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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...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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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. |
format | Online Article Text |
id | pubmed-9252112 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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