Two-Stage Training Framework Using Multicontrast MRI Radiomics for <i>IDH</i> Mutation Status Prediction in Glioma
Nghi Cong Dung Truong, Chandan Ganesh Bangalore Yogananda, Benjamin Wagner, James M. Holcomb, Divya Reddy, Niloufar Saadat, Kimmo J. Hatanpaa, Toral Patel, Baowei Fei, Matthew Lee, Rajan Jain, Richard J. Bruce, Marco C. Pinho, Ananth J. Madhuranthakam, Joseph A. Maldjian
Abstract
To develop a radiomics framework for preoperative MRI-based prediction of isocitrate dehydrogenase (IDH) mutation status, a crucial glioma prognostic indicator.
Topics & Concepts
RadiomicsStage (stratigraphy)GliomaMutationArtificial intelligenceOncologyBiologyComputer scienceMedicineGeneticsGenePaleontologyRadiomics and Machine Learning in Medical ImagingGlioma Diagnosis and TreatmentSarcoma Diagnosis and Treatment