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MRI-Based Deep Learning Method for Classification of IDH Mutation Status

Isocitrate dehydrogenase (IDH) mutation status has emerged as an important prognostic marker in gliomas. This study sought to develop deep learning networks for non-invasive IDH classification using T2w MR images while comparing their performance to a multi-contrast network. Methods: Multi-contrast...

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Principais autores: Chandan Ganesh Bangalore Yogananda, Benjamin C. Wagner, Nghi C. D. Truong, James M. Holcomb, Divya D. Reddy, Niloufar Saadat, Kimmo J. Hatanpaa, Toral R. Patel, Baowei Fei, Matthew D. Lee, Rajan Jain, Richard J. Bruce, Marco C. Pinho, Ananth J. Madhuranthakam, Joseph A. Maldjian
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2023-09-01
Serier:Bioengineering
Fag:
nnU-Net
deep learning
IDH
U-net
brain tumor
MRI
Online adgang:https://www.mdpi.com/2306-5354/10/9/1045
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