Presents information on Iconix Pharmaceuticals, a 2004 Best Practices Grand Prize winner in Drug Discovery and Development from "Bio-IT World" periodical. Challenges faced by the company in drug technology development; Features of Drug Signatures, an application used by the company in identifying toxicity.