Combining radiomics and deep convolutional neural network features from preoperative MRI for predicting clinically relevant genetic biomarkers in glioblastoma.

Evan CalabreseJeffrey D RudieAndreas M RauscheckerJavier E Villanueva-MeyerJennifer L ClarkeDavid A SolomonSoonmee Cha

Published in: Neuro-oncology advances (2022)

Combining radiomics and CNN features from preoperative MRI yields improved noninvasive genetic biomarker prediction performance in patients with WHO grade 4 diffuse astrocytic gliomas.

Keyphrases

convolutional neural network
contrast enhanced
magnetic resonance imaging
deep learning
patients undergoing
magnetic resonance
genome wide
computed tomography
lymph node metastasis
diffusion weighted imaging
high grade
copy number
low grade
squamous cell carcinoma
gene expression