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


