Bioinformatics · 2015 · 123 citations · 9 references
MedicineBioinformaticsPharmacologyDrug DiscoveryDrug MetabolismMetabolismBiotransformation PathwaysCytochrome P450 EnzymesCytochrome P450-mediated MetabolismDrug-metabolizing EnzymesMetabolism ModelingStructure-metabolism RelationshipsDrug Metabolism PredictionMetabolic Route PredictionMetabolite PredictionStructure - Metabolism Relationship AnalysisWeb Server Architecture
UNLABELLED: A new freely available web server site of metabolism predictor to predict the sites of metabolism (SOM) based on the structural formula of chemicals has been developed. It is based on the analyses of 'structure-SOM' relationships using a Bayesian approach and labelled multilevel neighbourhoods of atoms descriptors to represent the structures of over 1000 metabolized xenobiotics. The server allows predicting SOMs that are catalysed by 1A2, 2C9, 2C19, 2D6 and 3A4 isoforms of cytochrome P450 and enzymes of the UDP-glucuronosyltransferase family. The average invariant accuracy of prediction that was calculated for the training sets (using leave-one-out cross-validation) and evaluation sets is 0.9 and 0.95, respectively. AVAILABILITY AND IMPLEMENTATION: Freely available on the web at http://www.way2drug.com/SOMP.
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A. E. Dalby, James G. Nourse, W. Douglas Hounshell et al. · Journal of Chemical Information and Computer Sciences · 1992 · 647 citations
JSME: a free molecule editor in JavaScript
Bruno Bienfait, Peter Ertl · Journal of Cheminformatics · 2013 · 316 citations · Full text