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Cost Matrix of Molecular Pathology in Glioma—Towards AI-Driven Rational Molecular Testing and Precision Care for the Future

Gliomas are the most common and aggressive primary brain tumors. Gliomas carry a poor prognosis because of the tumor’s resistance to radiation and chemotherapy leading to nearly universal recurrence. Recent advances in large-scale genomic research have allowed for the development of more targeted th...

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Autores principales: Jagasia, Sarisha, Tasci, Erdal, Zhuge, Ying, Camphausen, Kevin, Krauze, Andra Valentina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9775648/
https://www.ncbi.nlm.nih.gov/pubmed/36551786
http://dx.doi.org/10.3390/biomedicines10123029
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author Jagasia, Sarisha
Tasci, Erdal
Zhuge, Ying
Camphausen, Kevin
Krauze, Andra Valentina
author_facet Jagasia, Sarisha
Tasci, Erdal
Zhuge, Ying
Camphausen, Kevin
Krauze, Andra Valentina
author_sort Jagasia, Sarisha
collection PubMed
description Gliomas are the most common and aggressive primary brain tumors. Gliomas carry a poor prognosis because of the tumor’s resistance to radiation and chemotherapy leading to nearly universal recurrence. Recent advances in large-scale genomic research have allowed for the development of more targeted therapies to treat glioma. While precision medicine can target specific molecular features in glioma, targeted therapies are often not feasible due to the lack of actionable markers and the high cost of molecular testing. This review summarizes the clinically relevant molecular features in glioma and the current cost of care for glioma patients, focusing on the molecular markers and meaningful clinical features that are linked to clinical outcomes and have a realistic possibility of being measured, which is a promising direction for precision medicine using artificial intelligence approaches.
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spelling pubmed-97756482022-12-23 Cost Matrix of Molecular Pathology in Glioma—Towards AI-Driven Rational Molecular Testing and Precision Care for the Future Jagasia, Sarisha Tasci, Erdal Zhuge, Ying Camphausen, Kevin Krauze, Andra Valentina Biomedicines Review Gliomas are the most common and aggressive primary brain tumors. Gliomas carry a poor prognosis because of the tumor’s resistance to radiation and chemotherapy leading to nearly universal recurrence. Recent advances in large-scale genomic research have allowed for the development of more targeted therapies to treat glioma. While precision medicine can target specific molecular features in glioma, targeted therapies are often not feasible due to the lack of actionable markers and the high cost of molecular testing. This review summarizes the clinically relevant molecular features in glioma and the current cost of care for glioma patients, focusing on the molecular markers and meaningful clinical features that are linked to clinical outcomes and have a realistic possibility of being measured, which is a promising direction for precision medicine using artificial intelligence approaches. MDPI 2022-11-24 /pmc/articles/PMC9775648/ /pubmed/36551786 http://dx.doi.org/10.3390/biomedicines10123029 Text en © 2022 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 Review
Jagasia, Sarisha
Tasci, Erdal
Zhuge, Ying
Camphausen, Kevin
Krauze, Andra Valentina
Cost Matrix of Molecular Pathology in Glioma—Towards AI-Driven Rational Molecular Testing and Precision Care for the Future
title Cost Matrix of Molecular Pathology in Glioma—Towards AI-Driven Rational Molecular Testing and Precision Care for the Future
title_full Cost Matrix of Molecular Pathology in Glioma—Towards AI-Driven Rational Molecular Testing and Precision Care for the Future
title_fullStr Cost Matrix of Molecular Pathology in Glioma—Towards AI-Driven Rational Molecular Testing and Precision Care for the Future
title_full_unstemmed Cost Matrix of Molecular Pathology in Glioma—Towards AI-Driven Rational Molecular Testing and Precision Care for the Future
title_short Cost Matrix of Molecular Pathology in Glioma—Towards AI-Driven Rational Molecular Testing and Precision Care for the Future
title_sort cost matrix of molecular pathology in glioma—towards ai-driven rational molecular testing and precision care for the future
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9775648/
https://www.ncbi.nlm.nih.gov/pubmed/36551786
http://dx.doi.org/10.3390/biomedicines10123029
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