Automatic 1p/19q co-deletion identification of gliomas by MRI using deep learning U-net network

•A new pipeline using U-net for genotype classification.•Expanded data volume, modalities and tumor grade range while ensuring satisfying accuracy rate.•Attempt to reveal the decision process of the neural network through a heat map.