Integrated computational approaches for identification of potent pyrazole-based glycogen synthase kinase-3β (GSK-3β) inhibitors: 3D-QSAR, virtual screening, docking, MM/GBSA, EC, MD simulation studies

被引:2
作者
Niharika, Desu Gayathri [1 ]
Salaria, Punam [1 ]
Reddy, M. Amarendar [1 ]
机构
[1] Natl Inst Technol Andhra Pradesh, Sch Sci, Dept Chem, Tadepalligudem 534101, Andhra Prades, India
关键词
3D-QSAR; GSK-3; beta; Pyrazoles; Virtual screening; Molecular docking; Molecular dynamics simulation; INDAZOLE DERIVATIVES; DESIGN; KINASE; QSAR; PHOSPHORYLATION; PREDICTION; EPILEPSY; PATHWAY; ANALOGS; ERK;
D O I
10.1007/s11030-024-11026-0
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Glycogen synthase kinase-3 beta (GSK-3 beta) has emerged as a crucial target due to its substantial contribution in various cellular processes. Dysfunctional GSK-3 beta activity can lead to ion channel disturbances, sustain abnormal excitability, and contribute to the pathogenesis of epilepsy and other GSK-3 beta-related disorders. A set of 82 pyrazole analogs was utilized to study its structural features using a three-dimensional quantitative structure-activity relationship (3D-QSAR), virtual screening, molecular docking, and molecular dynamics. The QSAR model, validated using internal and external methods, demonstrated robustness with a high correlation coefficient r2training = 0.99, cross-validation coefficient q2 = 0.79, r2test = 0.69, and r2external = 0.74. The "Average of Actives" in the Activity Atlas model identified 17 molecules as active. Subsequent pharmacophore-based virtual screening of 17 actives yielded 70 compounds, which were selected as the prediction set to determine the potential GSK-3 beta inhibitors. Docking studies pinpointed compound P66 as the promising lead compound, with a docking score of - 10.555 kcal/mol. These findings were further supported by electrostatic potential (ESP), electrostatic complementarity (EC), and Molecular Mechanics/Generalized Born Surface Area (MM/GBSA) analyses. Furthermore, a 500 ns molecular dynamics (MD) simulation confirmed the structural and conformational stability of the lead complex throughout the simulation period. As a result, this study suggests that compound P66 holds the potential to be a potent lead candidate for the inhibition of GSK-3 beta, offering a novel therapeutic approach for GSK-3 beta related disorders, including epilepsy.
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页数:25
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