鉴定基于吡唑的糖原合酶激酶-3β(GSK-3β)强效抑制剂的综合计算方法:3D-QSAR、虚拟筛选、对接、MM/GBSA、EC、MD 模拟研究。

IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Molecular Diversity Pub Date : 2024-11-19 DOI:10.1007/s11030-024-11026-0
Desu Gayathri Niharika, Punam Salaria, M Amarendar Reddy
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引用次数: 0

摘要

糖原合成酶激酶-3β(GSK-3β)在各种细胞过程中发挥着重要作用,因此已成为一个关键靶点。GSK-3β 活性失调可导致离子通道紊乱,维持异常兴奋性,并导致癫痫和其他 GSK-3β 相关疾病的发病机制。利用三维定量结构-活性关系(3D-QSAR)、虚拟筛选、分子对接和分子动力学等方法,研究了一组 82 个吡唑类似物的结构特征。经内部和外部方法验证,QSAR 模型具有很高的稳健性,相关系数 r2training = 0.99、交叉验证系数 q2 = 0.79、r2test = 0.69 和 r2external = 0.74。活性图谱模型中的 "活性平均值 "确定了 17 个具有活性的分子。随后对 17 个活性分子进行了基于药效学的虚拟筛选,得出了 70 个化合物,并将其作为预测集,以确定潜在的 GSK-3β 抑制剂。对接研究将化合物 P66 确定为有希望的先导化合物,其对接得分为 - 10.555 kcal/mol。静电位(ESP)、静电互补性(EC)和分子机理/广义玻恩表面积(MM/GBSA)分析进一步证实了这些发现。此外,500 ns 的分子动力学(MD)模拟证实,在整个模拟期间,主角复合物的结构和构象都很稳定。因此,这项研究表明,化合物 P66 有可能成为抑制 GSK-3β 的强效候选先导化合物,为 GSK-3β 相关疾病(包括癫痫)提供一种新的治疗方法。
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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.

Glycogen synthase kinase-3β (GSK-3β) has emerged as a crucial target due to its substantial contribution in various cellular processes. Dysfunctional GSK-3β activity can lead to ion channel disturbances, sustain abnormal excitability, and contribute to the pathogenesis of epilepsy and other GSK-3β-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-3β 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-3β, offering a novel therapeutic approach for GSK-3β related disorders, including epilepsy.

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来源期刊
Molecular Diversity
Molecular Diversity 化学-化学综合
CiteScore
7.30
自引率
7.90%
发文量
219
审稿时长
2.7 months
期刊介绍: Molecular Diversity is a new publication forum for the rapid publication of refereed papers dedicated to describing the development, application and theory of molecular diversity and combinatorial chemistry in basic and applied research and drug discovery. The journal publishes both short and full papers, perspectives, news and reviews dealing with all aspects of the generation of molecular diversity, application of diversity for screening against alternative targets of all types (biological, biophysical, technological), analysis of results obtained and their application in various scientific disciplines/approaches including: combinatorial chemistry and parallel synthesis; small molecule libraries; microwave synthesis; flow synthesis; fluorous synthesis; diversity oriented synthesis (DOS); nanoreactors; click chemistry; multiplex technologies; fragment- and ligand-based design; structure/function/SAR; computational chemistry and molecular design; chemoinformatics; screening techniques and screening interfaces; analytical and purification methods; robotics, automation and miniaturization; targeted libraries; display libraries; peptides and peptoids; proteins; oligonucleotides; carbohydrates; natural diversity; new methods of library formulation and deconvolution; directed evolution, origin of life and recombination; search techniques, landscapes, random chemistry and more;
期刊最新文献
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. Transcriptome and interactome-based analyses to unravel crucial proteins and pathways involved in Acinetobacter baumannii pathogenesis. Fe3O4@SiO2@[Aminoglycol][Formate] as a new superparamagnetic nanocatalyst and [Aminoglycol][Formate] as a novel ionic liquid catalyst for preparation of new dimethyldihydropyrimido[4,5-b]quinolone derivatives. Identification of potential antigenic proteins and epitopes for the development of a monkeypox virus vaccine: an in silico approach. In silico studies on nicotinamide analogs as competitive inhibitors of nicotinamidase in methicillin-resistant Staphylococcus aureus.
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