A public-private consortium is seeking to cut the time it takes to discover and advance new cancer therapies to the clinic to one year from the six years it takes on average today. Accelerating Therapeutics for Opportunities in Medicine, or ATOM, brings together scientists from government, academia, and industry with the ambitious goal of harnessing supercomputers to transform cancer drug discovery into a rapid process that can determine molecules that will be safe and effective before advancing them to human clinical trials. We spoke to Michelle Arkin, a member of ATOM and associate professor of pharmaceutical chemistry at the University of California, San Francisco’s school of Pharmacy, about the consortium, the approach its taking, and why it may alter the way therapies for a much broader range of diseases than cancer are developed.