Predicting Molecular Subtype and Survival of Rhabdomyosarcoma Patients using Deep Learning of H&E Images: A Report from the Children's Oncology Group.

This study demonstrates that high-risk features, including those associated with certain mutations, can be readily identified at diagnosis using deep learning. CNNs are a powerful tool for diagnostic and prognostic prediction of rhabdomyosarcoma which will be tested in prospective COG clinical trials.