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QSAR, Molecular Docking, MD Simulation and MMGBSA Calculations Approaches to Recognize Concealed Pharmacophoric Features Requisite for the Optimization of ALK Tyrosine Kinase Inhibitors as Anticancer Leads.

Authors :
Jawarkar, Rahul D.
Sharma, Praveen
Jain, Neetesh
Gandhi, Ajaykumar
Mukerjee, Nobendu
Al-Mutairi, Aamal A.
Zaki, Magdi E. A.
Al-Hussain, Sami A.
Samad, Abdul
Masand, Vijay H.
Ghosh, Arabinda
Bakal, Ravindra L.
Source :
Molecules; Aug2022, Vol. 27 Issue 15, p4951-4951, 27p
Publication Year :
2022

Abstract

ALK tyrosine kinase ALK TK is an important target in the development of anticancer drugs. In the present work, we have performed a QSAR analysis on a dataset of 224 molecules in order to quickly predict anticancer activity on query compounds. Double cross validation assigns an upward plunge to the genetic algorithm–multi linear regression (GA-MLR) based on robust univariate and multivariate QSAR models with high statistical performance reflected in various parameters like, fitting parameters; R<superscript>2</superscript> = 0.69–0.87, F = 403.46–292.11, etc., internal validation parameters; Q<superscript>2</superscript><subscript>LOO</subscript> = 0.69–0.86, Q<superscript>2</superscript><subscript>LMO</subscript> = 0.69–0.86, CCC<subscript>cv</subscript> = 0.82–0.93, etc., or external validation parameters Q<superscript>2</superscript><subscript>F1</subscript> = 0.64–0.82, Q<superscript>2</superscript><subscript>F2</subscript> = 0.63–0.82, Q<superscript>2</superscript><subscript>F3</subscript> = 0.65–0.81, R<superscript>2</superscript><subscript>ext</subscript> = 0.65–0.83 including RMSE<subscript>tr</subscript> < RMSE<subscript>cv</subscript>. The present QSAR evaluation successfully identified certain distinct structural features responsible for ALK TK inhibitory potency, such as planar Nitrogen within four bonds from the Nitrogen atom, Fluorine atom within five bonds beside the non-ring Oxygen atom, lipophilic atoms within two bonds from the ring Carbon atoms. Molecular docking, MD simulation, and MMGBSA computation results are in consensus with and complementary to the QSAR evaluations. As a result, the current study assists medicinal chemists in prioritizing compounds for experimental detection of anticancer activity, as well as their optimization towards more potent ALK tyrosine kinase inhibitor. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14203049
Volume :
27
Issue :
15
Database :
Complementary Index
Journal :
Molecules
Publication Type :
Academic Journal
Accession number :
158522497
Full Text :
https://doi.org/10.3390/molecules27154951