ArticleFrontiers in immunology2024
Antioxidant network-based signatures cluster glioblastoma into distinct redox-resistant phenotypes.
Article in Frontiers in immunology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Redox Regulation in Glioblastoma: Mechanisms, Biomarkers, and Therapeutic Implications.International journal of molecular sciences · 2026Review
- RBMX promotes colorectal liver metastasis by stabilizing MTHFD2 mRNA to regulate redox homeostasis.Cellular and molecular life sciences : CMLS · 2026Article
- Redox rewiring in glioblastoma: the thioredoxin system as a precision therapeutic target.Pharmacological reports : PR · 2026Review
- Heterogeneity, Measurement, and Clinical Implications of Oxygenation, Cell Signaling, and Redox Biology in Glioblastoma and Adult Diffuse Gliomas, with Context from Other Brain Tumors.Antioxidants (Basel, Switzerland) · 2026Review
- Next-Generation Redox Mediators: Itaconate, Nitro-Fatty Acids, Reactive Sulfur Species and Succinate as Emerging Switches in Predictive Redox Medicine.Antioxidants (Basel, Switzerland) · 2026Review
- Propofol and Glioblastoma Biology: A Narrative Review of Perioperative Clinical Evidence and PI3K/AKT-Wnt-miRNA, GABA-A, and Immune-Checkpoint Pathways.BioMed research international · 2026Review
- Oxidative Stress and Antioxidants in Glioblastoma: Mechanisms of Action, Therapeutic Effects and Future Directions.Antioxidants (Basel, Switzerland) · 2025Review
- Predicting overall survival in glioblastoma patients using machine learning: an analysis of treatment efficacy and patient prognosis.Frontiers in oncology · 2025Article
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Authors and funding
5 authors.
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Abstract
Introduction: Aberrant reactive oxygen species (ROS) production is one of the hallmarks of cancer. During their growth and dissemination, cancer cells control redox signaling to support protumorigenic pathways. As a consequence, cancer cells become reliant on major antioxidant systems to maintain a balanced redox tone, while avoiding excessive oxidative stress and cell death. This concept appears especially relevant in the context of glioblastoma multiforme (GBM), the most aggressive form of brain tumor characterized by significant heterogeneity, which contributes to treatment resistance and tumor recurrence. From this viewpoint, this study aims to investigate whether gene regulatory networks can effectively capture the diverse redox states associated with the primary phenotypes of GBM. Methods: In this study, we utilized publicly available GBM datasets along with proprietary bulk sequencing data. Employing computational analysis and bioinformatics tools, we stratified GBM based on their antioxidant capacities and evaluated the distinctive functionalities and prognostic values of distinct transcriptional networks in silico. Results: We established three distinct transcriptional co-expression networks and signatures (termed clusters C1, C2, and C3) with distinct antioxidant potential in GBM cancer cells. Functional analysis of each cluster revealed that C1 exhibits strong antioxidant properties, C2 is marked with a discrepant inflammatory trait and C3 was identified as the cluster with the weakest antioxidant capacity. Intriguingly, C2 exhibited a strong correlation with the highly aggressive mesenchymal subtype of GBM. Furthermore, this cluster holds substantial prognostic importance: patients with higher gene set variation analysis (GSVA) scores of the C2 signature exhibited adverse outcomes in overall and progression-free survival. Conclusion: In summary, we provide a set of transcriptional signatures that unveil the antioxidant potential of GBM, offering a promising prognostic application and a guide for therapeutic strategies in GBM therapy.
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