Evidence map›Paper›PMID 39960344›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2025

Deciphering the Oncogenic Landscape of Hepatocytes Through Integrated Single-Nucleus and Bulk RNA-Seq of Hepatocellular Carcinoma.

Huanhou Su, Xuewen Zhou, Guanchuan Lin, Chaochao Luo, Wei Meng, Cui Lv, Yuting Chen, Zebin Wen, Xu Li, Yongzhang Wu and 9 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Article
  5. 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

19 authors.

Huanhou SuDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.ORCID https://orcid.org/0000-0001-5718-8129
Xuewen ZhouDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
Guanchuan LinDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
Chaochao LuoDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
Wei MengDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
Cui LvClinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, 510280, China.
Yuting ChenDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
Zebin WenDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
Xu LiDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
Yongzhang WuDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
Changtai XiaoDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.
Jian YangDepartment of Hepatobiliary Surgery I, General Surgery Center and Guangdong Provincial Clinical and Engineering Center of Digital Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, 510280, China.
Jiameng LuPrecision Regenerative Medicine Research Centre, Medical Science Division, and State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Macao, 999078, China.ORCID https://orcid.org/0000-0002-8767-5371
Xingguang LuoDepartment of Psychiatry, Yale University School of Medicine, New Haven, CT, 06510, USA.
Yan ChenPrecision Regenerative Medicine Research Centre, Medical Science Division, and State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Macao, 999078, China.
Paul Kh TamPrecision Regenerative Medicine Research Centre, Medical Science Division, and State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Macao, 999078, China.
Chuanjiang LiDivision of Hepatobiliopancreatic Surgery, Department of General Surgery, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, 510515, China.
Haitao SunClinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, 510280, China.
Xinghua PanDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Southern Medical University and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Guangzhou, 510515, China.

Funding

Faculty Research Grant of Macau University of Science and technology FRG-25-034-PRMRCGuangdong Province Basic and Applied Basic Research Foundation 2024A1515012181Macau Science and Technology Development Fund FDCT No. 0011/2023/AKPNational Natural Science Foundation of China 32071452National Natural Science Foundation of China 81770173Open Fund Programs of Shenzhen Bar Laboratory SZBL2020090501003
6 · The paper itself

Abstract

Hepatocellular carcinoma (HCC) is a major cause of cancer-related mortality, while the hepatocyte mechanisms driving oncogenesis remains poorly understood. In this study, single-nucleus RNA sequencing of samples from 22 HCC patients revealed 10 distinct hepatocyte subtypes, including beneficial Hep0, predominantly malignant Hep2, and immunosuppressive Hep9. These subtypes were strongly associated with patient prognosis, confirmed in TCGA-LIHC and Fudan HCC cohorts through hepatocyte composition deconvolution. A quantile-based scoring method is developed to integrate data from 29 public HCC datasets, creating a Quantile Distribution Model (QDM) with excellent diagnostic accuracy (Area Under the Curve, AUC = 0.968-0.982). QDM was employed to screen potential biomarkers, revealing that PDE7B functions as a key gene whose suppression promotes HCC progression. Guided by the genes specific to Hep0/2/9 subtypes, HCC is categorized into metabolic, inflammatory, and matrix classes, which are distinguishable in gene mutation frequencies, survival times, enriched pathways, and immune infiltration. Meanwhile, the sensitive drugs of the three HCC classes are identified, namely ouabain, teniposide, and TG-101348. This study presents the largest single-cell hepatocyte dataset to date, offering transformative insights into hepatocarcinogenesis and a comprehensive framework for advancing HCC diagnostics, prognostics, and personalized treatment strategies.

Indexed as

CarcinogenesisCarcinoma, HepatocellularHepatocytesLiver NeoplasmsBiomarkers, TumorHumansPrognosisRNA-SeqSingle-Cell AnalysisBiomarkers, Tumorhepatocellular carcinoma classificationhepatocyte subtypemetabolic pathwayquantile distribution modelsingle‐cell transcriptomics

Identifiers

PMID39960344
PMCPMC11984907

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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 OpenQuestion graph.