In biopharmaceutical statistics, simulation plays an indispensable role. Statisticians conduct simulation studies to thoroughly characterize different statistical methodologies and to compare their performance in terms of type I error, power, sample sizes, etc. This book offers programming codes (SAS and/or R), introduction of both classical and adaptive designs, practical applications of these designs, and introduction of special clinical trial designs such as dose response studies, or biomarker informed adaptive designs.