Evidence map›Paper›PMID 40634523›Full record

ArticleCommunications biology2025

Viral-Track integrated single-cell RNA-sequencing reveals HBV lymphotropism and immunosuppressive microenvironment in HBV-associated hepatocellular carcinoma.

Zhepeng Liu, Wajeeha Naz, Tanzeel Yousaf, Junwei Sun, Qijia Wu, Mingxiong Guo, Geng Tian, Guihong Sun

Abstract read
In one paragraph

Article in Communications biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

12 citing papers in PubMed.

  1. Article
  2. Review
  3. HBV-driven expansion of CXCR6Innovation (Cambridge (Mass.)) · 2026
    Article
  4. Article
  5. Review
  6. The Role of CD4Cells · 2026
    Review
  7. Article
  8. Review
  9. Review
  10. Review
  11. Article
  12. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Zhepeng Liu *Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, Hubei, P.R. China.
Wajeeha Naz *Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, Hubei, P.R. China.
Tanzeel Yousaf *Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, Hubei, P.R. China.
Junwei Sun *Department of Hepatic & Biliary & Pancreatic Surgery, Hubei Cancer Hospital, Affiliated Hubei Cancer Hospital of Huazhong University of Science and Technology, Wuhan, Hubei, P.R. China.
Qijia WuWuhan Seqhealth Technology Co. Ltd, Wuhan, Hubei, P.R. China.
Mingxiong GuoHubei Key Laboratory of Cell Homeostasis, College of Life Sciences, Wuhan University, Wuhan, Hubei, P.R. China. guomx@whu.edu.cn.ORCID http://orcid.org/0000-0001-7680-0272
Geng TianDepartment of Oncology, The Second People's Hospital of Shenzhen, The First Affiliated Hospital of Shenzhen University, Shenzhen, Guangdong, P.R. China. tiangeng_tg666@163.com.ORCID http://orcid.org/0009-0001-6907-6973
Guihong SunTaikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, Hubei, P.R. China. ghsunlab@whu.edu.cn.ORCID http://orcid.org/0000-0003-4451-7135

Funding

National Natural Science Foundation of China (National Science Foundation of China) 81572447 and 32260173
6 · The paper itself

Abstract

The tumor microenvironment (TME) is a crucial mediator of tumor progression and treatment response. Here, we compare the immune microenvironments of HBV and non-HBV hepatocellular carcinoma (HCC) and investigate the reason for the persistence of HBV infection in the liver. We combine the Viral-Track method with scRNA sequencing and profile the transcriptomes of 70,056 cells from HBV and non-HBV-HCC patients. In addition to hepatocytes and macrophages, HBV transcripts were also detected in T and B cells using the Viral-Track method, confirming the lymphotropic nature of HBV in scRNA-sequencing data for the first time, to the best of our knowledge. HBV-HCC tumors have reduced levels of NK cells, macrophages, DCs, and increased malignant hepatocytes compared with those in non-HBV HCC. Notably, we report the enrichment of metallothioneins (MTs), particularly MT1G, in HBV-related HCC TAMs, which is associated with a worse prognosis. HBV-tumor-infiltrated CD8⁺ T cells exhibit a dysfunctional cytotoxic phenotype, characterized by upregulated MDK and CTLA4 expression and reduced IFN-γ production, unlike the non-HBV-HCC. Additionally, HBV-HCC exhibits immunosuppressive ligand-receptor interactions, whereas non-HBV-HCC exhibits antitumor ligand-receptor interactions. Our deeper understanding of the HBV-HCC ecosystem using Viral-Track integrated scRNA sequencing provides insights into immune evasion mechanisms and HBV lymphotropism associated with viral persistence.

Indexed as

Carcinoma, HepatocellularHepatitis BHepatitis B virusLiver NeoplasmsTumor MicroenvironmentFemaleHumansMaleSequence Analysis, RNASingle-Cell Analysis

Identifiers

PMID40634523
PMCPMC12241659

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.