Basic science underlying the genome-based drug discovery will be presented in this lecture. Thereafter, graduate students will be requested to present their own report on the applications of genome-based science, such as personalized medicine, analysis of genetic polymorphism, venture business clusters, etc. Lecture and discussion will be provided in English only (No Japanese!).