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A molecularly integrated grade for meningioma
BACKGROUND: Meningiomas are the most common primary intracranial tumor in adults. Clinical care is currently guided by the World Health Organization (WHO) grade assigned to meningiomas, a 3-tiered grading system based on histopathology features, as well as extent of surgical resection. Clinical beha...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9071299/ https://www.ncbi.nlm.nih.gov/pubmed/34508644 http://dx.doi.org/10.1093/neuonc/noab213 |
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author | Driver, Joseph Hoffman, Samantha E Tavakol, Sherwin Woodward, Eleanor Maury, Eduardo A Bhave, Varun Greenwald, Noah F Nassiri, Farshad Aldape, Kenneth Zadeh, Gelareh Choudhury, Abrar Vasudevan, Harish N Magill, Stephen T Raleigh, David R Abedalthagafi, Malak Aizer, Ayal A Alexander, Brian M Ligon, Keith L Reardon, David A Wen, Patrick Y Al-Mefty, Ossama Ligon, Azra H Dubuc, Adrian M Beroukhim, Rameen Claus, Elizabeth B Dunn, Ian F Santagata, Sandro Bi, Wenya Linda |
author_facet | Driver, Joseph Hoffman, Samantha E Tavakol, Sherwin Woodward, Eleanor Maury, Eduardo A Bhave, Varun Greenwald, Noah F Nassiri, Farshad Aldape, Kenneth Zadeh, Gelareh Choudhury, Abrar Vasudevan, Harish N Magill, Stephen T Raleigh, David R Abedalthagafi, Malak Aizer, Ayal A Alexander, Brian M Ligon, Keith L Reardon, David A Wen, Patrick Y Al-Mefty, Ossama Ligon, Azra H Dubuc, Adrian M Beroukhim, Rameen Claus, Elizabeth B Dunn, Ian F Santagata, Sandro Bi, Wenya Linda |
author_sort | Driver, Joseph |
collection | PubMed |
description | BACKGROUND: Meningiomas are the most common primary intracranial tumor in adults. Clinical care is currently guided by the World Health Organization (WHO) grade assigned to meningiomas, a 3-tiered grading system based on histopathology features, as well as extent of surgical resection. Clinical behavior, however, often fails to conform to the WHO grade. Additional prognostic information is needed to optimize patient management. METHODS: We evaluated whether chromosomal copy-number data improved prediction of time-to-recurrence for patients with meningioma who were treated with surgery, relative to the WHO schema. The models were developed using Cox proportional hazards, random survival forest, and gradient boosting in a discovery cohort of 527 meningioma patients and validated in 2 independent cohorts of 172 meningioma patients characterized by orthogonal genomic platforms. RESULTS: We developed a 3-tiered grading scheme (Integrated Grades 1-3), which incorporated mitotic count and loss of chromosome 1p, 3p, 4, 6, 10, 14q, 18, 19, or CDKN2A. 32% of meningiomas reclassified to either a lower-risk or higher-risk Integrated Grade compared to their assigned WHO grade. The Integrated Grade more accurately identified meningioma patients at risk for recurrence, relative to the WHO grade, as determined by time-dependent area under the curve, average precision, and the Brier score. CONCLUSION: We propose a molecularly integrated grading scheme for meningiomas that significantly improves upon the current WHO grading system in prediction of progression-free survival. This framework can be broadly adopted by clinicians with relative ease using widely available genomic technologies and presents an advance in the care of meningioma patients. |
format | Online Article Text |
id | pubmed-9071299 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-90712992022-05-06 A molecularly integrated grade for meningioma Driver, Joseph Hoffman, Samantha E Tavakol, Sherwin Woodward, Eleanor Maury, Eduardo A Bhave, Varun Greenwald, Noah F Nassiri, Farshad Aldape, Kenneth Zadeh, Gelareh Choudhury, Abrar Vasudevan, Harish N Magill, Stephen T Raleigh, David R Abedalthagafi, Malak Aizer, Ayal A Alexander, Brian M Ligon, Keith L Reardon, David A Wen, Patrick Y Al-Mefty, Ossama Ligon, Azra H Dubuc, Adrian M Beroukhim, Rameen Claus, Elizabeth B Dunn, Ian F Santagata, Sandro Bi, Wenya Linda Neuro Oncol Clinical Investigations BACKGROUND: Meningiomas are the most common primary intracranial tumor in adults. Clinical care is currently guided by the World Health Organization (WHO) grade assigned to meningiomas, a 3-tiered grading system based on histopathology features, as well as extent of surgical resection. Clinical behavior, however, often fails to conform to the WHO grade. Additional prognostic information is needed to optimize patient management. METHODS: We evaluated whether chromosomal copy-number data improved prediction of time-to-recurrence for patients with meningioma who were treated with surgery, relative to the WHO schema. The models were developed using Cox proportional hazards, random survival forest, and gradient boosting in a discovery cohort of 527 meningioma patients and validated in 2 independent cohorts of 172 meningioma patients characterized by orthogonal genomic platforms. RESULTS: We developed a 3-tiered grading scheme (Integrated Grades 1-3), which incorporated mitotic count and loss of chromosome 1p, 3p, 4, 6, 10, 14q, 18, 19, or CDKN2A. 32% of meningiomas reclassified to either a lower-risk or higher-risk Integrated Grade compared to their assigned WHO grade. The Integrated Grade more accurately identified meningioma patients at risk for recurrence, relative to the WHO grade, as determined by time-dependent area under the curve, average precision, and the Brier score. CONCLUSION: We propose a molecularly integrated grading scheme for meningiomas that significantly improves upon the current WHO grading system in prediction of progression-free survival. This framework can be broadly adopted by clinicians with relative ease using widely available genomic technologies and presents an advance in the care of meningioma patients. Oxford University Press 2021-09-11 /pmc/articles/PMC9071299/ /pubmed/34508644 http://dx.doi.org/10.1093/neuonc/noab213 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of the Society for Neuro-Oncology. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Clinical Investigations Driver, Joseph Hoffman, Samantha E Tavakol, Sherwin Woodward, Eleanor Maury, Eduardo A Bhave, Varun Greenwald, Noah F Nassiri, Farshad Aldape, Kenneth Zadeh, Gelareh Choudhury, Abrar Vasudevan, Harish N Magill, Stephen T Raleigh, David R Abedalthagafi, Malak Aizer, Ayal A Alexander, Brian M Ligon, Keith L Reardon, David A Wen, Patrick Y Al-Mefty, Ossama Ligon, Azra H Dubuc, Adrian M Beroukhim, Rameen Claus, Elizabeth B Dunn, Ian F Santagata, Sandro Bi, Wenya Linda A molecularly integrated grade for meningioma |
title | A molecularly integrated grade for meningioma |
title_full | A molecularly integrated grade for meningioma |
title_fullStr | A molecularly integrated grade for meningioma |
title_full_unstemmed | A molecularly integrated grade for meningioma |
title_short | A molecularly integrated grade for meningioma |
title_sort | molecularly integrated grade for meningioma |
topic | Clinical Investigations |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9071299/ https://www.ncbi.nlm.nih.gov/pubmed/34508644 http://dx.doi.org/10.1093/neuonc/noab213 |
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