Article
Multi-Modal Learning for Predicting the Genotype of Glioma.
IEEE transactions on medical imaging - 1 Nov 2023
Wei Yiran, Chen Xi, Zhu Lei, Zhang Lipei, Schonlieb Carola-Bibiane, Price Stephen, Li Chao
Abstract excerpt
The isocitrate dehydrogenase (IDH) gene mutation is an essential biomarker for the diagnosis and prognosis of glioma. It is promising to better predict glioma genotype by integrating focal tumor image and geometric features with brain network features derived from MRI. Convolutional neural networks show reasonable performance in predicting IDH mutation, which, however, cannot learn from non-Euclidean data, e.g.,...
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