ArticleFrontiers in immunology2023
Exploring the role of sphingolipid-related genes in clinical outcomes of breast cancer.
Article in Frontiers in immunology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 53 papers.
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53 citing papers in PubMed, 98 citations in OpenAlex.
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- Comprehensive analysis of fatty acid desaturase 3 in clear cell renal cell carcinoma: insights into tumor progression, immune microenvironment, and clinical outcomes.Frontiers in immunology · 2026Article
- Sphingolipid-associated signature unveils TIMP1-driven temozolomide resistance and guides stratified therapy in glioblastoma.Frontiers in immunology · 2026Article
- Exploring and Validating Prognostic Biomarkers Related to Sphingolipid Metabolism in Gastric Cancer through Machine LearningEndocrine, metabolic & immune disorders drug targets · 2026Article
- Analysis of factors affecting axillary lymph node metastasis in breast cancer and the establishment and validation of a predictive model.Scientific reports · 2025Article
- Dual role of lncRNA OTUD6B-AS1 in immune evasion and ferroptosis resistance: A prognostic and therapeutic biomarker in breast cancer.Non-coding RNA research · 2025Article
- Construction of a novel disulfidptosis-associated lncRNAs signature for risk features and immunotherapy in breast cancer.Translational cancer research · 2025Article
- CCL3 correlates with ferroptosis in intervertebral disc degeneration and its prognostic significance.Scientific reports · 2025Article
- Using ultrasound and microbubble to enhance the effects of conventional cancer therapies in clinical settings.Cancer metastasis reviews · 2025Review
- Establishing a prognostic model with immune-related genes and investigating EPHB6 expression pattern in breast cancer.Scientific reports · 2025Article
- Association of DBNDD1 with prognostic and immune biomarkers in invasive breast cancer.Discover oncology · 2025Article
- Construction of the bromodomain-containing protein-associated prognostic model in triple-negative breast cancer.Cancer cell international · 2025Article
- Cellular Senescence in Hepatocellular Carcinoma: Immune Microenvironment Insights via Machine Learning and In Vitro Experiments.International journal of molecular sciences · 2025Article
- RNA-seq-based elucidation of lactylation in breast cancer.Archives of medical science : AMS · 2025Article
- Multi-cohort validation of a lipid metabolism and ferroptosis-associated index for prognosis and immunotherapy response prediction in hormone receptor-positive breast cancer.International journal of biological sciences · 2025Article
- Development of a tertiary lymphoid structure-based prognostic model for breast cancer: integrating single-cell sequencing and machine learning to enhance patient outcomes.Frontiers in immunology · 2025Article
- Integrated multi-omics analysis reveals the functional and prognostic significance of lactylation-related gene PRDX1 in breast cancer.Frontiers in molecular biosciences · 2025Article
- Identification and validation of prognostic genes associated with T-cell exhaustion and macrophage polarization in breast cancer.Frontiers in endocrinology · 2025Article
- Identification and validation of genes related to stem cells and telomere maintenance mechanisms as biomarkers for breast cancer.Frontiers in immunology · 2025Article
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Authors and funding
10 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Despite tremendous advances in cancer research, breast cancer (BC) remains a major health concern and is the most common cancer affecting women worldwide. Breast cancer is a highly heterogeneous cancer with potentially aggressive and complex biology, and precision treatment for specific subtypes may improve survival in breast cancer patients. Sphingolipids are important components of lipids that play a key role in the growth and death of tumor cells and are increasingly the subject of new anti-cancer therapies. Key enzymes and intermediates of sphingolipid metabolism (SM) play an important role in regulating tumor cells and further influencing clinical prognosis. Methods: We downloaded BC data from the TCGA database and GEO database, on which we performed in depth single-cell sequencing analysis (scRNA-seq), weighted co-expression network analysis, and transcriptome differential expression analysis. Then seven sphingolipid-related genes (SRGs) were identified using Cox regression, least absolute shrinkage, and selection operator (Lasso) regression analysis to construct a prognostic model for BC patients. Finally, the expression and function of the key gene PGK1 in the model were verified by Results: This prognostic model allows for the classification of BC patients into high-risk and low-risk groups, with a statistically significant difference in survival time between the two groups. The model is also able to show high prediction accuracy in both internal and external validation sets. After further analysis of the immune microenvironment and immunotherapy, it was found that this risk grouping could be used as a guide for the immunotherapy of BC. The proliferation, migration, and invasive ability of MDA-MB-231 and MCF-7 cell lines were dramatically reduced after knocking down the key gene PGK1 in the model through cellular experiments. Conclusion: This study suggests that prognostic features based on genes related to SM are associated with clinical outcomes, tumor progression, and immune alterations in BC patients. Our findings may provide insights for the development of new strategies for early intervention and prognostic prediction in BC.
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