ArticleOncology research2024
Glycogen metabolism-mediated intercellular communication in the tumor microenvironment influences liver cancer prognosis.
Article in Oncology research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed, 12 citations in OpenAlex.
- [Research progress on poor response, resistance mechanisms, and influencing factors of immunotherapy for hepatocellular carcinoma].Zhonghua gan zang bing za zhi = Zhonghua ganzangbing zazhi = Chinese journal of hepatology · 2026Review
- Dual roles of innate immune cells and cytokines in shaping the breast cancer microenvironment.Frontiers in immunology · 2025Review
- Develop a prognostic and drug therapy efficacy prediction model for hepatocellular carcinoma based on telomere maintenance-associated genes.Frontiers in oncology · 2025Article
- Reprogramming tumor-associated macrophages in gastric cancer: a pathway to enhanced immunotherapy.Frontiers in immunology · 2025Review
- Immunosuppressive tumor microenvironment and advance in immunotherapy in melanoma bone metastasis.Frontiers in immunology · 2025Review
- Progress in targeting tumor-associated macrophages in cancer immunotherapy.Frontiers in immunology · 2025Review
- CD206 accelerates hepatocellular carcinoma progression by regulating the tumour immune microenvironment and increasing M2-type polarisation of tumour-associated macrophages and inflammation factor expression.Discover oncology · 2024Article
- Histamine-related genes participate in the establishment of an immunosuppressive microenvironment and impact the immunotherapy response in hepatocellular carcinoma.Clinical and experimental medicine · 2024Article
- Basement membrane-related lncRNA signature for the prognosis of hepatocellular carcinoma.Heliyon · 2024Article
- From multi-omics to predictive biomarker: AI in tumor microenvironment.Frontiers in immunology · 2024Review
- Lipopolysaccharide affects metabolic processes and energy homeostasis in the corpus luteum.Frontiers in molecular biosciences · 2024Article
- Exploring the role of metabolic pathways in TNBC immunotherapy: insights from single-cell and spatial transcriptomics.Frontiers in endocrinology · 2024Review
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Authors and funding
9 authors at 6 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Glycogen metabolism plays a key role in the development of hepatocellular carcinoma (HCC), but the function of glycogen metabolism genes in the tumor microenvironment (TME) is still to be elucidated. Single-cell RNA-seq data were obtained from ten HCC tumor samples totaling 64,545 cells, and 65 glycogen metabolism genes were analyzed by a nonnegative matrix factorization (NMF). The prognosis and immune response of new glycogen TME cell clusters were predicted by using HCC and immunotherapy cohorts from public databases. HCC single-cell analysis was divided into fibroblasts, NT T cells, macrophages, endothelial cells, and B cells, which were separately divided into new cell clusters by glycogen metabolism gene annotation. Pseudo-temporal trajectory analysis demonstrated the temporal differentiation trajectory of different glycogen subtype cell clusters. Cellular communication analysis revealed extensive interactions between endothelial cells with glycogen metabolizing TME cell-related subtypes and different glycogen subtype cell clusters. SCENIC analysis of transcription factors upstream of TME cell clusters with different glycogen metabolism. In addition, TME cell clusters of glycogen metabolism were found to be enriched in expression in CAF subtypes, CD8 depleted, M1, and M2 types. Bulk-seq analysis showed the prognostic significance of glycogen metabolism-mediated TME cell clusters in HCC, while a significant immune response was found in the immunotherapy cohort in patients treated with immune checkpoint blockade (ICB), especially for CAFs, T cells, and macrophages. In summary, our study reveals for the first time that glycogen metabolism mediates intercellular communication in the hepatocellular carcinoma microenvironment while elucidating the anti-tumor mechanisms and immune prognostic responses of different subtypes of cell clusters.
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