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利用同源模型对蛋白质家族定量稳定性-柔韧性关系进行综合分析

Towards comprehensive analysis of protein family quantitative stability-flexibility relationships using homology models.

作者信息

Verma Deeptak, Guo Jun-Tao, Jacobs Donald J, Livesay Dennis R

机构信息

Department of Bioinformatics and Genomics, University of North Carolina, Charlotte, NC, USA.

出版信息

Methods Mol Biol. 2014;1084:239-54. doi: 10.1007/978-1-62703-658-0_13.

DOI:10.1007/978-1-62703-658-0_13
PMID:24061925
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4676804/
Abstract

The Distance Constraint Model (DCM) is a computational modeling scheme that uniquely integrates thermodynamic and mechanical descriptions of protein structure. As such, quantitative stability-flexibility relationships (QSFR) that describe the interrelationships of thermodynamics and mechanics can be quickly computed. Using comparative QSFR analyses, we have previously investigated these relationships across a small number of protein orthologs, ranging from two to a dozen [1, 2]. However, our ultimate goal is provide a comprehensive analysis of whole protein families, which requires consideration of many more structures. To that end, we have developed homology modeling and assessment protocols so that we can robustly calculate QSFR properties for proteins without experimentally derived structures. The approach, which is presented here, starts from a large ensemble of potential homology models and uses a clustering algorithm to identify the best models, thus paving the way for a comprehensive QSFR analysis across hundreds of proteins in a protein family.

摘要

距离约束模型(DCM)是一种计算建模方案,它独特地整合了蛋白质结构的热力学和力学描述。因此,可以快速计算出描述热力学和力学相互关系的定量稳定性-灵活性关系(QSFR)。通过比较QSFR分析,我们之前已经研究了少数蛋白质直系同源物之间的这些关系,数量从两个到十二个不等[1,2]。然而,我们的最终目标是对整个蛋白质家族进行全面分析,这需要考虑更多的结构。为此,我们开发了同源建模和评估协议,以便能够在没有实验获得的结构的情况下稳健地计算蛋白质的QSFR特性。本文介绍的方法从大量潜在的同源模型开始,使用聚类算法识别最佳模型,从而为对蛋白质家族中数百种蛋白质进行全面的QSFR分析铺平道路。

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本文引用的文献

1
Changes in Lysozyme Flexibility upon Mutation Are Frequent, Large and Long-Ranged.突变导致溶菌酶柔韧性的改变频繁、幅度大且长程。
PLoS Comput Biol. 2012;8(3):e1002409. doi: 10.1371/journal.pcbi.1002409. Epub 2012 Mar 1.
2
Multibody coarse-grained potentials for native structure recognition and quality assessment of protein models.用于天然结构识别和蛋白质模型质量评估的多体粗粒度势。
Proteins. 2011 Jun;79(6):1923-9. doi: 10.1002/prot.23015. Epub 2011 Apr 19.
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Predicting the melting point of human C-type lysozyme mutants.预测人 C 型溶菌酶突变体的熔点。
Curr Protein Pept Sci. 2010 Nov;11(7):562-72. doi: 10.2174/138920310794109210.
4
How significant is a protein structure similarity with TM-score = 0.5?蛋白质结构相似度 TM 值为 0.5 有多大意义?
Bioinformatics. 2010 Apr 1;26(7):889-95. doi: 10.1093/bioinformatics/btq066. Epub 2010 Feb 17.
5
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Proteins. 2009;77 Suppl 9(0 9):18-28. doi: 10.1002/prot.22561.
6
QMEANclust: estimation of protein model quality by combining a composite scoring function with structural density information.QMEANclust:通过结合复合评分函数与结构密度信息来估计蛋白质模型质量。
BMC Struct Biol. 2009 May 20;9:35. doi: 10.1186/1472-6807-9-35.
7
QMEAN server for protein model quality estimation.用于蛋白质模型质量评估的QMEAN服务器。
Nucleic Acids Res. 2009 Jul;37(Web Server issue):W510-4. doi: 10.1093/nar/gkp322. Epub 2009 May 8.
8
Template-free protein structure prediction and quality assessment with an all-atom free-energy model.基于全原子自由能模型的无模板蛋白质结构预测与质量评估
Proteins. 2009 Nov 1;77(2):330-41. doi: 10.1002/prot.22438.
9
Unifying mechanical and thermodynamic descriptions across the thioredoxin protein family.统一硫氧还蛋白家族的力学和热力学描述。
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10
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Chem Cent J. 2008 Aug 12;2:17. doi: 10.1186/1752-153X-2-17.