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Updated: Sep 13, 2025

Non-Invasive PET/MR Imaging in an Orthotopic Mouse Model of Hepatocellular Carcinoma
Published on: August 31, 2022
Deciphering hypoxia's role in hepatocellular carcinoma prognosis with single-cell approaches
Jun Liang1, Di Chen2, Huiyu Liang3
1Department of General Practice, Shanghai Pudong New Area Nanmatou Community Health Service Center, Shanghai, 200125, China.
Background:
Hepatocellular carcinoma (HCC), a prevalent and highly lethal malignancy, is notorious for its aggressive nature and inherent tendency to metastasize, posing significant challenges in clinical management and prognosis. Hypoxia, a pivotal characteristic of the tumor microenvironment (TME) in hepatocellular HCC, is intimately linked to disease progression and unfavorable patient outcomes, underscoring its critical role in shaping the malignant behavior of this cancer.
Methods:
Our research leveraged single-cell RNA sequencing technology to dissect the heterogeneity of the HCC TME, focusing on hypoxia-related genes. To probe the effects of hypoxia on HCC invasion, we developed the Cell Hypoxia-Related Prognostic Feature (CHPF). We analyzed transcriptome data from the The Cancer Genome Atlas (TCGA) database and the GSE149614 dataset, employing computational methods such as UMAP, Weighted correlation network analysis (WGCNA), and CellChat to identify hypoxia cells, characterize cell subsets, and elucidate intercellular communications.
Results:
Our analysis revealed significant heterogeneity in hypoxia cell populations within the HCC TME, with distinct expression patterns of hypoxia-related genes in neoplastic and immune cells. Our analysis revealed distinct hypoxia subpopulations within HCC, with significant overexpression of genes like MEG3, KLF6 and JUN in hypoxia cells. We identified a unique hypoxia subpopulation with high invasive potential and constructed a prognostic model based on H2-specific transcription factors including LRP10、MED8、NOL10、NOP58 and REXO4. The model demonstrated significant predictive value for lifespan of patients as verified in the TCGA dataset and an external validation group.
Conclusion:
Key transcription factors like NOP58, MED8 play pivotal roles in hypoxia-induced HCC invasion and metastasis, and a predictive model based on these factors forecasts HCC survival. Our findings provide novel molecular markers and therapeutic targets for HCC, highlighting the importance of considering the hypoxia TME in diagnostic and treatment strategies.
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