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Updated: May 16, 2026

Mass Cytometry Analysis of Systemic and Local Immune Responses in Hepatocellular Carcinoma
Published on: April 25, 2025
Uncovering core stemness biomarkers in HBV-HCC through integrated multi-omics
Hanning Xu1,2, Huan Li1,2, Ling Hu1
1Clinical Research Center of Gastroenterology Department, Tianyou Hospital, Affiliated to College of Medicine, Wuhan University of Science and Technology, Wuhan, Hubei.
Researchers identified SSR2 and UBE2D3 as key biomarkers for diagnosing and predicting outcomes in hepatitis B virus-associated liver cancer (HBV-HCC), offering new therapeutic targets.
Area of Science:
- Hepatology and Cancer Research
- Genomics and Bioinformatics
Background:
- Chronic hepatitis B virus (HBV) infection is a primary cause of liver cancer (HCC).
- Cancer stem cells (CSCs) drive tumor growth and treatment resistance in HBV-associated HCC (HBV-HCC).
- Mechanisms linking HBV infection to stemness in HBV-HCC are not fully understood.
Purpose of the Study:
- To identify novel molecular regulators of stemness in HBV-HCC.
- To discover potential diagnostic and prognostic biomarkers for HBV-HCC.
- To explore therapeutic strategies targeting stemness pathways in HBV-HCC.
Main Methods:
- Integrated in silico multi-omics analysis of single-cell and bulk transcriptomic data.
- Stemness scoring, pseudotime trajectory, and CytoTRACE2 analysis of single-cell RNA sequencing (scRNA-seq) data.
- Weighted gene co-expression network analysis (WGCNA) and Random Forest feature selection on bulk RNA sequencing (bulk RNA-seq) data.
Main Results:
- Endothelial cells were identified as a key cell population associated with stemness.
- Two high-confidence biomarkers, SSR2 and UBE2D3, were prioritized.
- A diagnostic model using SSR2 and UBE2D3 demonstrated favorable performance and prognostic value.
- SSR2 and UBE2D3 are linked to endoplasmic reticulum stress and mTOR signaling.
Conclusions:
- SSR2 and UBE2D3 are proposed as candidate diagnostic and prognostic biomarkers for HBV-HCC.
- These biomarkers may play a role in viral persistence and stemness maintenance.
- Findings provide a framework for developing targeted therapies against HBV-HCC.
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