Sequence and structure continuity of evolutionary importance improves protein functional site discovery and annotation

计算生物学 序列(生物学) 功能(生物学) 蛋白质功能 跟踪(心理语言学) 蛋白质结构 生物 计算机科学 进化生物学 遗传学 语言学 哲学 生物化学 基因
作者
Angela D. Wilkins,Rhonald C. Lua,Serkan Erdin,R. Matthew Ward,Olivier Lichtarge
出处
期刊:Protein Science [Wiley]
卷期号:19 (7): 1296-1311 被引量:27
标识
DOI:10.1002/pro.406
摘要

Protein functional sites control most biological processes and are important targets for drug design and protein engineering. To characterize them, the evolutionary trace (ET) ranks the relative importance of residues according to their evolutionary variations. Generally, top-ranked residues cluster spatially to define evolutionary hotspots that predict functional sites in structures. Here, various functions that measure the physical continuity of ET ranks among neighboring residues in the structure, or in the sequence, are shown to inform sequence selection and to improve functional site resolution. This is shown first, in 110 proteins, for which the overlap between top-ranked residues and actual functional sites rose by 8% in significance. Then, on a structural proteomic scale, optimized ET led to better 3D structure-function motifs (3D templates) and, in turn, to enzyme function prediction by the Evolutionary Trace Annotation (ETA) method with better sensitivity of (40% to 53%) and positive predictive value (93% to 94%). This suggests that the similarity of evolutionary importance among neighboring residues in the sequence and in the structure is a universal feature of protein evolution. In practice, this yields a tool for optimizing sequence selections for comparative analysis and, via ET, for better predictions of functional site and function. This should prove useful for the efficient mutational redesign of protein function and for pharmaceutical targeting.

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