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Structure-based protein family signature: Efficient comparison of multidomain proteins

机译:基于结构的蛋白质家族特征:多域蛋白质的有效比较

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The rapid increase in available protein structure datasets requires new techniques for fast, yet, effective analysis of protein 3D structures. In this work, we propose a structure-based signature for protein families, suitable for rapid analysis of multidomain domain protein structures. Our method is alignment-free, using protein strings as the basic representation. A key novelty is the two-stage approach, whereby an initial list of candidate protein superfamilies are rapidly identified using the protein family signature, and then information retrieval methods are applied only to the members of the candidate superfamilies. This approach is the key to both improved speed, and improved structure retrieval accuracy. Experimental results, including comparative results with state-of-the-art methods, demonstrate the performance of the proposed protein family signature on queries with multidomain protein structures.
机译:可用的蛋白质结构数据集的快速增长需要新的技术来快速,有效地分析蛋白质3D结构。在这项工作中,我们提出了蛋白质家族的基于结构的签名,适用于快速分析多域结构域的蛋白质结构。我们的方法无需对齐,使用蛋白质字符串作为基本表示。一个关键的新颖性是两阶段方法,即使用蛋白质家族签名快速识别候选蛋白质超家族的初始列表,然后仅将信息检索方法应用于候选超家族的成员。这种方法是提高速度和提高结构检索精度的关键。实验结果(包括使用最新方法得出的比较结果)证明了所提出的蛋白质家族签名对具有多域蛋白质结构的查询的性能。

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