Deep learning classification of MGMT status of glioblastomas using multiparametric MRI with a novel domain knowledge augmented mask fusion approach

Deep learning classification of MGMT status of glioblastomas using multiparametric MRI with a novel domain knowledge augmented mask fusion approach

Abstract We aimed to build a robust classifier for the MGMT methylation status of glioblastoma in multiparametric MRI. We focused on multi-habitat deep image descriptors as our basic focus. A subset of the BRATS 2021 MGMT methylation dataset containing both MGMT class labels and segmentation masks w...

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Bibliographic Details
Main Authors: İlker Özgür Koska, Çağan Koska
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
MGMT methylation
Glioblastoma
Artificial intelligence
Deep learning
Model explanation
Online Access:https://doi.org/10.1038/s41598-025-87803-0
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https://doi.org/10.1038/s41598-025-87803-0

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