Starting with the results of the mutagenicity of 100 chemicals, we use CASE, a structure activity relational system, to select additional chemicals for inclusion into a data base. We demonstrate that a data base consisting of approximately 180 carefully selected chemicals is as predictive as the analysis based upon 820 'unselected' chemicals.