接口(物质)
生物系统
曲面(拓扑)
随机森林
蛋白质-蛋白质相互作用
分类器(UML)
计算生物学
计算机科学
蛋白质结构
DNA结合蛋白
化学
人类蛋白质
材料科学
生物物理学
血浆蛋白结合
生物
纳米技术
物理
表面蛋白
作者
Wei Wang,Juan Liu,Lin Sun
出处
期刊:Proteins
[Wiley]
日期:2016-04-02
卷期号:84 (7): 979-989
被引量:11
摘要
Protein-DNA bindings are critical to many biological processes. However, the structural mechanisms underlying these interactions are not fully understood. Here, we analyzed the residues shape (peak, flat, or valley) and the surrounding environment of double-stranded DNA-binding proteins (DSBs) and single-stranded DNA-binding proteins (SSBs) in protein-DNA interfaces. In the results, we found that the interface shapes, hydrogen bonds, and the surrounding environment present significant differences between the two kinds of proteins. Built on the investigation results, we constructed a random forest (RF) classifier to distinguish DSBs and SSBs with satisfying performance. In conclusion, we present a novel methodology to characterize protein interfaces, which will deepen our understanding of the specificity of proteins binding to ssDNA (single-stranded DNA) or dsDNA (double-stranded DNA). Proteins 2016; 84:979-989. © 2016 Wiley Periodicals, Inc.
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