Predicting specificity in bZIP coiled-coil protein interactions

被引:91
作者
Fong, JH
Keating, AE
Singh, M
机构
[1] MIT, Dept Biol, Cambridge, MA 02139 USA
[2] Princeton Univ, Dept Comp Sci, Princeton, NJ 08544 USA
[3] Princeton Univ, Lewis Sigler Inst Integrat Genom, Princeton, NJ 08544 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
D O I
10.1186/gb-2004-5-2-r11
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
We present a method for predicting protein-protein interactions mediated by the coiled-coil motif. When tested on interactions between nearly all human and yeast bZIP proteins, our method identifies 70% of strong interactions while maintaining that 92% of predictions are correct. Furthermore, cross-validation testing shows that including the bZIP experimental data significantly improves performance. Our method can be used to predict bZIP interactions in other genomes and is a promising approach for predicting coiled-coil interactions more generally.
引用
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页数:10
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共 54 条
[1]   A heterodimerizing leucine zipper coiled coil system for examining the specificity of a position interactions: Amino acids I, V, L, N, A, and K [J].
Acharya, A ;
Ruvinov, SB ;
Gal, J ;
Moll, JR ;
Vinson, C .
BIOCHEMISTRY, 2002, 41 (48) :14122-14131
[2]   Buried polar residues in coiled-coil interfaces [J].
Akey, DL ;
Malashkevich, VN ;
Kim, PS .
BIOCHEMISTRY, 2001, 40 (21) :6352-6360
[3]   ONCOGENIC ACTIVITY OF THE C-MYC PROTEIN REQUIRES DIMERIZATION WITH MAX [J].
AMATI, B ;
BROOKS, MW ;
LEVY, N ;
LITTLEWOOD, TD ;
EVAN, GI ;
LAND, H .
CELL, 1993, 72 (02) :233-245
[4]   PREDICTING COILED COILS BY USE SF PAIRWISE RESIDUE CORRELATIONS [J].
BERGER, B ;
WILSON, DB ;
WOLF, E ;
TONCHEV, T ;
MILLA, M ;
KIM, PS .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1995, 92 (18) :8259-8263
[5]   A tutorial on Support Vector Machines for pattern recognition [J].
Burges, CJC .
DATA MINING AND KNOWLEDGE DISCOVERY, 1998, 2 (02) :121-167
[6]   Conservation of gene order: a fingerprint of proteins that physically interact [J].
Dandekar, T ;
Snel, B ;
Huynen, M ;
Bork, P .
TRENDS IN BIOCHEMICAL SCIENCES, 1998, 23 (09) :324-328
[7]   An HMM model for coiled-coil domains and a comparison with PSSM-based predictions [J].
Delorenzi, M ;
Speed, T .
BIOINFORMATICS, 2002, 18 (04) :617-625
[8]   Protein interaction maps for complete genomes based on gene fusion events [J].
Enright, AJ ;
Iliopoulos, I ;
Kyrpides, NC ;
Ouzounis, CA .
NATURE, 1999, 402 (6757) :86-90
[9]   B-ZIP proteins encoded by the Drosophila genome:: Evaluation of potential dimerization partners [J].
Fassler, J ;
Landsman, D ;
Acharya, A ;
Moll, JR ;
Bonovich, M ;
Vinson, C .
GENOME RESEARCH, 2002, 12 (08) :1190-1200
[10]   Functional organization of the yeast proteome by systematic analysis of protein complexes [J].
Gavin, AC ;
Bösche, M ;
Krause, R ;
Grandi, P ;
Marzioch, M ;
Bauer, A ;
Schultz, J ;
Rick, JM ;
Michon, AM ;
Cruciat, CM ;
Remor, M ;
Höfert, C ;
Schelder, M ;
Brajenovic, M ;
Ruffner, H ;
Merino, A ;
Klein, K ;
Hudak, M ;
Dickson, D ;
Rudi, T ;
Gnau, V ;
Bauch, A ;
Bastuck, S ;
Huhse, B ;
Leutwein, C ;
Heurtier, MA ;
Copley, RR ;
Edelmann, A ;
Querfurth, E ;
Rybin, V ;
Drewes, G ;
Raida, M ;
Bouwmeester, T ;
Bork, P ;
Seraphin, B ;
Kuster, B ;
Neubauer, G ;
Superti-Furga, G .
NATURE, 2002, 415 (6868) :141-147