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

Mingzhe HuKailin YangJing WangRichard L J QiuJustin RoperShannon KahnHui-Kuo ShuXiaofeng Yang

Published in: Journal of medical imaging (Bellingham, Wash.) (2024)

Our model is superior to challenge champions. A graph representation of the medical images enabled good handling of complexity and irregularity. Our work provides an automatic secondary check pipeline to ensure the correctness of MGMT methylation status prediction.

Keyphrases

neural network
dna methylation
genome wide
deep learning
convolutional neural network
magnetic resonance imaging
healthcare
gene expression
contrast enhanced
transcription factor
optical coherence tomography
diffusion weighted imaging
data analysis