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基于蒙特卡洛副本交换的蛋白质构象系综对接

Monte Carlo replica-exchange based ensemble docking of protein conformations.

作者信息

Zhang Zhe, Ehmann Uwe, Zacharias Martin

机构信息

Physik-Department T38, Technische Universität München, Garching, 85748, Germany.

Department Chemie, Technische Universität München, Biomolecular NMR and Munich Center for Integrated Protein Science, Garching, 85747, Germany.

出版信息

Proteins. 2017 May;85(5):924-937. doi: 10.1002/prot.25262. Epub 2017 Feb 16.

Abstract

A replica-exchange Monte Carlo (REMC) ensemble docking approach has been developed that allows efficient exploration of protein-protein docking geometries. In addition to Monte Carlo steps in translation and orientation of binding partners, possible conformational changes upon binding are included based on Monte Carlo selection of protein conformations stored as ordered pregenerated conformational ensembles. The conformational ensembles of each binding partner protein were generated by three different approaches starting from the unbound partner protein structure with a range spanning a root mean square deviation of 1-2.5 Å with respect to the unbound structure. Because MC sampling is performed to select appropriate partner conformations on the fly the approach is not limited by the number of conformations in the ensemble compared to ensemble docking of each conformer pair in ensemble cross docking. Although only a fraction of generated conformers was in closer agreement with the bound structure the REMC ensemble docking approach achieved improved docking results compared to REMC docking with only the unbound partner structures or using docking energy minimization methods. The approach has significant potential for further improvement in combination with more realistic structural ensembles and better docking scoring functions. Proteins 2017; 85:924-937. © 2016 Wiley Periodicals, Inc.

摘要

已开发出一种复制交换蒙特卡罗(REMC)系综对接方法,该方法能有效探索蛋白质 - 蛋白质对接几何结构。除了结合伴侣在平移和取向上的蒙特卡罗步骤外,基于对存储为有序预生成构象系综的蛋白质构象进行蒙特卡罗选择,还纳入了结合时可能的构象变化。每个结合伴侣蛋白的构象系综通过三种不同方法生成,起始于未结合伴侣蛋白结构,相对于未结合结构的均方根偏差范围为1 - 2.5 Å。由于在运行时进行蒙特卡罗采样以选择合适的伴侣构象,与系综交叉对接中每个构象对的系综对接相比,该方法不受系综中构象数量的限制。尽管只有一小部分生成的构象与结合结构更接近,但与仅使用未结合伴侣结构的REMC对接或使用对接能量最小化方法相比,REMC系综对接方法取得了更好的对接结果。与更真实的结构系综和更好的对接评分函数相结合,该方法具有进一步改进的巨大潜力。《蛋白质》2017年;85:924 - 937。© 2016威利期刊公司。

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