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Radiomics and radiogenomics in pediatric neuro-oncology: A review

The current era of advanced computing has allowed for the development and implementation of the field of radiomics. In pediatric neuro-oncology, radiomics has been applied in determination of tumor histology, identification of disseminated disease, prognostication, and molecular classification of tu...

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Autores principales: Madhogarhia, Rachel, Haldar, Debanjan, Bagheri, Sina, Familiar, Ariana, Anderson, Hannah, Arif, Sherjeel, Vossough, Arastoo, Storm, Phillip, Resnick, Adam, Davatzikos, Christos, Fathi Kazerooni, Anahita, Nabavizadeh, Ali
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9252112/
https://www.ncbi.nlm.nih.gov/pubmed/35795472
http://dx.doi.org/10.1093/noajnl/vdac083
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author Madhogarhia, Rachel
Haldar, Debanjan
Bagheri, Sina
Familiar, Ariana
Anderson, Hannah
Arif, Sherjeel
Vossough, Arastoo
Storm, Phillip
Resnick, Adam
Davatzikos, Christos
Fathi Kazerooni, Anahita
Nabavizadeh, Ali
author_facet Madhogarhia, Rachel
Haldar, Debanjan
Bagheri, Sina
Familiar, Ariana
Anderson, Hannah
Arif, Sherjeel
Vossough, Arastoo
Storm, Phillip
Resnick, Adam
Davatzikos, Christos
Fathi Kazerooni, Anahita
Nabavizadeh, Ali
author_sort Madhogarhia, Rachel
collection PubMed
description The current era of advanced computing has allowed for the development and implementation of the field of radiomics. In pediatric neuro-oncology, radiomics has been applied in determination of tumor histology, identification of disseminated disease, prognostication, and molecular classification of tumors (ie, radiogenomics). The field also comes with many challenges, such as limitations in study sample sizes, class imbalance, generalizability of the methods, and data harmonization across imaging centers. The aim of this review paper is twofold: first, to summarize existing literature in radiomics of pediatric neuro-oncology; second, to distill the themes and challenges of the field and discuss future directions in both a clinical and technical context.
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spelling pubmed-92521122022-07-05 Radiomics and radiogenomics in pediatric neuro-oncology: A review Madhogarhia, Rachel Haldar, Debanjan Bagheri, Sina Familiar, Ariana Anderson, Hannah Arif, Sherjeel Vossough, Arastoo Storm, Phillip Resnick, Adam Davatzikos, Christos Fathi Kazerooni, Anahita Nabavizadeh, Ali Neurooncol Adv Review The current era of advanced computing has allowed for the development and implementation of the field of radiomics. In pediatric neuro-oncology, radiomics has been applied in determination of tumor histology, identification of disseminated disease, prognostication, and molecular classification of tumors (ie, radiogenomics). The field also comes with many challenges, such as limitations in study sample sizes, class imbalance, generalizability of the methods, and data harmonization across imaging centers. The aim of this review paper is twofold: first, to summarize existing literature in radiomics of pediatric neuro-oncology; second, to distill the themes and challenges of the field and discuss future directions in both a clinical and technical context. Oxford University Press 2022-05-27 /pmc/articles/PMC9252112/ /pubmed/35795472 http://dx.doi.org/10.1093/noajnl/vdac083 Text en © The Author(s) 2022. Published by Oxford University Press, the Society for Neuro-Oncology and the European Association of 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 Review
Madhogarhia, Rachel
Haldar, Debanjan
Bagheri, Sina
Familiar, Ariana
Anderson, Hannah
Arif, Sherjeel
Vossough, Arastoo
Storm, Phillip
Resnick, Adam
Davatzikos, Christos
Fathi Kazerooni, Anahita
Nabavizadeh, Ali
Radiomics and radiogenomics in pediatric neuro-oncology: A review
title Radiomics and radiogenomics in pediatric neuro-oncology: A review
title_full Radiomics and radiogenomics in pediatric neuro-oncology: A review
title_fullStr Radiomics and radiogenomics in pediatric neuro-oncology: A review
title_full_unstemmed Radiomics and radiogenomics in pediatric neuro-oncology: A review
title_short Radiomics and radiogenomics in pediatric neuro-oncology: A review
title_sort radiomics and radiogenomics in pediatric neuro-oncology: a review
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9252112/
https://www.ncbi.nlm.nih.gov/pubmed/35795472
http://dx.doi.org/10.1093/noajnl/vdac083
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