This document discusses the use of pharmacogenomics for personalized medicine. It defines key terms like pharmacogenomics and pharmacogenetics. It describes how genetic variations can be identified and linked to differences in drug response and phenotypes. Specific examples are given of actionable genotypes for warfarin and codeine metabolism. Challenges and opportunities for further research in implementing pharmacogenomics in clinical practice are also outlined.