Information theoretic measures for quantifying sequence-ensemble relationships of intrinsically disordered proteins

被引:19
|
作者
Cohan, Megan C. [1 ,2 ]
Ruff, Kiersten M. [1 ,2 ]
Pappu, Rohit, V [1 ,2 ]
机构
[1] Washington Univ, Dept Biomed Engn, One Brookings Dr,Campus Box 1097, St Louis, MO 63130 USA
[2] Washington Univ, CSELS, One Brookings Dr,Campus Box 1097, St Louis, MO 63130 USA
来源
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
computations; ensemble entropy matrix; intrinsically disordered proteins; protein design; sequence-ensemble relationships; MONTE-CARLO SIMULATIONS; FREE-ENERGY LANDSCAPES; SINGLE-MOLECULE; CONFORMATIONAL HETEROGENEITY; UNSTRUCTURED PROTEIN; COMPUTATIONAL DESIGN; ATOMIC-RESOLUTION; DYNAMICS; BINDING; EVOLUTION;
D O I
10.1093/protein/gzz014
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
Intrinsically disordered proteins (IDPs) contribute to a multitude of functions. De novo design of IDPs should open the door to modulating functions and phenotypes controlled by these systems. Recent design efforts have focused on compositional biases and specific sequence patterns as the design features. Analysis of the impact of these designs on sequence-function relationships indicates that individual sequence/compositional parameters are insufficient for describing sequence-function relationships in IDPs. To remedy this problem, we have developed information theoretic measures for sequence-ensemble relationships (SERs) of IDPs. These measures rely on prior availability of statistically robust conformational ensembles derived from all atom simulations. We show that the measures we have developed are useful for comparing sequence-ensemble relationships even when sequence is poorly conserved. Based on our results, we propose that de novo designs of IDPs, guided by knowledge of their SERs, should provide improved insights into their sequence-ensemble-function relationships.
引用
收藏
页码:191 / 202
页数:12
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