Prediction of treatment response in patients with brain metastasis receiving stereotactic radiosurgery based on pre-treatment multimodal MRI radiomics and clinical risk factors: A machine learning model

Prediction of treatment response in patients with brain metastasis receiving stereotactic radiosurgery based on pre-treatment multimodal MRI radiomics and clinical risk factors: A machine learning model

ObjectivesStereotactic radiosurgery (SRS), a therapy that uses radiation to treat brain tumors, has become a significant treatment procedure for patients with brain metastasis (BM). However, a proportion of patients have been found to be at risk of local failure (LF) after treatment. Hence, accurate...

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Bibliographic Details
Main Authors: Peng Du, Xiao Liu, Li Shen, Xuefan Wu, Jiawei Chen, Lang Chen, Aihong Cao, Daoying Geng
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-03-01
Series:Frontiers in Oncology
Subjects:
stereotactic radiosurgery
brain metastasis
treatment response
multimodal MRI
radiomics
machine learning
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2023.1114194/full

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