Evidence map›Paper›PMID 42139279›Full record

ArticlePLoS medicine2026

Spatial transcriptomic-metabolic features of tumor foci and tumor capsule in microvascular invasion with hepatocellular carcinoma: A spatial multi-omics study.

Zhi-Hui Luo, Na Wang, Jingwei Zhao, Fei Long, Si Wu, Wei Zhong, Wei-Ming Chen, Bicheng Wang, Kun Wang, Yufeng Yuan and 3 more

Abstract read
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Article in PLoS medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

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13 authors.

Zhi-Hui LuoDepartment of Biology and Genetics, The College of Life Sciences and Health, Wuhan University of Science and Technology, Wuhan, Hubei, China.
Na WangDepartment of Pathology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China.
Jingwei ZhaoDepartment of Biology and Genetics, The College of Life Sciences and Health, Wuhan University of Science and Technology, Wuhan, Hubei, China.
Fei LongDepartment of Laboratory Medicine, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.ORCID https://orcid.org/0000-0002-6877-4403
Si WuDepartment of Laboratory Medicine, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.
Wei ZhongDepartment of Laboratory Medicine, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.
Wei-Ming ChenDepartment of Biology and Genetics, The College of Life Sciences and Health, Wuhan University of Science and Technology, Wuhan, Hubei, China.
Bicheng WangDepartment of Pathology, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.
Kun WangDepartment of Laboratory Medicine, Hubei Cancer Hospital, Wuhan, Hubei, China.
Yufeng YuanDepartment of Hepatobiliary and Pancreatic Surgery, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.
Jingjiao ZhouDepartment of Biology and Genetics, The College of Life Sciences and Health, Wuhan University of Science and Technology, Wuhan, Hubei, China.ORCID https://orcid.org/0000-0003-3861-0261
Chunhui YuanDepartment of Clinical Laboratory, Renmin Hospital of Wuhan University, Wuhan, Hubei, China.ORCID https://orcid.org/0000-0003-4382-2541
Fubing WangCenter for Single-Cell Omics and Tumor Liquid Biopsy, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.ORCID https://orcid.org/0000-0002-5971-2622

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMicrovascular invasion (MVI) is closely related to the recurrence and metastasis of hepatocellular carcinoma (HCC), but the underlying cellular mechanism remains largely elusive. This study aims to elucidate the regional cellular discrepancy between MVI-positive (MVI+) and MVI-negative (MVI-) HCC by integrating Spatial transcriptomics (ST) and spatial metabolomics (SM). METHODS AND

findingsST and SM were performed on six tissue samples from four patients (including 2 MVI+, 2 MVI-, and 2 paratumor tissues), with the integration of 79 public single-cell RNA sequencing datasets of HCC. Patient identity was used as a covariate in the linear equation for regional differentially expressed gene analysis with the ST data. Clinical validation was conducted through multiplex immunofluorescence staining in 79 patients, together with external validation in the cancer genome atlas (TCGA)-liver hepatocellular carcinoma (LIHC) cohort (n = 299) and an independent microarray dataset (n = 62). For cell-type-specific metabolic profiling, spatial transcriptomic-metabolic registration was performed. The functional roles of key metabolites were further validated in vitro using inflammatory cancer-associated fibroblasts (iCAFs) derived from hepatic stellate cells (HSCs) and primary CAFs through co-culture models and various functional assays assessing cell proliferation, migration, and invasion. In the tumor lesion, a malignant STMN1+HMGN2+GPC3+ cell subtype enriched in MVI+ HCC was identified, which exhibited enhanced proliferative activity and was associated with poor prognosis. This finding was further confirmed in a local cohort of 79 patients, where multiplex immunofluorescence staining for the three genes (STMN1, HMGN2, and GPC3) showed significantly higher expression in the MVI+ group than in the MVI- group (p = 0.046). Integrated SM analysis further revealed that this cell population underwent metabolic reprogramming characterized by suppressed glycerolipid metabolism. In the tumor capsule, iCAFs-related genes were downregulated in MVI+ cases, and iCAFs were located distally from the tumor boundary. Spatial metabolite mapping showed a strong correlation between taurine and iCAFs, and functional assays demonstrated that taurine promotes HCC proliferation and migration by suppressing iCAF activity. One limitation of this study is the small sample size of spatial omics data, which hinders a more complete molecular functional analysis of the STMN1+HMGN2+GPC3+ cell subtype and iCAFs in MVI+ HCC. Larger-scale ST cohorts are required to further validate and expand the findings of this study.

conclusionsThis integrative spatial atlas proposes a hypothesis that there exists a highly proliferative and metabolically reprogrammed malignant cell subtype in the tumor lesion of MVI+ HCC, and that taurine in the tumor capsule modulates iCAF activity to influence tumor progression. The exploratory results provide mechanistic insights into MVI-related HCC progression and offer potential avenues for targeted therapeutic intervention of MVI+ HCC.

Indexed as

Carcinoma, HepatocellularLiver NeoplasmsMicrovesselsFemaleGene Expression Regulation, NeoplasticHumansMaleMetabolomicsMiddle AgedMultiomicsNeoplasm InvasivenessSpatial TranscriptomicsTranscriptome

Identifiers

PMID42139279
PMCPMC13178920

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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.