Using PharmGKB to train text mining approaches for identifying potential gene targets for pharmacogenomic studies

► Automatic classification of drug-gene relations is 85% sensitive and 69% specific. ► Our approach prospectively found more gene targets than manual search. ► Our approach identified new gene targets for pharmacogenomics analysis.