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依据氨基酸残基的相关性预测蛋白质的结构类型
引用本文:王树青,刘红,杜奇石,魏冬青. 依据氨基酸残基的相关性预测蛋白质的结构类型[J]. 物理化学学报, 2004, 20(5): 498-502. DOI: 10.3866/PKU.WHXB20040511
作者姓名:王树青  刘红  杜奇石  魏冬青
作者单位:Institute of Bioinformatics and Drug Discovery, Tianjin Normal University, Tianjin 300074;Department of Physics, Liaoning University, Shenyang 110036
基金项目:国家自然科学基金(20373048),天津市科委基础科学(023618211)资助项目~~
摘    要:作为蛋白质的建筑构件,各种类型的蛋白质的20种氨基酸残基之间存在着特定的相互关联,反映了氨基酸残基之间的制约性,并有深刻的物理和化学的内在因素.某些氨基酸残基对之间的相关系数可以作为一种类型的蛋白质区别于其它类型蛋白质的特征,用于蛋白质结构类型的预测.研究了4种类型的蛋白质204个样品的氨基酸残基对的相关性系数,找出了可作为蛋白质结构类型特征的氨基酸残基的相关对,并用于蛋白质结构类型的预测,对于α型、β型、α/β型和α+β型蛋白质的204个蛋白质样品的交叉测试,正确率分别为94%、89%、79%和89%,平均为88%,高于简单距离法和欧几里德距离法.

关 键 词:氨基酸相关性  蛋白质结构预测  生物信息学  
收稿时间:2003-10-17
修稿时间:2003-10-17

Prediction of Protein Structural Classes Based on Correlations of Amino Acid Residues
Wang Shu Qing Liu Hong Du Qi Shi Wei Dong Qing. Prediction of Protein Structural Classes Based on Correlations of Amino Acid Residues[J]. Acta Physico-Chimica Sinica, 2004, 20(5): 498-502. DOI: 10.3866/PKU.WHXB20040511
Authors:Wang Shu Qing Liu Hong Du Qi Shi Wei Dong Qing
Affiliation:Institute of Bioinformatics and Drug Discovery, Tianjin Normal University, Tianjin 300074;Department of Physics, Liaoning University, Shenyang 110036
Abstract:The correlation relationships among amino acid residues in protein structures are studied. Some residue pairs have larger correlation coefficients and they are not independent of protein structural classes. The correlation relationships of amino acid residues are the earmarks of protein structural classes and have special physical and chemical causes. These correlation relationships are used in the predictions of protein structures for α,β,α/β, and α+β protein classes, in total 204 proteins. The prediction accuracy are 94% (α-proteins),89% (β-proteins),79% ((α/β)-proteins) and 89% ((α+β)-proteins),higher than the results of the simple distance method and the Euclidean distance method.
Keywords:Correlation of amino acids   Prediction of protein structure   Bioinformatics
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