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Radiomics and radiogenomics in pediatric neuro-oncology: A review

Authors :
Rachel Madhogarhia
Debanjan Haldar
Sina Bagheri
Ariana Familiar
Hannah Anderson
Sherjeel Arif
Arastoo Vossough
Phillip Storm
Adam Resnick
Christos Davatzikos
Anahita Fathi Kazerooni
Ali Nabavizadeh
Source :
Neuro-oncology advances. 4(1)
Publication Year :
2022

Abstract

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.

Subjects

Subjects :
General Medicine

Details

ISSN :
26322498
Volume :
4
Issue :
1
Database :
OpenAIRE
Journal :
Neuro-oncology advances
Accession number :
edsair.doi.dedup.....b24a7ddcb3caaebbd5515a8dc15b898a