title: SVM classification and CoMSIA modeling of UGT1A6 interacting molecules.
abstract: The human UDP-glucuronosyltransferase 1A6 (UGT1A6) plays important roles in elimination of many xenobiotics, including drugs. We have experimentally assessed inhibitory properties of 46 compounds toward UGT1A6 catalyzing the glucuronidation of 1-naphthol and built models for predicting compounds interactions with the enzyme. The tested compounds were divided into a training set (n = 31; evaluated by 10-fold cross-validation) and an external test set (n = 15), both of which yielded similar accuracies (80-81%) and Matthews correlation coefficients (0.61-0.63) when classified using support vector machines. Comparative molecular similarity index analysis (CoMSIA) modeling was conducted for nine methods of compound alignment. The most predictive CoMSIA model was analyzed in the light of a homology modeled UGT1A6 structure, with leave-one-out cross-validation, yielding a q² of 0.62 and r² of 0.91 on the training set and a r²(pred) of 0.82 on the test set. The CoMSIA contour plots highlighted the importance of H-bond donors and electrostatic field interactions, accounting for 28% and 25% contribution of the model, respectively.
authors.affiliation: Centre for Drug Research, ‡Division of Pharmaceutical Technology, §Division of Biopharmaceutics and Pharmacokinetics, and ∥Division of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Helsinki , 00100 Helsinki, Finland.
authors.forename: Leo
authors.initials: L
authors.lastname: Ghemtio
authors.forename: Anne
authors.initials: A
authors.lastname: Soikkeli
authors.forename: Marjo
authors.initials: M
authors.lastname: Yliperttula
authors.forename: Jouni
authors.initials: J
authors.lastname: Hirvonen
authors.forename: Moshe
authors.initials: M
authors.lastname: Finel
authors.forename: Henri
authors.initials: H
authors.lastname: Xhaard
mesh_terms: D000595:Amino Acid Sequence; D014453:Glucuronosyltransferase / Q000737:chemistry*; D006860:Hydrogen Bonding; D008958:Models, Molecular; D008969:Molecular Sequence Data; D017386:Sequence Homology, Amino Acid; D060388:Support Vector Machine
chemical_list: C110655:UDP-glucuronosyltransferase, UGT1A6; D014453:Glucuronosyltransferase