Defining drug targets is not easy. In this paper groups from Stanford and UCSF use ultra-complex shRNA libraries to quickly determine that the target of the novel lethal small molecule STF-118804 was NAMPT, an enzyme needed for NAD+ synthesis. This approach could be applied in some cases (like the yeast HIP assay) to quickly define candidate drug targets.