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ORIGINAL RESEARCH article

Front. Nutr.

Sec. Nutritional Epidemiology

Volume 12 - 2025 | doi: 10.3389/fnut.2025.1675899

This article is part of the Research TopicThe Impact of Dietary Patterns and Nutrients on Cardiometabolic DiseasesView all 4 articles

Cardiovascular-Kidney-Metabolic Progression Associated with Major Adverse Liver Outcomes: Mediating Roles of Plasma Metabolites

Provisionally accepted
Jingjing  LiangJingjing Liang1Yongqi  LiangYongqi Liang2,3Liwen  ChenLiwen Chen1Mengyi  CaiMengyi Cai1Shuxian  LiShuxian Li4Lige  HeLige He1Yining  XuYining Xu1Yilan  TanYilan Tan2Linna  LiLinna Li1*Xian-Bo  WuXian-Bo Wu2,5*Mengchen  ZouMengchen Zou1*
  • 1Southern Medical University Nanfang Hospital Department of Endocrinology and Metabolism, Guangzhou, China
  • 2Southern Medical University School of Public Health, Guangzhou, China
  • 3JIangmen Maternity and Child Health Care Hospital, Jiangmen, China
  • 4Southern Medical University Nanfang Hospital Department of Respiratory Medicine, Guangzhou, China
  • 5Southern Medical University Guangdong Provincial Key Laboratory of Tropical Disease Research, Guangzhou, China

The final, formatted version of the article will be published soon.

Objectives Previous research has not yet established whether and how cardiovascular-kidney-metabolic (CKM) syndrome progression affects liver outcomes. Methods This prospective study utilized data from UK Biobank cohort, including 415,713 individuals without prevalent liver diseases or substance use disorder. CKM syndrome stages were defined according to the Presidential Advisory from the American Heart Association. Outcomes were major adverse liver outcomes (MALOs), including hospitalization for metabolic dysfunction-associated steatotic liver disease (MASLD), severe liver disease (SLD) and liver-specific mortality. Cox proportional hazards models examined the association between CKM stages and MALOs. The CMAverse R package was employed to investigate potential mediating effects of plasma metabolomic data. Results After multivariable adjustment, a higher CKM stage was associated with elevated risks of incident MASLD hospitalization (hazard ratios (HRs) = 7.38, 95% confidence intervals (CIs): 4.34, 12.55), SLD hospitalization (HR = 3.46, 95% CI:1.94, 6.16), and liver-specific mortality (HR = 4.35; 95% CI: 1.38, 13.69). CKM components were respectively and cumulatively associated with MALOs (all p < 0.05). Mediation analyses indicated that tyrosine partially mediated the associations of CKM stage with MASLD-related hospitalization (7.62%), SLD-related hospitalization (9.46%) and liver-related death (11.19%); while linoleic acid-to-total fatty acids ratio partially mediated MASLD hospitalization (41.18%), SLD hospitalization (34.30%) and liver-related death (45.17%) (all q < 0.001). Conclusions CKM progression elevates MALOs risk, partially mediated by amino acids and fatty acids. These findings identify high-risk patients who may benefit from targeted liver surveillance for secondary prevention of CKM syndrome.

Keywords: ckm syndrome, MASLD, Major adverse liver outcomes, Mortality, Plasma metabolomics

Received: 29 Jul 2025; Accepted: 23 Sep 2025.

Copyright: © 2025 Liang, Liang, Chen, Cai, Li, He, Xu, Tan, Li, Wu and Zou. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Linna Li, lln530@hotmail.com
Xian-Bo Wu, wuxb1010@smu.edu.cn
Mengchen Zou, zoumc163@163.com

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