3D-QSAR and ADMET studies of morpholino-pyrimidine inhibitors of DprE1 from Mycobacterium tuberculosis.

IF 2.7 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Sonali Tayal, Vasundhara Singh, Sonika Bhatnagar
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引用次数: 0

Abstract

DprE1 is involved in the synthesis of Mycobacterium tuberculosis cell wall and is a potent drug target for Tuberculosis (TB) treatment. The structure and dynamics of the loops L-I and L-II flanking the inhibitor binding site was studied using molecular dynamics (MD) simulation and MMPBSA in Amber v18. Docking and three-dimensional quantitative structure-activity relationship (3D-QSAR) of 55 Morpholino-pyrimidine (MP) inhibitors was carried out using Autodock v1.2.0 and Forge v10. ADMET analysis was done using SwissADME and pkCSM. All MP inhibitors docked in the DprE1 binding pocket, making contacts with L-II residues. MD studies showed that L-I and L-II unfold in the absence of the inhibitor but fold stably structure with reduced protein motions in the presence of MP-38, the highest affinity inhibitor. This was confirmed by k-means clustering and secondary structure analysis. L-II residues, L317, F320 and R325 contributed most towards the MMPBSA binding free energy of MP-38. A robust field-based 3D-QSAR model showed values of r2train = 0.982, r2test = 0.702 and q2 = 0.516. The MP inhibitor field points were broadly divided into negative electrostatics near the A, B rings and hydrophobic electrostatics near the D, E rings. Addition of negative groups at methanone position and ring B as well as addition of hydrophobic and bulky groups at ring E will improve activity. Highly active compounds 47, 49 and 50 of MP series exhibited highly favourable drug-like properties. SAR and ADMET insights attained from this model will help in the development of active DprE1 inhibitors in future.

结核分枝杆菌 DprE1 吗啉嘧啶抑制剂的 3D-QSAR 和 ADMET 研究。
DprE1 参与结核分枝杆菌细胞壁的合成,是治疗结核病(TB)的有效药物靶点。利用分子动力学(MD)模拟和 Amber v18 中的 MMPBSA,研究了抑制剂结合位点侧翼环 L-I 和 L-II 的结构和动力学。使用 Autodock v1.2.0 和 Forge v10 对 55 种吗啉嘧啶(MP)抑制剂进行了对接和三维定量结构-活性关系(3D-QSAR)分析。所有 MP 抑制剂都与 DprE1 结合袋对接,并与 L-II 残基接触。MD 研究表明,在没有抑制剂的情况下,L-I 和 L-II 会展开,但在亲和力最高的抑制剂 MP-38 存在的情况下,L-I 和 L-II 会折叠成稳定的结构,蛋白质运动减少。k-means 聚类和二级结构分析证实了这一点。L-II 残基、L317、F320 和 R325 对 MP-38 与 MMPBSA 结合的自由能贡献最大。基于场的稳健 3D-QSAR 模型显示 r2train = 0.982、r2test = 0.702 和 q2 = 0.516。MP 抑制剂场点大致分为 A、B 环附近的负电性和 D、E 环附近的疏水性。在甲酮位置和 B 环上添加负基团以及在 E 环上添加疏水和大体积基团将提高活性。MP 系列的高活性化合物 47、49 和 50 表现出非常有利的类药物特性。从该模型中获得的 SAR 和 ADMET 见解将有助于未来开发出活性 DprE1 抑制剂。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Biomolecular Structure & Dynamics
Journal of Biomolecular Structure & Dynamics 生物-生化与分子生物学
CiteScore
8.90
自引率
9.10%
发文量
597
审稿时长
2 months
期刊介绍: The Journal of Biomolecular Structure and Dynamics welcomes manuscripts on biological structure, dynamics, interactions and expression. The Journal is one of the leading publications in high end computational science, atomic structural biology, bioinformatics, virtual drug design, genomics and biological networks.
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