| Drug discovery and development is an  intense, lengthy and an interdisciplinary endeavor. Drug discovery is mostly  portrayed as a linear, consecutive process that starts with target and lead  discovery, followed by lead optimization and pre-clinical in vitro and in vivo studies to determine if such compounds satisfy a number of pre-set criteria for  initiating clinical development. For the pharmaceutical industry,  the number of years to bring a drug from discovery to market is approximately 12-14  years and costing upto $1.2 - $1.4 billion dollars. Traditionally, drugs were discovered by synthesizing compounds in a time-consuming  multi-step processes against a battery of in  vivo biological screens and further investigating the promising candidates  for their pharmacokinetic properties, metabolism and potential toxicity. Such a  development process has resulted in high attrition rates with failures  attributed to poor pharmacokinetics (39%), lack of efficacy (30%), animal  toxicity (11%), adverse effects in humans (10%) and various commercial and  miscellaneous factors. Today, the process of drug discovery has  been revolutionized with the advent of genomics, proteomics, bioinformatics and  efficient technologies like, combinatorial chemistry, high throughput screening  (HTS), virtual screening, de novo design, in vitro, in silico ADMET screening and  structure-based drug design.  |