利用结合进化信息和物理化学性质的综合序列图谱预测血红素蛋白中的血红素结合位点

Y. Xiong, Wen Zhang, Tao Zeng, Juan Liu
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引用次数: 0

摘要

血红蛋白相互作用是各种生物过程必不可少的,如电子转移、催化、信号转导和基因表达的控制。血红素结合残基的知识可以为理解血红素蛋白相互作用的机制提供重要线索,并有助于功能注释。在目前的工作中,我们提出了一种基于序列的方法,通过一种新的整合序列谱耦合具有血红素特异性物理化学性质的位置特异性评分矩阵来准确预测血红素结合残基。特别地,我们设计了一个直观的特征选择方案,用于信息丰富的物理化学性质。正如初步结果所示,我们的综合序列谱预测血红素结合残基的方法在5倍交叉验证和独立测试中优于使用氨基酸和进化信息的传统方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Prediction of Heme Binding Sites in Heme Proteins Using an Integrative Sequence Profile Coupling Evolutionary Information with Physicochemical Properties
Heme-protein interactions are essential for various biological processes such as electron transfer, catalysis, signal transduction and the control of gene expression. The knowledge of heme binding residues can provide crucial clues to understand the mechanism of heme-protein interactions and aid in functional annotation. In the present work, we propose a sequence-based approach for the accurate prediction of heme binding residues by a novel integrative sequence profile coupling position specific scoring matrices with heme specific physicochemical properties. Particularly, we design an intuitive feature selection scheme for informative physicochemical properties. As shown in the primary results, our integrative sequence profile approach for prediction of heme binding residues outperforms the conventional methods using amino acid and evolutionary information on the 5-fold cross validation and the independent test.
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