The relevance of any molecular fingerprint for drug discovery can be tested by attempting to retrieve known bioactive compounds for a given target by nearest-neighbor searches from one of the known active compounds in a dataset in which the known actives have been mixed with socalled decoys. These decoys are molecules selected randomly from databases to have similar physico-chemical properties as the actives, but which are not documented to be active on the target.