title: Use of Diverse Chemometric and Validation Methods to Accurately Predict Human Urotensin-II Receptor Antagonist Activity.
abstract: Despite being identified as the most potent receptor related to vasoconstriction, human urotensin-II receptor (hUT) has not been fully explored as a target for the treatment of cardiovascular diseases. In view of this and with an aim to identify precise structural requirements for binding of hUT antagonists, we endeavoured to develop, for the first time, multivariate QSAR models using chemometric methods like partial least squares (PLS) and feed-forward neural network (FFNN). A set of 48 pyrrolidine derivatives having hUT binding affinity was used for multivariate model development. The accuracy and predictability of the developed models was evaluated using crossvalidation. The PLS model showed good correlation between selected descriptors and Ki values (r(2) =0.745 and r(2) (CV) =0.773). However, the predictive performance of FFNN was better than the PLS technique with r(2) =0.810. The study clearly suggests the role of lipophilic and steric descriptors in the ligand-hUT interactions. The QSAR models generated can be successfully extended to predict the binding affinities and for the effective design of novel hUT antagonists.
authors.forename: Anubhuti
authors.initials: A
authors.lastname: Pandey
authors.forename: Sarvesh
authors.initials: S
authors.lastname: Paliwal
authors.forename: Rakesh
authors.initials: R
authors.lastname: Yadav
authors.affiliation: Department of Pharmacy, Banasthali University, Tonk, Rajasthan-304022, India. paliwalsarvesh@yahoo.com.
authors.forename: Shailendra
authors.initials: S
authors.lastname: Paliwal
mesh_terms: D006801:Humans; D016018:Least-Squares Analysis; D008024:Ligands; D008958:Models, Molecular; D016571:Neural Networks, Computer; D011759:Pyrrolidines / Q000737:chemistry* / Q000494:pharmacology*; D021281:Quantitative Structure-Activity Relationship; D043562:Receptors, G-Protein-Coupled / Q000037:antagonists & inhibitors* / Q000378:metabolism*
chemical_list: D008024:Ligands; D011759:Pyrrolidines; D043562:Receptors, G-Protein-Coupled; C121697:UTS2R protein, human