Department of Medical Informatics, Tzu Chi University, 701 Zhongyang Road, Section 3, Hualien 97004, Taiwan.
Biomed Res Int. 2013;2013:802945. doi: 10.1155/2013/802945. Epub 2013 Feb 3.
Enzymes play important roles in most of the biological processes. Although only a small fraction of residues are directly involved in catalytic reactions, these catalytic residues are the most crucial parts in enzymes. The study of the fundamental and unique features of catalytic residues benefits the understanding of enzyme functions and catalytic mechanisms. In this work, we analyze the structural context of catalytic residues based on theoretical and experimental structure flexibility. The results show that catalytic residues have distinct structural features and context. Their neighboring residues, whether sequence or structure neighbors within specific range, are usually structurally more rigid than those of noncatalytic residues. The structural context feature is combined with support vector machine to identify catalytic residues from enzyme structure. The prediction results are better or comparable to those of recent structure-based prediction methods.
酶在大多数生物过程中发挥着重要作用。虽然只有一小部分残基直接参与催化反应,但这些催化残基是酶中最关键的部分。研究催化残基的基本和独特特征有助于理解酶的功能和催化机制。在这项工作中,我们基于理论和实验结构柔性分析了催化残基的结构上下文。结果表明,催化残基具有独特的结构特征和上下文。它们的邻近残基,无论是序列还是结构上的邻近残基,在特定范围内通常比非催化残基结构更刚性。结构上下文特征与支持向量机结合,从酶结构中识别催化残基。预测结果优于或与最近的基于结构的预测方法相当。