Nearest neighbour algorithm for predicting protein subcellular location by combining functional domain composition and pseudo-amino acid composition

被引:103
作者
Cai, YD
Chou, KC
机构
[1] Chinese Acad Sci, Shanghai Res Ctr Biotechnol, Shanghai 200233, Peoples R China
[2] Pfizer Inc, Upjohn Labs, Kalamazoo, MI 49007 USA
关键词
hybrid algorithm; proteins subcellular location; functional domain composition; pseudo-amino acid composition; bioinformatics; proteomics;
D O I
10.1016/S0006-291X(03)00775-7
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
In this paper, based on the approach by combining the "functional domain composition" [K.C. Chou, Y.D. Cai, J. Biol. Chem. 277 (2002) 45765] and the pseudo-amino acid composition [K.C. Chou, Proteins Struct. Funct. Genet. 43 (2001) 246; Correction Proteins Struct. Funct. Genet. 2044 (2001) 2060], the Nearest Neighbour Algorithm (NNA) was developed for predicting the protein subcellular location. Very high success rates were observed, suggesting that such a hybrid approach may become a useful high-throughput tool in the area of bioinformatics and proteomics. (C) 2003 Elsevier Science (USA). All rights reserved.
引用
收藏
页码:407 / 411
页数:5
相关论文
共 37 条
[1]   The InterPro database, an integrated documentation resource for protein families, domains and functional sites [J].
Apweiler, R ;
Attwood, TK ;
Bairoch, A ;
Bateman, A ;
Birney, E ;
Biswas, M ;
Bucher, P ;
Cerutti, T ;
Corpet, F ;
Croning, MDR ;
Durbin, R ;
Falquet, L ;
Fleischmann, W ;
Gouzy, J ;
Hermjakob, H ;
Hulo, N ;
Jonassen, I ;
Kahn, D ;
Kanapin, A ;
Karavidopoulou, Y ;
Lopez, R ;
Marx, B ;
Mulder, NJ ;
Oinn, TM ;
Pagni, M ;
Servant, F ;
Sigrist, CJA ;
Zdobnov, EM .
NUCLEIC ACIDS RESEARCH, 2001, 29 (01) :37-40
[2]   Support vector machines for prediction of protein subcellular location by incorporating quasi-sequence-order effect [J].
Cai, YD ;
Liu, XJ ;
Xu, XB ;
Chou, KC .
JOURNAL OF CELLULAR BIOCHEMISTRY, 2002, 84 (02) :343-348
[3]   Is it a paradox or misinterpretation? [J].
Cai, YD .
PROTEINS-STRUCTURE FUNCTION AND GENETICS, 2001, 43 (03) :336-338
[4]  
Cai Yu-Dong, 2000, Molecular Cell Biology Research Communications, V4, P172, DOI 10.1006/mcbr.2001.0269
[5]   Relation between amino acid composition and cellular location of proteins [J].
Cedano, J ;
Aloy, P ;
PerezPons, JA ;
Querol, E .
JOURNAL OF MOLECULAR BIOLOGY, 1997, 266 (03) :594-600
[6]   Using discriminant function for prediction of subcellular location of prokaryotic proteins [J].
Chou, KC ;
Elrod, DW .
BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 1998, 252 (01) :63-68
[7]   Prediction of protein subcellular locations by incorporating quasi-sequence-order effect [J].
Chou, KC .
BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 2000, 278 (02) :477-483
[8]  
Chou KC, 1999, PROTEINS, V34, P137, DOI 10.1002/(SICI)1097-0134(19990101)34:1<137::AID-PROT11>3.0.CO
[9]  
2-O
[10]   Prediction of enzyme family classes [J].
Chou, KC ;
Elrod, DW .
JOURNAL OF PROTEOME RESEARCH, 2003, 2 (02) :183-190