Metabolism plays a critical role in the bioavailability of drugs, food additives, agrochemicals, and industrial chemicals. Knowledge of the specific metabolites resulting from these transformations is often important in understanding toxicities, efficacy (in the case of prodrugs), and clearance, along with many other key aspects of drug pharmacokinetics. Thus, models for metabolite prediction can very useful in drug design and toxicity.