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iAlign: a method for the structural comparison of protein-protein interfaces.

机译:iAlign:一种蛋白质-蛋白质界面结构比较的方法。

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MOTIVATION: Protein-protein interactions play an essential role in many cellular processes. The rapid accumulation of protein-protein complex structures provides an unprecedented opportunity for comparative studies of protein-protein interactions. To facilitate such studies, it is necessary to develop an accurate and efficient computational algorithm for the comparison of protein-protein interaction modes. While there are many structural comparison approaches developed for individual proteins, very few methods are available for protein-protein complexes. RESULTS: We present a novel interface alignment method, iAlign, for the structural alignment of protein-protein interfaces. New scoring schemes for measuring interface similarity are introduced, and an iterative dynamic programming algorithm is implemented. We find that the similarity scores follow extreme value distributions. Using statistical models, we empirically estimate their statistical significance, which is in good agreement with manual classifications by human experts. Large-scale tests of iAlign were conducted on both artificial docking models and experimental structures. In a benchmark test on 1517 dimers, iAlign successfully detects biologically related, structurally similar protein-protein interfaces at a coverage percentage of 90% and an error per query of 0.05. When compared against previously published methods, iAlign is substantially more accurate and efficient. AVAILABILITY: The iAlign software package is freely available at http://cssb.biology.gatech.edu/iAlign.
机译:动机:蛋白质-蛋白质相互作用在许多细胞过程中起着至关重要的作用。蛋白质-蛋白质复合结构的快速积累为蛋白质-蛋白质相互作用的比较研究提供了前所未有的机会。为了促进此类研究,有必要开发一种准确高效的计算算法来比较蛋白质-蛋白质相互作用模式。尽管针对单个蛋白质开发了许多结构比较方法,但针对蛋白质-蛋白质复合物的方法却很少。结果:我们提出了一种新颖的界面比对方法,iAlign,用于蛋白质-蛋白质界面的结构比对。介绍了一种新的度量界面相似性的评分方案,并实现了迭代动态规划算法。我们发现相似性分数遵循极值分布。使用统计模型,我们凭经验估计它们的统计意义,这与人类专家的手动分类非常吻合。在人工对接模型和实验结构上都进行了iAlign的大规模测试。在针对1517个二聚体的基准测试中,iAlign成功地检测了生物学相关,结构相似的蛋白质-蛋白质界面,其覆盖率为90%,每次查询的错误为0.05。与以前发布的方法相比,iAlign的准确性和效率更高。可用性:iAlign软件包可从http://cssb.biology.gatech.edu/iAlign免费获得。

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