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Computing the protein binding sites

机译:计算蛋白质结合位点

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BackgroundIdentifying the location of binding sites on proteins is of fundamental importance for a wide range of applications including molecular docking, de novo drug design, structure identification and comparison of functional sites. Structural genomic projects are beginning to produce protein structures with unknown functions. Therefore, efficient methods are required if all these structures are to be properly annotated. Lots of methods for finding binding sites involve 3D structure comparison. Here we design a method to find protein binding sites by direct comparison of protein 3D structures.ResultsWe have developed an efficient heuristic approach for finding similar binding sites from the surface of given proteins. Our approach consists of three steps: local sequence alignment, protein surface detection, and 3D structures comparison. We implement the algorithm and produce a software package that works well in practice. When comparing a complete protein with all complete protein structures in the PDB database, experiments show that the average recall value of our approach is 82% and the average precision value of our approach is also significantly better than the existing approaches.ConclusionsOur program has much higher recall values than those existing programs. Experiments show that all the existing approaches have recall values less than 50%. This implies that more than 50% of real binding sites cannot be reported by those existing approaches. The software package is available at http://sites.google.com/site/guofeics/bsfinder.
机译:背景技术识别蛋白质上结合位点的位置对于包括分子对接,从头药物设计,结构鉴定和功能位点比较在内的广泛应用至关重要。结构基因组计划开始产生功能未知的蛋白质结构。因此,如果要正确注释所有这些结构,则需要有效的方法。寻找结合位点的许多方法都涉及3D结构比较。在这里,我们设计了一种通过直接比较蛋白质3D结构来找到蛋白质结合位点的方法。结果我们已经开发出一种有效的启发式方法,可以从给定蛋白质的表面找到相似的结合位点。我们的方法包括三个步骤:局部序列比对,蛋白质表面检测和3D结构比较。我们实现了该算法,并产生了在实践中运行良好的软件包。当比较PDB数据库中的完整蛋白质和所有完整蛋白质结构时,实验表明我们的方法的平均召回价值为82%,并且我们的方法的平均精确度值也明显优于现有方法。回忆那些比现有程序有价值的东西。实验表明,所有现有方法的召回率均低于50%。这意味着那些现有方法无法报告超过50%的真实结合位点。可从http://sites.google.com/site/guofeics/bsfinder获得该软件包。

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