MGMT promoter methylation prediction based on multiparametric MRI via vision graph neural network

M Hu, K Yang, J Wang, RLJ Qiu… - Journal of Medical …, 2024 - spiedigitallibrary.org
Purpose Glioblastoma (GBM) is aggressive and malignant. The methylation status of the O 6‐
methylguanine‐DNA methyltransferase (MGMT) promoter in GBM tissue is considered an …

Machine and deep learning-based methods for genotype O (6)-methylguanine-DNA-methyltransferase status prediction

I Ayus, B Jena - Radiomics and Radiogenomics in Neuro-Oncology, 2025 - Elsevier
Glioblastoma (GBM) is a highly aggressive and malignant brain tumor. The O-6-
methylguanine-DNA methyltransferase (MGMT) gene promoter has been identified as a …

Diagnostic Accuracy of Deep Learning Models in Predicting Glioma Molecular Markers: A Systematic Review and Meta-Analysis

S Farahani, M Hejazi, S Moradizeyveh… - Available at SSRN … - papers.ssrn.com
Methods: Following PRISMA guidelines, we systematically searched PubMed, Scopus, Ovid,
and Web of Science until February 27, 2024, for studies employing DL algorithms to predict …