A refined accuracy index to evaluate algorithms of protein secondary structure prediction

被引:7
作者
Zhang, CT [1 ]
Zhang, R
机构
[1] Tianjin Univ, Dept Phys, Tianjin 300072, Peoples R China
[2] Tianjin Canc Inst & Hosp, Dept Epidemiol & Biostat, Tianjin, Peoples R China
来源
PROTEINS-STRUCTURE FUNCTION AND GENETICS | 2001年 / 43卷 / 04期
关键词
protein; secondary structure prediction; accuracy index; Q(3); Q(8);
D O I
10.1002/prot.1063
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
Nowadays even a 1% increase of the accuracy for the secondary structure prediction is considered remarkable progress. In this case, we have to consider the reasonableness of the accuracy index Q(3), which is used widely. A refined accuracy index, called Q(8), is proposed to evaluate algorithms of secondary structure prediction. It is shown that Q(8) is superior to the widely used index Q(3) in that the former carries more information of the predictive accuracy matrix than does the latter. Therefore, algorithms are evaluated more objectively by Q(8) than Q(3). Based on 396 nonhomologous proteins, five currently available algorithms of secondary structure prediction were evaluated and compared using the new index Q(8). Of the five algorithms, PHD turned out to be the unique algorithm, with Q(8) accuracy better than 70%. It is suggested that Q(3) should be replaced by Q(8) in evaluating secondary structure prediction in future studies. Proteins 2001;43:520-522. (C) 2001 Wiley-Liss, Inc.
引用
收藏
页码:520 / 522
页数:3
相关论文
共 12 条
[1]   Assessing the accuracy of prediction algorithms for classification: an overview [J].
Baldi, P ;
Brunak, S ;
Chauvin, Y ;
Andersen, CAF ;
Nielsen, H .
BIOINFORMATICS, 2000, 16 (05) :412-424
[2]  
Cuff JA, 1999, PROTEINS, V34, P508, DOI 10.1002/(SICI)1097-0134(19990301)34:4<508::AID-PROT10>3.0.CO
[3]  
2-4
[4]  
Frishman D, 1997, PROTEINS, V27, P329, DOI 10.1002/(SICI)1097-0134(199703)27:3<329::AID-PROT1>3.0.CO
[5]  
2-8
[6]   Identification and application of the concepts important for accurate and reliable protein secondary structure prediction [J].
King, RD ;
Sternberg, MJE .
PROTEIN SCIENCE, 1996, 5 (11) :2298-2310
[7]   PREDICTION OF PROTEIN SECONDARY STRUCTURE AT BETTER THAN 70-PERCENT ACCURACY [J].
ROST, B ;
SANDER, C .
JOURNAL OF MOLECULAR BIOLOGY, 1993, 232 (02) :584-599
[8]   PREDICTION OF PROTEIN SECONDARY STRUCTURE BY COMBINING NEAREST-NEIGHBOR ALGORITHMS AND MULTIPLE SEQUENCE ALIGNMENTS [J].
SALAMOV, AA ;
SOLOVYEV, VV .
JOURNAL OF MOLECULAR BIOLOGY, 1995, 247 (01) :11-15
[9]  
SCHULTZ GE, 1979, PRINCIPLES PROTEIN S
[10]   ASSESSING THE ACCURACY OF PROTEIN SECONDARY STRUCTURE [J].
WANG, ZX .
NATURE STRUCTURAL BIOLOGY, 1994, 1 (03) :145-146