Predicting drug-drug interactions involves understanding the mechanism of action of drugs and their metabolic pathways. Software tools and databases can also assist in predicting interactions by providing comprehensive interaction profiles based on existing data. Pharmacogenomic studies can further enhance predictions by considering individual genetic variations that affect drug metabolism.