Novel approaches to cancer diagnosis and treatment, spearheaded by the dedicated team behind the Argonne-led CANcer Distributed Learning Environment (CANDLE) project, seek new and highly targeted ways to fight back against cancer’s devastating impacts. The CANDLE project is building a software environment that will bring the combined power of exascale computing and deep learning to bear on the challenges of cancer research, diagnosis, and treatment.