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Identification of Ligand-Binding Pockets in Proteins Using Residue Preference Methods

机译:使用残基偏好方法鉴定蛋白质中的配体结合口袋

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Identification of ligand-binding pockets in proteins is pivotal to protein function definition and drug discovery. In this study, we focus on determining the binding pockets in proteins for potential ligands without any a priori knowledge. Three methods based upon residue preference concept are proposed to predict ligand-binding pockets, where we deal with three types of residue preference (residue based, atom based and atom-contact-pair based preference), respectively. Two test sets were chosen to examine the proposed methods. Two different identification rules (named Top1 and Top2) are used to detect ligand-binding pockets. The results show that the atom-contact-pair method has good accuracy and high efficiency, better than the other two methods. By means of preference analysis for amino acids and atom-contactpairs, we find that Gly and atom-contact-pairs on aromatic residues appear at ligand-binding pockets more frequently. The former favors pocket flexibility, and the latter shows that aggregate hydrophobic surface may play an important role in complex formation.
机译:蛋白质中配体结合口袋的鉴定对蛋白质功能定义和药物发现至关重要。在这项研究中,我们专注于在没有任何先验知识的情况下确定蛋白质中潜在配体的结合口袋。提出了三种基于残基偏好概念的方法来预测配体结合口袋,其中我们分别处理三种类型的残基偏好(基于残基,基于原子和基于原子接触对的偏好)。选择了两个测试集来检查提出的方法。两种不同的识别规则(分别称为Top1和Top2)用于检测配体结合口袋。结果表明,原子接触对法具有较高的准确度和较高的效率,优于其他两种方法。通过对氨基酸和原子接触对的偏好分析,我们发现芳香族残基上的Gly和原子接触对更频繁地出现在配体结合口袋中。前者有利于口袋的柔韧性,后者表明聚集的疏水表面可能在复合物的形成中起重要作用。

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