgements

This work was supported by the 2023 Special Fund Project for Science and Technology Innovation Strategy of Guangdong Province (NO: STKJ2023003). The authors express their sincere gratitude to all the participants and collaborators of the Kailuan Study for their invaluable contributions to this research. The authors take full responsibility for the design, analysis and interpretation of the data presented here. All authors approved the final version of the article.

Funding

2023 Special Fund Project for Science and Technology Innovation Strategy of Guangdong Province (NO: STKJ2023003).

Author information

Authors and Affiliations

  1. Department of Cardiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China

    Haixiang Zheng, Hong Zheng, Guanlin Chen, Weiqiang Wu & Youren Chen

  2. Department of Biomedical Sciences, University of Sassari, Sassari, 07100, Italy

    Haixiang Zheng, Matilde Motzo & Leonardo Antonio Sechi

  3. Department of Cardiology, Kailuan General Hospital, 57 Xinhua East Road, Lubei District, Tangshan, 063000, China

    Shuohua Chen & Shouling Wu

  4. Clinical and Interventional Cardiology, University Hospital, Azienda Ospedaliero, Sassari, 07100, Italy

    Gavino Casu

  5. SC Microbiology and Virology, Azienda Ospedaliero University of Sassari, Sassari, 07100, Italy

    Leonardo Antonio Sechi

  6. Department of Medicine, Surgery, and Pharmacy, University of Sassari, Azienda Ospedaliero, Sassari, 07100, Italy

    Gianpaolo Vidili

Authors
  1. Haixiang Zheng
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  2. Hong Zheng
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  4. Matilde Motzo
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  9. Shouling Wu
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  11. Youren Chen
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Corresponding authors

Correspondence to Shouling Wu, Gianpaolo Vidili or Youren Chen.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethics approval and consent to participate

The study protocol was approved by the Ethics Committee of the Kailuan General Hospital Trial (registration number: ChiCTR-TNC-11001489) and complied with the ethical principles of the Declaration of Helsinki. All the participants provided informed consent before being included in the study.

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Not applicable for this study.

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Cite this article

Zheng, H., Zheng, H., Chen, G. et al. C-reactive protein-triglyceride glucose index as a predictor of heart failure risk in adults with MASLD: a prospective cohort study. Sci Rep (2026). https://doi.org/10.1038/s41598-026-51503-0

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  • Received: 14 October 2025

  • Accepted: 28 April 2026

  • Published: 03 May 2026

  • DOI: https://doi.org/10.1038/s41598-026-51503-0

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Keywords

  • MASLD
  • CTI
  • Heart failure
  • Inflammation
  • Insulin resistance
  • Cohort study
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