Drug Design for ALK-Positive NSCLC: an Integrated Pharmacophore-Based 3D QSAR and Virtual Screening Strategy
- 13 November 2017
- journal article
- research article
- Published by Springer Nature in Applied Biochemistry and Biotechnology
- Vol. 185 (1) , 289-315
Abstract
The increasing death rates related to anaplastic lymphoma kinase (ALK)-positive lung cancer culminated in a significant interest in the discovery of novel inhibitors for ALK. In the present research work, pharmacophore-based 3D QSAR modeling and virtual screening strategy have been carried out to address these issues. Initially, a five-point pharmacophore model was developed using the biological data of 50 compounds which includes an FDA-approved ALK inhibitor, crizotinib. Using the generated pharmacophore, a 3D QSAR model was developed and used as a query to screen the DrugBank database. The model was found to be significant (R 2 = 0.9696) with an excellent predictive accuracy (Q 2 = 0.7652) as confirmed through validation of the both training and test molecule activities. Further, Glide docking score and absorption, distribution, metabolism and excretion properties were used to filter the screened candidates. Overall, our analysis results in three hits namely TR1, FAL, ZYW with higher docking scores, and good pharmaceutically relevant properties with increased CNS involvement. It is worth mentioning that FAL and ZYW were found to possess scaffolds with specific activity against ALK protein. We presume that the results obtained from this computational study are of immense importance in the rational designing of novel and more potent ALK inhibitors.Keywords
Funding Information
- Anusandhan National Research Foundation (EMR/2016/001675/HS)
This publication has 70 references indexed in Scilit:
- Pharmacophore and 3D-QSAR Characterization of 6-Arylquinazolin-4-amines as Cdc2-like Kinase 4 (Clk4) and Dual Specificity Tyrosine-phosphorylation-regulated Kinase 1A (Dyrk1A) InhibitorsJournal of Chemical Information and Modeling, 2013
- Receptor-guided 3D-QSAR approach for the discovery of c-kit tyrosine kinase inhibitorsJournal of Molecular Modeling, 2011
- Anaplastic lymphoma kinase in human cancerJournal of Molecular Endocrinology, 2011
- The Effect of Ligand-Based Tautomer and Protomer Prediction on Structure-Based Virtual ScreeningJournal of Chemical Information and Modeling, 2009
- Design and synthesis of 2-amino-pyrazolopyridines as Polo-like kinase 1 inhibitorsBioorganic & Medicinal Chemistry Letters, 2008
- The anaplastic lymphoma kinase in the pathogenesis of cancerNature Reviews Cancer, 2008
- Identification of the transforming EML4–ALK fusion gene in non-small-cell lung cancerNature, 2007
- Extra Precision Glide: Docking and Scoring Incorporating a Model of Hydrophobic Enclosure for Protein−Ligand ComplexesJournal of Medicinal Chemistry, 2006
- The Protein Data BankNucleic Acids Research, 2000
- The generation of 3D models of host-guest complexesAnalytica Chimica Acta, 1992