Evidence map›Paper›PMID 41483290›Full record

ArticleMedical oncology (Northwood, London, England)2026

Single-cell profiling reveals lineage-specific fibroblast stromal subtypes drive ECM remodeling and immune modulation in the hepatocellular carcinoma tumor microenvironment.

Zhichao Jiang, Haitao Wang, Han Li, Zhiqiang Chen, Baiyu Sun

Abstract read
In one paragraph

Article in Medical oncology (Northwood, London, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Review
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

5 authors.

Zhichao JiangDepartment of Emergency Surgery, Cheeloo College of Medicine, Qilu Hospital, Shandong University, 107 Wenhua West Road, Jinan, 250012, Shandong Province, P.R. China.
Haitao WangDepartment of Emergency Surgery, Cheeloo College of Medicine, Qilu Hospital, Shandong University, 107 Wenhua West Road, Jinan, 250012, Shandong Province, P.R. China.
Han LiDepartment of General Surgery, Cheeloo College of Medicine, Qilu Hospital, Shandong University, 107 Wenhua West Road, Jinan, 250012, Shandong Province, P.R. China.
Zhiqiang ChenDepartment of Hepatobiliary Surgery, Cheeloo College of Medicine, Qilu Hospital, Shandong University, 107 Wenhua West Road, Jinan, 250012, Shandong Province, P.R. China. chenzq198201@outlook.com.
Baiyu SunDepartment of Kanghong, School and Hospital of Stomatology, Cheeloo College of Medicine, Shandong Key Laboratory of Oral Tissue Regeneration & Shandong Engineering Laboratory for Dental Materials and Oral Tissue Regeneration & Shandong Provincial Clinical Research Center for Oral Diseases, Shandong University, No.44-1 Wenhua Road West, Jinan, 250012, Shandong Province, P.R. China. sunbaiyu1107@hotmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

HCC is characterized by extensive ECM remodeling, primarily mediated by stromal cells. While cancer-associated fibroblasts are known contributors to tumor fibrosis, their transcriptional diversity and role in immune modulation within the HCC tumor microenvironment remain poorly resolved. Integrative analysis of six public HCC scRNA-seq datasets was employed to identify ECM-active stromal cells. High-ECM cells were re-clustered and fibroblast subtypes were defined through differential expression, pathway enrichment, lineage scoring and cell-cell interaction modeling. Spatial transcriptomic mapping and tissue-level profiling were performed to validate and prioritize ECM-related genes for experimental analysis. COL1A1 and COL3A1 were selected for siRNA-mediated knockdown in HepG2 and HepB3 cells followed by RT-qPCR, Western blot, proliferation, colony formation and wound healing assays. ECM activity analysis identified fibroblasts as the most ECM-enriched stromal population. Reclustering of ECM-high stromal cells identified eight distinct subtypes and targeted fibroblast clustering revealed five functionally diverse states. GO and spatial transcriptomic analysis confirmed subtype-specific functions and localization. In silico tissue profiling further prioritized COL1A1 and COL3A1 as pan-mesenchymal ECM genes enriched in fibrogenic fibroblast subsets. CellChat analysis revealed myofibroblasts and inflammatory CAFs as dominant signal senders. Knockdown reduced COL1A1 and COL3A1 expression at both mRNA and protein levels, and enhanced HCC cell proliferation, migration and colony formation. This study identifies transcriptionally and functionally distinct fibroblast subtypes in HCC and highlights COL1A1 and COL3A1 as key matrix-regulatory genes expressed in fibrogenic stromal subsets.

Indexed as

Cancer-Associated FibroblastsCarcinoma, HepatocellularExtracellular MatrixFibroblastsLiver NeoplasmsTumor MicroenvironmentCell LineageCell ProliferationCollagen Type ICollagen Type I, alpha 1 ChainCollagen Type IIIGene Expression ProfilingGene Expression Regulation, NeoplasticHumansSingle-Cell AnalysisStromal CellsCOL1A1 protein, humanCOL3A1 protein, humanCollagen Type ICollagen Type I, alpha 1 ChainCollagen Type IIIExtracellular matrixFibroblast heterogeneityHepatocellular carcinomaSingle-cell transcriptomicsTumor microenvironment

Identifiers

PMID41483290
PMCPMC12764699

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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.