Pharmacophore modeling, quantitative structure-activity relationship analysis, and in silico screening reveal potent glycogen synthase kinase-3beta inhibitory activities for cimetidine, hydroxychloroquine, and gemifloxacin

J Med Chem. 2008 Apr 10;51(7):2062-77. doi: 10.1021/jm7009765. Epub 2008 Mar 7.

Abstract

The pharmacophoric space of glycogen synthase kinase-3beta (GSK-3beta) was explored using two diverse sets of inhibitors. Subsequently, genetic algorithm and multiple linear regression analysis were employed to select optimal combination of pharmacophores and physicochemical descriptors that access self-consistent and predictive quantitative structure-activity relationship (QSAR) against 132 training compounds ( r (2) 123 = 0.663, F = 24.6, r (2) LOO = 0.592, r (2) PRESS against 29 external test inhibitors = 0.695). Two orthogonal pharmacophores emerged in the QSAR, suggesting the existence of at least two distinct binding modes accessible to ligands within GSK-3beta binding pocket. The validity of the QSAR equation and the associated pharmacophores was established by the identification of three nanomolar GSK-3beta inhibitors retrieved from our in-house-built structural database of established drugs, namely, hydroxychloroquine, cimetidine, and gemifloxacin. Docking studies supported the binding modes suggested by the pharmacophore/QSAR analysis. In addition to being excellent leads for subsequent optimization, the anti-GSK-3beta activities of these drugs should have significant clinical implications.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms
  • Binding Sites
  • Cimetidine / chemistry
  • Cimetidine / pharmacology*
  • Computer Simulation*
  • Enzyme Inhibitors / chemistry
  • Enzyme Inhibitors / pharmacology
  • Fluoroquinolones / chemistry
  • Fluoroquinolones / pharmacology*
  • Gemifloxacin
  • Glycogen Synthase Kinase 3 / antagonists & inhibitors*
  • Glycogen Synthase Kinase 3 beta
  • Hydroxychloroquine / chemistry
  • Hydroxychloroquine / pharmacology*
  • Linear Models
  • Models, Molecular
  • Molecular Structure
  • Naphthyridines / chemistry
  • Naphthyridines / pharmacology*
  • Predictive Value of Tests
  • Quantitative Structure-Activity Relationship*
  • Sequence Analysis, Protein / methods
  • Software

Substances

  • Enzyme Inhibitors
  • Fluoroquinolones
  • Naphthyridines
  • Hydroxychloroquine
  • Cimetidine
  • Glycogen Synthase Kinase 3 beta
  • Glycogen Synthase Kinase 3
  • Gemifloxacin