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通过 3D-QSAR、共价对接、ADMET 分析、分子动力学模拟和吡唑嘧啶衍生物的结合自由能对强效和选择性 Janus 激酶 3(JAK3)抑制剂的计算机发现。

In silico discovery of potent and selective Janus kinase 3 (JAK3) inhibitors through 3D-QSAR, covalent docking, ADMET analysis, molecular dynamics simulations, and binding free energy of pyrazolopyrimidine derivatives.

机构信息

LIMAS, Department of Chemical Sciences, Faculty of Sciences Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez, Morocco.

Biophysics Department, Faculty of Science, Cairo University, Giza, Egypt.

出版信息

J Biomol Struct Dyn. 2024 Jun;42(9):4817-4833. doi: 10.1080/07391102.2023.2222839. Epub 2023 Jun 20.

DOI:10.1080/07391102.2023.2222839
PMID:37338041
Abstract

Rheumatoid arthritis is a prevalent and debilitating chronic disease worldwide. Targeting Janus kinase 3 (JAK3) has emerged as a crucial molecular strategy to treat this condition. In this study, we employed a comprehensive theoretical approach that included 3D-QSAR, covalent docking, ADMET, and molecular dynamics to propose and optimize new anti-JAK3 compounds. We investigated a series of 28 1H-pyrazolo[3.4-d]pyrimidin-4-amino inhibitors and developed a highly accurate 3D-QSAR model using comparative molecular similarity index analysis (COMSIA). The model predicted with Q = 0.59, R = 0.96, and R = 0.89, was validated using Y-randomization and external validation methods. Our covalent docking studies identified T3 and T5 as highly potent inhibitors of JAK3 compared to the reference ligand 17. Additionally, we evaluated the ADMET properties and drug similarity of our newly developed compounds and reference ligand, providing critical insights for further optimization of anti-JAK3 medications. Furthermore, MM-GBSA analysis showed promising results for the designed compounds. Finally, we validated our docking results using molecular dynamics simulations, which confirmed the stability of hydrogen bonding contacts with key residues required to block JAK3 activity. Our findings offer new chemical scaffolds and insights that could lead to the development of novel and effective JAK3 therapeutic targets for treating rheumatoid arthritis.Communicated by Ramaswamy H. Sarma.

摘要

类风湿关节炎是一种全球性的普遍且使人虚弱的慢性疾病。靶向 Janus 激酶 3(JAK3)已成为治疗这种疾病的重要分子策略。在这项研究中,我们采用了一种全面的理论方法,包括 3D-QSAR、共价对接、ADMET 和分子动力学,以提出和优化新的抗 JAK3 化合物。我们研究了一系列 28 种 1H-吡唑并[3.4-d]嘧啶-4-氨基抑制剂,并使用比较分子相似性指数分析(COMSIA)开发了一个高度准确的 3D-QSAR 模型。该模型的预测值 Q = 0.59、R = 0.96 和 R = 0.89,通过 Y 随机化和外部验证方法进行了验证。我们的共价对接研究表明,与参考配体 17 相比,T3 和 T5 是 JAK3 的高效抑制剂。此外,我们评估了新开发的化合物和参考配体的 ADMET 性质和药物相似性,为进一步优化抗 JAK3 药物提供了关键见解。此外,MM-GBSA 分析对设计化合物显示出有希望的结果。最后,我们使用分子动力学模拟验证了我们的对接结果,该模拟证实了与抑制 JAK3 活性所需的关键残基形成氢键接触的稳定性。我们的研究结果提供了新的化学支架和见解,这可能会导致开发治疗类风湿关节炎的新型有效 JAK3 治疗靶标。由 Ramaswamy H. Sarma 交流。

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