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应对近期的对接挑战:一种整合基于模板和自由蛋白质-蛋白质对接的混合策略。

Addressing recent docking challenges: A hybrid strategy to integrate template-based and free protein-protein docking.

作者信息

Yan Yumeng, Wen Zeyu, Wang Xinxiang, Huang Sheng-You

机构信息

School of Physics, Huazhong University of Science and Technology, Wuhan Hubei, 430074, People's Republic of China.

出版信息

Proteins. 2017 Mar;85(3):497-512. doi: 10.1002/prot.25234. Epub 2017 Jan 24.

Abstract

Protein-protein docking is an important computational tool for predicting protein-protein interactions. With the rapid development of proteomics projects, more and more experimental binding information ranging from mutagenesis data to three-dimensional structures of protein complexes are becoming available. Therefore, how to appropriately incorporate the biological information into traditional ab initio docking has been an important issue and challenge in the field of protein-protein docking. To address these challenges, we have developed a Hybrid DOCKing protocol of template-based and template-free approaches, referred to as HDOCK. The basic procedure of HDOCK is to model the structures of individual components based on the template complex by a template-based method if a template is available; otherwise, the component structures will be modeled based on monomer proteins by regular homology modeling. Then, the complex structure of the component models is predicted by traditional protein-protein docking. With the HDOCK protocol, we have participated in the CPARI experiment for rounds 28-35. Out of the 25 CASP-CAPRI targets for oligomer modeling, our HDOCK protocol predicted correct models for 16 targets, ranking one of the top algorithms in this challenge. Our docking method also made correct predictions on other CAPRI challenges such as protein-peptide binding for 6 out of 8 targets and water predictions for 2 out of 2 targets. The advantage of our hybrid docking approach over pure template-based docking was further confirmed by a comparative evaluation on 20 CASP-CAPRI targets. Proteins 2017; 85:497-512. © 2016 Wiley Periodicals, Inc.

摘要

蛋白质-蛋白质对接是预测蛋白质-蛋白质相互作用的一种重要计算工具。随着蛋白质组学项目的迅速发展,越来越多的实验结合信息,从诱变数据到蛋白质复合物的三维结构,变得可用。因此,如何将生物信息适当地纳入传统的从头对接,一直是蛋白质-蛋白质对接领域的一个重要问题和挑战。为应对这些挑战,我们开发了一种基于模板和无模板方法的混合对接协议,称为HDOCK。HDOCK的基本过程是,如果有模板可用,则通过基于模板的方法基于模板复合物对各个组分的结构进行建模;否则,将通过常规同源建模基于单体蛋白质对组分结构进行建模。然后,通过传统的蛋白质-蛋白质对接预测组分模型的复合物结构。使用HDOCK协议,我们参与了第28 - 35轮的CPARI实验。在25个用于寡聚体建模的CASP - CAPRI靶标中,我们的HDOCK协议为16个靶标预测了正确的模型,在这一挑战中位列顶级算法之一。我们的对接方法在其他CAPRI挑战中也做出了正确预测,例如8个蛋白质-肽结合靶标中的6个以及2个水预测靶标中的2个。通过对20个CASP - CAPRI靶标的比较评估,进一步证实了我们的混合对接方法相对于纯基于模板对接的优势。《蛋白质》2017年;85:497 - 512。© 2016威利期刊公司

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