Barratt, M.D., D.A. Basketter, M. Chamberlain, G.D. Admans, and J.J. Langowski. An Expert System Rulebase for Identifying Contact Allergens. Toxic in Vitro 1994 8(5): 1053-1060. [Reprinted with permission from Elsevier Science]
There are currently no in vitro methods suitable for the prospective identification of skin sensitizers (contact allergens). Knowledge relating chemical structure to toxicity can be programmed into expert systems. An historical database, containing results of 294 defined single substances tested in the guinea pig maximization (GPMT) carried out according to a single protocol, has been used to derive a set of structural alerts for skin sensitization. Where possible, the approach used was to group the substances according to their most likely mechanism of reaction with skin proteins. Where no mechanisms could be identified, structural alerts were derived empirically for groups of molecules with similar chemical functionality. This process has currently resulted in the production of 40 structure-activity rules which have been incorporated into the expert system DEREK. This system forms an integral part of a strategic approach to the identification of contact allergens.