This document discusses the history and future of personalized medicine. It outlines key discoveries from the 19th century of identifying specific germs that cause diseases through the 1960s of high-throughput screening of chemical compounds. The era of personalized medicine is characterized as predictive, preventive, participatory and personalized with a focus on programmatic approaches using an individual's genetics, behaviors and environment to tailor medical treatment.