Cheminformatics-enhanced discovery of therapeutic agents targeting isocitrate lyase in Mycobacterium tuberculosis infections.

Aftab Alam,Mohammed H Alqarni,Bader S Alotaibi,Farhan R Khan,Md Shamsher Alam,Faris F Aba Alkhayl,Ali A Alhafi,Turki M Almutairi,Zeyad M Alharbi,Faez Falah Alshehri
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Abstract

Tuberculosis (TB) is a global health challenge; therefore, there is an urgent requirement to develop a novel and more effective anti-TB therapeutic. This study targeted the isocitrate lyase (ICL) protein due to its pivotal role in the pathogenicity of Mycobacterium tuberculosis (Mtb). Virtual screening of 8752 bioactive compounds used an ML-based QSAR model and molecular docking. ADMET testing was performed on the top three hits to identify the compound most closely mimicking a drug molecule. The top hits, 648 and 2785758, showed high binding affinity towards ICL with -7.3 and -7 kcal/mol, comparable to the control. These molecules also showed strong binding with the residue Asp108, which plays a vital role in ICL activity. Molecular dynamics simulations showed stability for 648 and 2785758, comparable to the control compound used in this study. It was found that 648 bound to the protein maintained the RMSD constant and consistent at 0.3 nm for a complete 100 ns simulation. 2785758 showed a comparable RMSD trend to the control. Both 648 and 2785758 showed high RMSF for critical residue Asp108. Further, PCA and FEL confirmed the formation of a stable complex. MM/GBSA estimations of binding free energy indicated that compounds 648 had an elevated level of stability (ΔGTOTAL = -28.11 kcal/mol) and 2785758 (ΔGTOTAL = -21.05 kcal/mol). This study suggests that compounds 648 and 2785758 can potentially affect the activity of ICL, leading to its inactivation and ultimately preventing the progression of tuberculosis.Communicated by Ramaswamy H. Sarma.
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通过化学信息学发现针对结核分枝杆菌感染中异柠檬酸酶的治疗药物。
结核病(TB)是一项全球健康挑战;因此,迫切需要开发一种新型、更有效的抗结核疗法。由于异柠檬酸酯裂解酶(ICL)蛋白在结核分枝杆菌(Mtb)的致病性中起着关键作用,因此本研究以该蛋白为目标。利用基于 ML 的 QSAR 模型和分子对接对 8752 种生物活性化合物进行了虚拟筛选。对前三个命中化合物进行了 ADMET 测试,以确定最接近药物分子的化合物。前三名化合物 648 和 2785758 与 ICL 的结合亲和力分别为 -7.3 和 -7 kcal/mol,与对照组相当。这些分子还显示出与 Asp108 残基的强结合力,而 Asp108 残基在 ICL 活性中起着至关重要的作用。分子动力学模拟显示,648 和 2785758 的稳定性与本研究中使用的对照化合物相当。研究发现,648 与蛋白质结合后,在 100 毫微秒的模拟过程中,RMSD 始终保持在 0.3 毫微米。2785758 的 RMSD 变化趋势与对照化合物相当。648 和 2785758 对关键残基 Asp108 都显示出较高的 RMSF。此外,PCA 和 FEL 证实了稳定复合物的形成。MM/GBSA 结合自由能估算结果表明,化合物 648 和 2785758 的稳定性较高(ΔGTOTAL = -28.11 kcal/mol),ΔGTOTAL = -21.05 kcal/mol。这项研究表明,化合物 648 和 2785758 有可能影响 ICL 的活性,导致其失活,最终阻止结核病的发展。
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