Multi-Label Nonlinear Matrix Completion With Transductive Multi-Task Feature Selection for Joint MGMT and IDH1 Status Prediction of Patient With High-Grade Gliomas

The O 6 -methylguanine-DNA methyltransferase (MGMT) promoter methylation and isocitrate dehydrogenase 1 (IDH1) mutation in high-grade gliomas (HGG) have proven to be the two important molecular indicators associated with better prognosis. Traditionally, the statuses of MGMT and IDH1 are obtained via...

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Bibliographic Details
Published in:	IEEE transactions on medical imaging Vol. 37; no. 8; pp. 1775 - 1787
Main Authors:	Chen, Lei, Zhang, Han, Lu, Junfeng, Thung, Kimhan, Aibaidula, Abudumijiti, Liu, Luyan, Chen, Songcan, Jin, Lei, Wu, Jinsong, Wang, Qian, Zhou, Liangfu, Shen, Dinggang
Format:	Journal Article
Language:	English
Published:	United States IEEE 01.08.2018 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Adult Aged Algorithms Biopsy Brain Brain cancer Brain mapping Brain Neoplasms - diagnostic imaging Brain Neoplasms - epidemiology Brain Neoplasms - pathology Brain tumor Connectome - methods connectomics Databases, Factual Deoxyribonucleic acid Design optimization Diagnosis, Computer-Assisted - methods DNA DNA methylation DNA methyltransferase DNA Modification Methylases - genetics DNA Repair Enzymes - genetics Electronic mail Feature extraction Female functional connectivity Glioma Glioma - diagnostic imaging Glioma - epidemiology Glioma - pathology high-grade glioma Humans Imaging Isocitrate dehydrogenase Isocitrate Dehydrogenase - genetics Learning algorithms Machine learning Magnetic Resonance Imaging - methods Male Mathematical models matrix completion Medical imaging Medical prognosis Methylguanine Middle Aged molecular biomarker Neuroimaging Neurology Nonlinear Dynamics O6-methylguanine-DNA methyltransferase Pathology Prognosis structural connectivity Structure-function relationships Surgery Testing Tumor Suppressor Proteins - genetics Tumors Young Adult
ISSN:	0278-0062, 1558-254X, 1558-254X
Online Access:	Get full text
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