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Computational dissection of the regulatory mechanisms of aberrant metabolism in remodeling the microenvironment of breast cancer.
- Source :
-
Yi chuan = Hereditas [Yi Chuan] 2024 Oct; Vol. 46 (10), pp. 871-885. - Publication Year :
- 2024
-
Abstract
- The composition of T cell subsets and tumor-specific T cell interactions within the tumor microenvironment (TME) contribute to the heterogeneity observed in breast cancer. Moreover, aberrant tumor metabolism is often intimately linked to dysregulated anti-tumor immune function of T cells. Identifying key metabolic genes that affect immune cell interactions thus holds promise for uncovering potential therapeutic targets in the treatment of breast cancer. This study leverages single-cell transcriptomic data from breast cancer to investigate tumor-specific T-cell subsets and their interacting subnetworks in the TME during cancer progression. We further assess the metabolic pathway activities of tumor-specifically activated T-cell subsets. The results reveal that metabolic pathways involved in insulin synthesis, secretion, degradation, as well as fructose catabolism, significantly influence multiple T cell interactions. By integrating the metabolic pathways that significantly up-regulate T cells in tumors and influence their interactions, we identify key abnormal metabolic genes associated with T-cell collaboration and further develop a breast cancer risk assessment model. Additionally, using gene expression profiles of prognosis-related genes significantly associated with aberrant metabolism and drug IC50 values, we predict targeted drugs, yielding potential candidates like GSK-J4 and PX-12. This study integrate the analysis of abnormal T-cell interactions and metabolic pathway abnormalities in the breast cancer TME, elucidating their roles in cancer progression and providing leads for novel breast cancer therapeutic strategies.
- Subjects :
- Humans
Female
Metabolic Networks and Pathways
Gene Expression Regulation, Neoplastic
Transcriptome
Computational Biology methods
T-Lymphocyte Subsets metabolism
T-Lymphocyte Subsets immunology
Tumor Microenvironment
Breast Neoplasms genetics
Breast Neoplasms metabolism
Breast Neoplasms pathology
Subjects
Details
- Language :
- English
- ISSN :
- 0253-9772
- Volume :
- 46
- Issue :
- 10
- Database :
- MEDLINE
- Journal :
- Yi chuan = Hereditas
- Publication Type :
- Academic Journal
- Accession number :
- 39443315
- Full Text :
- https://doi.org/10.16288/j.yczz.24-167