Precision medicine involves the treatment of diseases through a therapeutic strategy precisely tailored to a patient's requirements. This book presents statistical methods for designing precision medicine strategies based on mapping the genetic interactions involved in drug response. It covers pharmacodynamic and pharmacokinetic processes and genetic mapping techniques. Both simulated and real examples illustrate the methods, with software code and data available online.