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Journal of Integrative Medicine ›› 2025, Vol. 23 ›› Issue (4): 445-456.doi: 10.1016/j.joim.2025.06.003

• Original Experimental Research • Previous Articles    

Integrated-omics analysis defines subtypes of hepatocellular carcinoma based on circadian rhythm

Xiao-jie Li a b c 1, Le Chang a b c 1, Yang Mi a b c 1, Ge Zhang d e, Shan-shan Zhu f, Yue-xiao Zhang a b c, Hao-yu Wang a b c, Yi-shuang Lu a b c, Ye-xuan Ping a b c, Peng-yuan Zheng a b c, Xia Xue a b c   

  1. a. Henan Key Laboratory for Helicobacter pylori and Digestive Tract Microecology, the Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou 450000, Henan Province, China
    b. Institute of Rehabilitation Medicine, Henan Academy of Innovations in Medical Science, Zhengzhou 450000, Henan Province, China
    c. Tianjian Laboratory of Advanced Biomedical Sciences, Zhengzhou University, Zhengzhou 450000, Henan Province, China
    d. Department of Cardiology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou 450000, Henan Province, China
    e. Henan Key Laboratory of Chronic Disease Prevention and Therapy & Intelligent Health Management, the First Affiliated Hospital of Zhengzhou University, Zhengzhou 450000, Henan Province, China
    f. Department of Gastroenterology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou 450000, Henan Province, China
  • Received:2024-10-17 Accepted:2025-05-07 Online:2025-07-21 Published:2025-07-16
  • Contact: Peng-yuan Zheng; Xia Xue E-mail:pyzheng@zzu.edu.cn; xue-xiasophia@hotmail.com

Objective
Circadian rhythm disruption (CRD) is a risk factor that correlates with poor prognosis across multiple tumor types, including hepatocellular carcinoma (HCC). However, its mechanism remains unclear. This study aimed to define HCC subtypes based on CRD and explore their individual heterogeneity.
Methods
To quantify CRD, the HCC CRD score (HCCcrds) was developed. Using machine learning algorithms, we identified CRD module genes and defined CRD-related HCC subtypes in The Cancer Genome Atlas liver HCC cohort (n = 369), and the robustness of this method was validated. Furthermore, we used bioinformatics tools to investigate the cellular heterogeneity across these CRD subtypes.
Results
We defined three distinct HCC subtypes that exhibit significant heterogeneity in prognosis. The CRD-related subtype with high HCCcrds was significantly correlated with worse prognosis, higher pathological grade, and advanced clinical stages, while the CRD-related subtype with low HCCcrds had better clinical outcomes. We also identified novel biomarkers for each subtype, such as nicotinamide n-methyltransferase and myristoylated alanine-rich protein kinase C substrate-like 1.
Conclusion
We classify the HCC patients into three distinct groups based on circadian rhythm and identify their specific biomarkers. Within these groups greater HCCcrds was associated with worse prognosis. This approach has the potential to improve prediction of an individual’s prognosis, guide precision treatments, and assist clinical decision making for HCC patients.

Key words: Circadian rhythm disruption, Omics, Hepatocellular carcinoma subtypes, Personalized treatment, Precise medicine

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