Classification of brain tumor isocitrate dehydrogenase status using MRI and deep learning

Isocitrate dehydrogenase (IDH) mutation status is an important marker in glioma diagnosis and therapy. We propose an automated pipeline for noninvasively predicting IDH status using deep learning and T2-weighted (T2w) magnetic resonance (MR) images with minimal preprocessing (N4 bias correction and...

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Detalhes bibliográficos
Publicado no:J Med Imaging (Bellingham)
Main Authors: Nalawade, Sahil, Murugesan, Gowtham K., Vejdani-Jahromi, Maryam, Fisicaro, Ryan A., Bangalore Yogananda, Chandan G., Wagner, Ben, Mickey, Bruce, Maher, Elizabeth, Pinho, Marco C., Fei, Baowei, Madhuranthakam, Ananth J., Maldjian, Joseph A.
Formato: Artigo
Idioma:Inglês
Publicado em: Society of Photo-Optical Instrumentation Engineers 2019
Assuntos:
Biomedical Applications in Molecular, Structural, and Functional Imaging
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6903425/
https://ncbi.nlm.nih.gov/pubmed/31824982
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.6.4.046003
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