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.
引用
收藏
页数:25
相关论文
共 67 条
[51]   The neurobiology of antiepileptic drugs [J].
Rogawski, MA ;
Löscher, W .
NATURE REVIEWS NEUROSCIENCE, 2004, 5 (07) :553-564
[52]   Prediction of drug-induced mitochondrial dysfunction using succinate-cytochrome c reductase activity, QSAR and molecular docking [J].
Rosell-Hidalgo, Alicia ;
Moore, Anthony L. ;
Ghafourian, Taravat .
TOXICOLOGY, 2023, 485
[53]   Development and experimental validation of 3D QSAR models for the screening of thyroid peroxidase inhibitors using integrated methods of computational chemistry [J].
Rudresh, Bharath Basavapattana ;
Tater, Abhishek Kumar ;
Barot, Vaibav ;
Patel, Nitin ;
Desai, Ashita ;
Mitra, Sreerupa ;
Deshpande, Abhay .
HELIYON, 2024, 10 (08)
[54]   A molecular docking and dynamic approach to screen inhibitors against ZnuA1 of Candidatus Liberibacter asiaticus [J].
Saini, Gunjan ;
Dalal, Vikram ;
Gupta, Deena Nath ;
Sharma, Nidhi ;
Kumar, Pravindra ;
Sharma, Ashwani Kumar .
MOLECULAR SIMULATION, 2021, 47 (06) :510-525
[55]   Network Pharmacology Approach to Identify the Calotropis Phytoconstituents' Potential Epileptic Targets and Evaluation of Molecular Docking, MD Simulation, and MM-PBSA Performance [J].
Salaria, Punam ;
Reddy, Amarendar M. .
CHEMISTRY & BIODIVERSITY, 2024, 21 (05)
[56]   In silico investigation of potential phytoconstituents against ligand- and voltage-gated ion channels as antiepileptic agents [J].
Salaria, Punam ;
Rao, N. N. Subrahmanyeswara ;
Dhameliya, Tejas M. ;
Reddy, M. Amarendar .
3 BIOTECH, 2024, 14 (04)
[57]   The burden of epilepsy in the People's Republic of China from 1990 to 2019: epidemiological trends and comparison with the global burden of epilepsy [J].
Shu, Yun ;
Wu, Zhifeng ;
Yang, Xiaolin ;
Song, Min ;
Ye, Yangyang ;
Zhang, Chunqing ;
Yuan, Qing ;
Wang, Li .
FRONTIERS IN NEUROLOGY, 2023, 14
[58]   Synthesis and evaluation of pyrazolo[1,5-b]pyridazines as selective cyclin dependent kinase inhibitors [J].
Stevens, Kirk L. ;
Reno, Michael J. ;
Alberti, Jennifer B. ;
Price, Daniel J. ;
Kane-Carson, Laurie S. ;
Knick, Victoria B. ;
Shewchuk, Lisa M. ;
Hassell, Anne M. ;
Veal, James M. ;
Davis, Stephen T. ;
Griffin, Robert J. ;
Peel, Michael R. .
BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2008, 18 (21) :5758-5762
[59]   Pharmit: interactive exploration of chemical space [J].
Sunseri, Jocelyn ;
Koes, David Ryan .
NUCLEIC ACIDS RESEARCH, 2016, 44 (W1) :W442-W448
[60]   N-phenyl-4-pyrazolo[1,5-b]pyridazin-3-ylpyrimidin-2-amines as potent and selective inhibitors of glycogen synthase kinase 3 with good cellular efficacy [J].
Tavares, FX ;
Boucheron, JA ;
Dickerson, SH ;
Griffin, RJ ;
Preugschat, F ;
Thomson, SA ;
Wang, TY ;
Zhou, HQ .
JOURNAL OF MEDICINAL CHEMISTRY, 2004, 47 (19) :4716-4730