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通过机器学习分子对接和分子动力学方法揭示小檗碱类似物作为大肠杆菌FtsZ的潜在抑制剂

Unveiling Berberine analogues as potential inhibitors of Escherichia coli FtsZ through machine learning molecular docking and molecular dynamics approach.

作者信息

Roy Aditi, Anbarasu Anand

机构信息

Medical and Biological Computing Laboratory, School of Bio-Sciences and Technology (SBST), Vellore Institute of Technology (VIT), Vellore, Tamil Nadu, 632014, India.

Department of Biotechnology, School of Bio-Sciences and Technology (SBST), Vellore Institute of Technology (VIT), Vellore, Tamil Nadu, 632014, India.

出版信息

Sci Rep. 2025 Apr 26;15(1):14668. doi: 10.1038/s41598-025-98835-x.

DOI:10.1038/s41598-025-98835-x
PMID:40287515
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12033256/
Abstract

The bacterial cell division protein FtsZ, a crucial GTPase, plays a vital role in the formation of the contractile Z-ring, which is essential for bacterial cytokinesis. Consequently, inhibiting FtsZ could prevent the formation of proto-filaments and interfere with the cell division machinery. The remarkable conservation of FtsZ across diverse bacterial species makes it a promising drug target for combating drug resistance. In the present study, 1072 berberine analogues were screened for favorable pharmacokinetic properties. A total of 60 compounds that fulfilled the drug-likeliness criteria and were found to be non-toxic were selected for virtual screening against Escherichia coli FtsZ protein (PDB ID: 8GZY). Molecular docking revealed a strong binding affinity of ZINC000524729297 (- 8.73 kcal/mol) and ZINC000604405393 (and - 8.55 kcal/mol) with FtsZ by strong intermolecular hydrogen bonds and hydrophobic interactions. Subsequently, the docking profiles were validated through a 500 ns MD simulation and MMPBSA analysis of the FtsZ-ligand complexes. The analysis revealed the FtsZ- ZINC524729297 and FtsZ-ZINC000604405393 complexes had the lowest root-mean-square deviation with lowest binding energy and enhanced conformational stability in a dynamic environment. These findings suggest that ZINC524729297 and ZINC000604405393 are the potent lead compound that targets FtsZ and requires further experimental validation.

摘要

细菌细胞分裂蛋白FtsZ是一种关键的GTP酶,在收缩性Z环的形成中起着至关重要的作用,而Z环对于细菌胞质分裂必不可少。因此,抑制FtsZ可阻止原丝的形成并干扰细胞分裂机制。FtsZ在不同细菌物种中的显著保守性使其成为对抗耐药性的一个有前景的药物靶点。在本研究中,对1072种小檗碱类似物进行了筛选,以寻找良好的药代动力学特性。总共选择了60种符合类药标准且无毒的化合物,针对大肠杆菌FtsZ蛋白(PDB ID:8GZY)进行虚拟筛选。分子对接显示ZINC000524729297(-8.73 kcal/mol)和ZINC000604405393(-8.55 kcal/mol)通过强分子间氢键和疏水相互作用与FtsZ具有很强的结合亲和力。随后,通过对FtsZ-配体复合物进行500 ns的分子动力学模拟和MMPBSA分析,对对接结果进行了验证。分析表明,FtsZ-ZINC524729297和FtsZ-ZINC000604405393复合物具有最低的均方根偏差、最低的结合能以及在动态环境中增强的构象稳定性。这些发现表明,ZINC524729297和ZINC000604405393是靶向FtsZ的有效先导化合物,需要进一步的实验验证。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/88904907061a/41598_2025_98835_Fig15_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/8ef4dcf92cbb/41598_2025_98835_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/4e5918ce22dd/41598_2025_98835_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/18a2303465c8/41598_2025_98835_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/194659afc45b/41598_2025_98835_Fig10_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/b0e7a00f01c2/41598_2025_98835_Fig11_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/afcb850f77e3/41598_2025_98835_Fig12_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/c564e893ced1/41598_2025_98835_Fig13_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/516361e56bad/41598_2025_98835_Fig14_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/88904907061a/41598_2025_98835_Fig15_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/8ef4dcf92cbb/41598_2025_98835_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/4e5918ce22dd/41598_2025_98835_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/18a2303465c8/41598_2025_98835_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/194659afc45b/41598_2025_98835_Fig10_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/b0e7a00f01c2/41598_2025_98835_Fig11_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/afcb850f77e3/41598_2025_98835_Fig12_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/c564e893ced1/41598_2025_98835_Fig13_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/516361e56bad/41598_2025_98835_Fig14_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/12033256/88904907061a/41598_2025_98835_Fig15_HTML.jpg

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