A family of evolution-entropy hybrid methods for ranking protein residues by importance

被引:241
作者
Mihalek, I [1 ]
Res, I [1 ]
Lichtarge, O [1 ]
机构
[1] Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
关键词
bioinformatics; evolutionary trace; information entropy; functional site; binding interaction;
D O I
10.1016/j.jmb.2003.12.078
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
In order to identify the amino acids that determine protein structure and function it is useful to rank them by their relative importance. Previous approaches belong to two groups; those that rely on statistical inference, and those that focus on phylogenetic analysis. Here, we introduce a class of hybrid methods that combine evolutionary and entropic information from multiple sequence alignments. A detailed analysis in insulin receptor kinase domain and tests on proteins that are well-characterized experimentally show the hybrids' greater robustness with respect to the input choice of sequences, as well as improved sensitivity and specificity of prediction. This is a further step toward proteome scale analysis of protein structure and function. (C) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1265 / 1282
页数:18
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