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Expanding the Disease Network of Glioblastoma Multiforme via Topological Analysis

Glioblastoma multiforme (GBM), a grade IV glioma, is a challenging disease for patients and clinicians, with an extremely poor prognosis. These tumours manifest a high molecular heterogeneity, with limited therapeutic options for patients. Since GBM is a rare disease, sufficient statistically strong...

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Detalles Bibliográficos
Autores principales: Badkas, Apurva, De Landtsheer, Sébastien, Sauter, Thomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9965660/
https://www.ncbi.nlm.nih.gov/pubmed/36834486
http://dx.doi.org/10.3390/ijms24043075
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author Badkas, Apurva
De Landtsheer, Sébastien
Sauter, Thomas
author_facet Badkas, Apurva
De Landtsheer, Sébastien
Sauter, Thomas
author_sort Badkas, Apurva
collection PubMed
description Glioblastoma multiforme (GBM), a grade IV glioma, is a challenging disease for patients and clinicians, with an extremely poor prognosis. These tumours manifest a high molecular heterogeneity, with limited therapeutic options for patients. Since GBM is a rare disease, sufficient statistically strong evidence is often not available to explore the roles of lesser-known GBM proteins. We present a network-based approach using centrality measures to explore some key, topologically strategic proteins for the analysis of GBM. Since network-based analyses are sensitive to changes in network topology, we analysed nine different GBM networks, and show that small but well-curated networks consistently highlight a set of proteins, indicating their likely involvement in the disease. We propose 18 novel candidates which, based on differential expression, mutation analysis, and survival analysis, indicate that they may play a role in GBM progression. These should be investigated further for their functional roles in GBM, their clinical prognostic relevance, and their potential as therapeutic targets.
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spelling pubmed-99656602023-02-26 Expanding the Disease Network of Glioblastoma Multiforme via Topological Analysis Badkas, Apurva De Landtsheer, Sébastien Sauter, Thomas Int J Mol Sci Article Glioblastoma multiforme (GBM), a grade IV glioma, is a challenging disease for patients and clinicians, with an extremely poor prognosis. These tumours manifest a high molecular heterogeneity, with limited therapeutic options for patients. Since GBM is a rare disease, sufficient statistically strong evidence is often not available to explore the roles of lesser-known GBM proteins. We present a network-based approach using centrality measures to explore some key, topologically strategic proteins for the analysis of GBM. Since network-based analyses are sensitive to changes in network topology, we analysed nine different GBM networks, and show that small but well-curated networks consistently highlight a set of proteins, indicating their likely involvement in the disease. We propose 18 novel candidates which, based on differential expression, mutation analysis, and survival analysis, indicate that they may play a role in GBM progression. These should be investigated further for their functional roles in GBM, their clinical prognostic relevance, and their potential as therapeutic targets. MDPI 2023-02-04 /pmc/articles/PMC9965660/ /pubmed/36834486 http://dx.doi.org/10.3390/ijms24043075 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Badkas, Apurva
De Landtsheer, Sébastien
Sauter, Thomas
Expanding the Disease Network of Glioblastoma Multiforme via Topological Analysis
title Expanding the Disease Network of Glioblastoma Multiforme via Topological Analysis
title_full Expanding the Disease Network of Glioblastoma Multiforme via Topological Analysis
title_fullStr Expanding the Disease Network of Glioblastoma Multiforme via Topological Analysis
title_full_unstemmed Expanding the Disease Network of Glioblastoma Multiforme via Topological Analysis
title_short Expanding the Disease Network of Glioblastoma Multiforme via Topological Analysis
title_sort expanding the disease network of glioblastoma multiforme via topological analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9965660/
https://www.ncbi.nlm.nih.gov/pubmed/36834486
http://dx.doi.org/10.3390/ijms24043075
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