Spatial analysis identifies LAMTOR2 overexpression in hepatocellular carcinoma with vessels encapsulating tumor clusters
BACKGROUND: Vessels encapsulating tumor clusters (VETC) is a distinct angiogenic pattern in hepatocellular carcinoma (HCC). While VETC-positive HCC is associated with poor prognosis, it demonstrates improved responses to vascular-targeted therapies. However, the molecular signatures that define VETC-positive HCC remain elusive. This study employed spatial transcriptomics and single-cell RNA sequencing to characterize the molecular landscape of VETC-positive HCC and identify candidate biomarkers. METHODS: Using GeoMx Digital Spatial Profiling, we analyzed tumor and adjacent liver tissues from 24 HCC patients, focusing on VETC-positive, VETC-negative, or non-neoplastic liver regions. Differential gene expression and pathway enrichment analyses were performed. Candidate genes were further evaluated using immunohistochemistry, The Cancer Genome Atlas (TCGA) dataset, and single-cell RNA sequencing. RESULTS: Spatial transcriptomic analysis identified 39 genes upregulated in VETC-positive regions, with enrichment of angiogenesis, WNT/β-catenin, Hedgehog, and p53 signaling, epithelial-mesenchymal transition, and fatty acid metabolism pathways, and suppression of immune-related pathways. Among these, LAMTOR2, DPP4, ZNHIT1, and MLXIPL were consistently upregulated in VETC-positive regions compared to both VETC-negative and normal liver regions. LAMTOR2 demonstrated tumor-specific localization in TCGA dataset. Immunohistochemistry confirmed that peripheral accentuation pattern of LAMTOR2 expression was restricted to tumor cells and strongly correlated with RNA expression and VETC positivity. Single-cell RNA sequencing further revealed LAMTOR2 upregulation in malignant hepatocytes, particularly within VETC-high subpopulations enriched for lipid degradation, fatty acid oxidation, and detoxification pathways. CONCLUSION: VETC-positive HCC exhibits a distinct transcriptomic and metabolic profile. LAMTOR2, which is consistently upregulated in VETC-positive HCCs, may contribute to angiogenic and metabolic reprogramming, offering potential implications for therapeutic stratification in HCC.
Authors
- Haeryoung Kim (ORCID: https://orcid.org/0000-0002-4205-9081)
- Suk Kyun Hong (ORCID: https://orcid.org/0000-0002-0020-6215)
- Hyun Je Kim (ORCID: https://orcid.org/0000-0003-4467-0949)
- Yoon Jung Hwang (ORCID: https://orcid.org/0000-0002-8519-7521)
- Min Ji Kang (ORCID: https://orcid.org/0009-0000-0967-5002)
- Hyeewon Seo
- San Ha Hwang
- Hyejung Lee
- Geon Woo Park
Institutions
- Seoul National University (KR)
- Cancer Research Institute (US)
- New Generation University College (ET)
- Seoul National University Hospital (KR)
- Seoul National University Bundang Hospital (KR)
- National University College (PR)
Publication Details
- Journal
- Hepatology International
- Published
- 2026-06-25
- DOI
- https://doi.org/10.1007/s12072-026-11115-2
- Primary Topic
- Single-cell and spatial transcriptomics
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Research Foundation
- Seoul National University
- Korea Health Industry Development Institute
- National Research Foundation of Korea
- Ministry of Science and ICT, South Korea
- Advanced Research Projects Agency