1994
DOI: 10.1016/0887-2333(94)90244-5
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An expert system rulebase for identifying contact allergens

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Cited by 117 publications
(61 citation statements)
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“…Here, structure-activity relationship models are directed towards a fuller understanding of the relationship between chemical structure and physicochemical properties and skin-sensitizing activity, in order ideally to derive quantitative structure-activity relationships (QSAR), linked perhaps to the development of expert, rule-based systems. In this context, parameters that appear to be of particular importance are protein reactivity and lipophilicity associated with the capacity to penetrate into the viable epidermis [51]. The correlation of the protein reactivity of chemicals with their skin SENSITIZATION potential is well established [52], so that it is now accepted that if a chemical is capable of reacting with a protein either directly or after appropriate (bio)chemical transformation, it has the potential to be a contact ALLERGEN, assuming of course that it can accumulate in the appropriate epidermal compartment.…”
Section: Structure-activity Relationshipsmentioning
confidence: 98%
“…Here, structure-activity relationship models are directed towards a fuller understanding of the relationship between chemical structure and physicochemical properties and skin-sensitizing activity, in order ideally to derive quantitative structure-activity relationships (QSAR), linked perhaps to the development of expert, rule-based systems. In this context, parameters that appear to be of particular importance are protein reactivity and lipophilicity associated with the capacity to penetrate into the viable epidermis [51]. The correlation of the protein reactivity of chemicals with their skin SENSITIZATION potential is well established [52], so that it is now accepted that if a chemical is capable of reacting with a protein either directly or after appropriate (bio)chemical transformation, it has the potential to be a contact ALLERGEN, assuming of course that it can accumulate in the appropriate epidermal compartment.…”
Section: Structure-activity Relationshipsmentioning
confidence: 98%
“…These rules describe the substructures of chemical molecules potentially responsible for adverse health effects [Ridings et al 1996]. As part of the DEREK™ expert system architecture, a rule base for APPENDIX C • Identifying skin corrosives and sensitizers using physicochemical properties and structure activity relationship-based analysis identifying potential contact allergens was derived using results of the guinea pig maximization test conducted for 294 substances classified as strong or moderate sensitizers [Barratt et al 1994]. The rule base initially consisted of 40 structural rules and has been continuously updated since its inception.…”
Section: C2 Using Structural Alerts Implemented In the Derek™ Expertmentioning
confidence: 99%
“…In the first instance, a substance of defined chemical structure to be investigated is entered into the DEREK (deduction of risk from existing knowledge) expert system (28,29) to determine if it contains a structural alert a fragment of chemical structure that could lead to the reactivity component of skin sensitization (30). If no structural alert is identified, the chemical is not likely to be a significant skin sensitizer; however, this should be confirmed using a standard animal assay-the mouse local lymph node assay (LLNA) (31) is considered most appropriate.…”
Section: Integrated Approachesmentioning
confidence: 99%