Healthcare digitization is booming and data-driven innovations are disrupting drug discovery. But we must learn how to use these emerging technologies better so that we can ask more sophisticated questions, and come up with deeper insights into biology and the understanding and treatment of disease. David Shaywitz talks about disruptive innovators and offers some sober views on how hard it is to re-invent drug R&D.