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开发改进结合能估算和虚拟筛选的新方法:PARP 案例研究。

Developing novel approaches to improve binding energy estimation and virtual screening: a PARP case study.

机构信息

MolTech Ltd, Moscow, Leninskie gory, Russia.

出版信息

J Mol Model. 2009 Nov;15(11):1337-47. doi: 10.1007/s00894-009-0497-y. Epub 2009 Apr 16.

DOI:10.1007/s00894-009-0497-y
PMID:19370366
Abstract

Poly-(ADP-ribose)-polymerase (PARP) is a promising anti-cancer target as it plays a crucial role in the cellular reparation and survival mechanisms. However, the development of a robust and cost effective experimental technique to screen PARP inhibitors is still a scientific challenge owing to the difficulties in quantitative detection of the enzyme activity. In this work we demonstrate that the computational chemistry tools including molecular docking and scoring can perform on par with the experimental studies in assessing binding constants and in the recovery of active compounds in virtual screening. Using the recently introduced Lead Finder software we were able to dock a set of 142 well characterized PARP inhibitors and obtain a good correlation between the calculated and experimentally measured binding energies with the rmsd of 1.67 kcal mol(-1). Additionally, fine-tuning of the energy scaling coefficients within the Lead Finder scoring function has further decreased rmsd to the value of 0.88 kcal mol(-1). Moreover, we were able to reproduce the selectivity of ligand binding between the two isoforms of the enzyme-PARP1 and PARP2-suggesting that the Lead Finder software can be used to design isoform-selective inhibitors of PARP. An impressive enrichment was obtained in the virtual screening experiment, in which the mentioned set of PARP inhibitors was mixed with a commercial library of 300,000 compounds. We also demonstrate that the virtual screening performance can be significantly improved by an additional structural filtration of the docked ligand poses through detection of the crucial hydrogen bonding interactions with the enzyme.

摘要

聚(ADP-核糖)聚合酶(PARP)是一种很有前途的抗癌靶点,因为它在细胞修复和生存机制中起着至关重要的作用。然而,由于酶活性的定量检测困难,开发一种强大且经济有效的实验技术来筛选 PARP 抑制剂仍然是一个科学挑战。在这项工作中,我们证明了计算化学工具,包括分子对接和评分,可以与实验研究相媲美,用于评估结合常数和在虚拟筛选中恢复活性化合物。使用最近引入的 Lead Finder 软件,我们能够对接一组 142 种经过充分表征的 PARP 抑制剂,并获得计算和实验测量的结合能之间的良好相关性,均方根偏差(rmsd)为 1.67 kcal/mol。此外,在 Lead Finder 评分函数中对能量缩放系数进行微调,进一步将 rmsd 降低到 0.88 kcal/mol。此外,我们还能够再现酶的两种同工型(PARP1 和 PARP2)之间配体结合的选择性,表明 Lead Finder 软件可用于设计 PARP 的同工型选择性抑制剂。在虚拟筛选实验中获得了令人印象深刻的富集,其中提到的 PARP 抑制剂组与 300,000 种化合物的商业文库混合。我们还证明,通过检测与酶的关键氢键相互作用,对对接配体构象进行额外的结构过滤,可以显著提高虚拟筛选的性能。

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本文引用的文献

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Lead finder: an approach to improve accuracy of protein-ligand docking, binding energy estimation, and virtual screening.铅离子寻找器:一种提高蛋白质-配体对接、结合能估计和虚拟筛选准确性的方法。
J Chem Inf Model. 2008 Dec;48(12):2371-85. doi: 10.1021/ci800166p.
2
Recommendations for evaluation of computational methods.计算方法评估建议。
J Comput Aided Mol Des. 2008 Mar-Apr;22(3-4):133-9. doi: 10.1007/s10822-008-9196-5. Epub 2008 Mar 13.
3
The diverse biological roles of mammalian PARPS, a small but powerful family of poly-ADP-ribose polymerases.
Mol Biol Int. 2012;2012:976385. doi: 10.1155/2012/976385. Epub 2012 Aug 8.
4
Lead Finder docking and virtual screening evaluation with Astex and DUD test sets.Lead Finder 对接和虚拟筛选评估与 Astex 和 DUD 测试集。
J Comput Aided Mol Des. 2012 Jun;26(6):725-35. doi: 10.1007/s10822-012-9549-y. Epub 2012 May 9.
5
The 1.8 Å cholix toxin crystal structure in complex with NAD+ and evidence for a new kinetic model.与 NAD+ 结合的 1.8Å 胆绿素毒素晶体结构及新动力学模型的证据
J Biol Chem. 2012 Jun 15;287(25):21176-88. doi: 10.1074/jbc.M111.337311. Epub 2012 Apr 25.
哺乳动物PARP的多种生物学作用,PARP是一个虽小但功能强大的聚ADP核糖聚合酶家族。
Front Biosci. 2008 Jan 1;13:3046-82. doi: 10.2741/2909.
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Role of poly(ADP-ribose) polymerase 1 (PARP-1) in cardiovascular diseases: the therapeutic potential of PARP inhibitors.聚(ADP - 核糖)聚合酶1(PARP - 1)在心血管疾病中的作用:PARP抑制剂的治疗潜力
Cardiovasc Drug Rev. 2007 Fall;25(3):235-60. doi: 10.1111/j.1527-3466.2007.00018.x.
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Bioorg Med Chem Lett. 2007 Oct 15;17(20):5577-81. doi: 10.1016/j.bmcl.2007.07.091. Epub 2007 Aug 22.
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Novel poly(ADP-ribose) polymerase-1 inhibitors.新型聚(ADP - 核糖)聚合酶 -1抑制剂
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