RETRACTED: Predicting Protein Folding Rates Using the Concept of Chou's Pseudo Amino Acid Composition (Retracted article. See vol. 33, pg. 2614, 2012)

被引:72
作者
Guo, Jianxiu [1 ]
Rao, Nini [1 ]
Liu, Guangxiong [1 ]
Yang, Yong [1 ]
Wang, Gang [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Life Sci & Technol, Chengdu 610054, Peoples R China
基金
中国国家自然科学基金;
关键词
protein folding rate; pseudo-amino acid composition; sequence-based prediction; jackknife test; linear regression; SUBCELLULAR LOCATION PREDICTION; SECONDARY STRUCTURE-CONTENT; LONG-RANGE INTERACTIONS; SUPPORT VECTOR MACHINE; DISCRETE WAVELET TRANSFORM; ENZYME SUBFAMILY CLASSES; COUPLED RECEPTOR CLASSES; 2-STATE PROTEINS; APPROXIMATE ENTROPY; APOPTOSIS PROTEINS;
D O I
10.1002/jcc.21740
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
One of the most important challenges in computational and molecular biology is to understand the relationship between amino acid sequences and the folding rates of proteins. Recent works suggest that topological parameters, amino acid properties, chain length and the composition index relate well with protein folding rates, however, sequence order information has seldom been considered as a property for predicting protein folding rates. In this study, amino acid sequence order was used to derive an effective method, based on an extended version of the pseudo-amino acid composition, for predicting protein folding rates without any explicit structural information. Using the jackknife cross validation test, the method was demonstrated on the largest dataset (99 proteins) reported. The method was found to provide a good correlation between the predicted and experimental folding rates. The correlation coefficient is 0.81 (with a highly significant level) and the standard error is 2.46. The reported algorithm was found to perform better than several representative sequence-based approaches using the same dataset. The results indicate that sequence order information is an important determinant of protein folding rates. (C) 2011 Wiley Periodicals, Inc. J Comput Chem 32: 1612-1617, 2011
引用
收藏
页码:1612 / 1617
页数:6
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