Fig. 1: The overview of the study design, including the deep learning imaging signature (DLIS) development and validation.

The architecture of the deep convolutional neural network is also shown. T1w, T1c, T2w, and FLAIR are short for T1-weighted, T1-weighted gadolinium contrast-enhanced, T2-weighted, and fluid-attenuated inversion recovery imaging, respectively.