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Quantitative Structure Activity Relationships: An overview

Quantitative Structure Activity Relationships: An overviewPrachi PradeepOak Ridge Institute for Science and Education Research Participant National Center for Computational Toxicology Environmental Protection AgencyDisclaimer: The views expressed in this presentation are those of the authors and do not necessarily reflect the views or polici es of the EPAM otivation: Current status and prospects of QSAR Modeling in Medical Devices CommunityQSAR: DefinitionStructure- Activity Relationship (SAR) is an approach to find qualitative relationships between chemical Structure and their biological activityQuantitative Structure Activity Relationship (QSAR) modelsare theoretical models that relate a Quantitative measure of chemical Structure to a physical property, or a biological activityPrinciple: Structurally similar chemicals are likely to have similar physicochemical and biological propertiesQSAR models are of the form: Apred= f(D1,D2.)

•Support prioritization in the absence of experimental data ... used as the test set. • Leave one out cross-validation: N models are developed each with (N − 1) chemicals as training set and 1 chemical ... Lack of proper chemical coverage in the training datasets which affects the applicability domain of the models and

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