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蛋白质-蛋白质相互作用的盲预测评估:对接方法的现状

Assessment of blind predictions of protein-protein interactions: current status of docking methods.

作者信息

Méndez Raúl, Leplae Raphaël, De Maria Leonardo, Wodak Shoshana J

机构信息

Service de Conformation de Macromolecules Biologiques, et Bioinformatique, Centre de Biologie Structurale et Bioinformatique, CP 263, BC6, Université Libre de Bruxelles, Bruxelles, Belgium.

出版信息

Proteins. 2003 Jul 1;52(1):51-67. doi: 10.1002/prot.10393.

Abstract

The current status of docking procedures for predicting protein-protein interactions starting from their three-dimensional structure is assessed from a first major evaluation of blind predictions. This evaluation was performed as part of a communitywide experiment on Critical Assessment of PRedicted Interactions (CAPRI). Seven newly determined structures of protein-protein complexes were available as targets for this experiment. These were the complexes between a kinase and its protein substrate, between a T-cell receptor beta-chain and a superantigen, and five antigen-antibody complexes. For each target, the predictors were given the experimental structures of the free components, or of one free and one bound component in a random orientation. The structure of the complex was revealed only at the time of the evaluation. A total of 465 predictions submitted by 19 groups were evaluated. These groups used a wide range of algorithms and scoring functions, some of which were completely novel. The quality of the predicted interactions was evaluated by comparing residue-residue contacts and interface residues to those in the X-ray structures and by analyzing the fit of the ligand molecules (the smaller of the two proteins in the complex) or of interface residues only, in the predicted versus target complexes. A total of 14 groups produced predictions, ranking from acceptable to highly accurate for five of the seven targets. The use of available biochemical and biological information, and in one instance structural information, played a key role in achieving this result. It was essential for identifying the native binding modes for the five correctly predicted targets, including the kinase-substrate complex where the enzyme changes conformation on association. But it was also the cause for missing the correct solution for the two remaining unpredicted targets, which involve unexpected antigen-antibody binding modes. Overall, this analysis reveals genuine progress in docking procedures but also illustrates the remaining serious limitations and points out the need for better scoring functions and more effective ways for handling conformational flexibility.

摘要

通过对盲预测的首次重大评估,对从三维结构预测蛋白质-蛋白质相互作用的对接程序的当前状态进行了评估。该评估是作为蛋白质相互作用预测关键评估(CAPRI)社区范围实验的一部分进行的。七个新确定的蛋白质-蛋白质复合物结构可作为该实验的目标。它们是激酶与其蛋白质底物之间、T细胞受体β链与超抗原之间的复合物,以及五个抗原-抗体复合物。对于每个目标,预测者会得到游离成分的实验结构,或一个游离成分和一个随机取向的结合成分的实验结构。复合物的结构仅在评估时才会揭示。共评估了19个小组提交的465个预测。这些小组使用了广泛的算法和评分函数,其中一些是全新的。通过将残基-残基接触和界面残基与X射线结构中的进行比较,并通过分析配体分子(复合物中两个蛋白质中较小的那个)或仅界面残基在预测复合物与目标复合物中的契合度,来评估预测相互作用的质量。共有14个小组做出了预测,对于七个目标中的五个,预测质量从可接受到高度准确不等。利用现有的生化和生物学信息,以及在一个实例中利用结构信息,对取得这一结果起到了关键作用。这对于识别五个正确预测目标的天然结合模式至关重要,包括激酶-底物复合物,其中酶在结合时会改变构象。但这也是未能找到其余两个未预测目标正确解决方案的原因,这两个目标涉及意想不到的抗原-抗体结合模式。总体而言,该分析揭示了对接程序的真正进展,但也说明了仍然存在的严重局限性,并指出需要更好的评分函数和更有效的方法来处理构象灵活性。

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