Prediction of protein secondary structure content using support vector machine

被引:19
作者
Chen, Chao [1 ]
Tian, Yuanxin [1 ]
Zou, Xiaoyong [1 ]
Cai, Peixiang [1 ]
Mo, Jinyuan [1 ]
机构
[1] Sun Yat Sen Univ, Sch Chem & Chem Engn, Guangzhou 510275, Peoples R China
基金
中国国家自然科学基金;
关键词
support vector machine; protein secondary structure content; pair-coupled amino acid composition;
D O I
10.1016/j.talanta.2006.09.015
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
In this paper, the support vector machine was trained to grasp the relationship between the pair-coupled amino acid composition and the content of protein secondary structural elements, including alpha-helix, 3(10)-helix, pi-helix, beta-strand, beta-bridge, turn, bend and the rest random coil. Self-consistency and cross validation tests were made to assess the performance of our method. Results superior to or competitive with the popular theoretical and experimental methods have been obtained. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:2069 / 2073
页数:5
相关论文
共 43 条
[1]   Prediction of protein secondary structure content by artificial neural network [J].
Cai, YD ;
Liu, XJ ;
Chou, KC .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2003, 24 (06) :727-731
[2]  
CHANG CC, 2001, LIBSVM LIBR SUPPORT
[3]   Using pseudo-amino acid composition and support vector machine to predict protein structural class [J].
Chen, Chao ;
Tian, Yuan-Xin ;
Zou, Xiao-Yong ;
Cai, Pei-Xiang ;
Mo, Jin-Yuan .
JOURNAL OF THEORETICAL BIOLOGY, 2006, 243 (03) :444-448
[4]   Predicting protein structural class with pseudo-amino acid composition and support vector machine fusion network [J].
Chen, Chao ;
Zhou, Xibin ;
Tian, Yuanxin ;
Zou, Xiaoyong ;
Cai, Peixiang .
ANALYTICAL BIOCHEMISTRY, 2006, 357 (01) :116-121
[5]   Using amphiphilic pseudo amino acid composition to predict enzyme subfamily classes [J].
Chou, KC .
BIOINFORMATICS, 2005, 21 (01) :10-19
[6]   Predicting subcellular localization of proteins by hybridizing functional domain composition and pseudo-amino acid composition [J].
Chou, KC ;
Cai, YD .
JOURNAL OF CELLULAR BIOCHEMISTRY, 2004, 91 (06) :1197-1203
[7]   Predicting protein quaternary structure by pseudo amino acid composition [J].
Chou, KC ;
Cai, YD .
PROTEINS-STRUCTURE FUNCTION AND GENETICS, 2003, 53 (02) :282-289
[8]   Using functional domain composition and support vector machines for prediction of protein subcellular location [J].
Chou, KC ;
Cai, YD .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2002, 277 (48) :45765-45769
[9]  
Chou KC, 1997, J PEPT RES, V49, P120
[10]  
Chou KC, 1997, BIOPOLYMERS, V42, P837, DOI 10.1002/(SICI)1097-0282(199712)42:7<837::AID-BIP9>3.0.CO