The screening system utilizes dynamic measurements of pathway activity to detect the activities of drugs within cellular pathways. The methods of the invention can be used to identify previously unknown drug activities and therapeutic uses, even for drugs that have been well characterized with standard biochemical assays. We demonstrated the utility of the invention by screening a portion of the known pharmacopeia. We identified dozens of drugs, previously or currently marked for a variety of indications, with surprising and previously-unsuspected activity against “hallmark” cancer pathways. We also showed that over 20 of these drugs indeed have anti-proliferative activity in human tumor cells, underscoring the utility and predictability of the screening system. The methodology will extend the utility of the current pharmacopeia and provide the basis for de novo discovery of drugs with a broad range of therapeutic indications.