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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Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:J Med Imaging (Bellingham)
Prif Awduron: 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.
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Society of Photo-Optical Instrumentation Engineers 2019
Pynciau:
Biomedical Applications in Molecular, Structural, and Functional Imaging
Mynediad Ar-lein: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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