Predicting domain-domain interactions using a parsimony approach

被引:61
作者
Guimaraes, Katia S.
Jothi, Raja
Zotenko, Elena
Przytycka, Teresa M. [1 ]
机构
[1] Natl Lib Med, Natl Ctr Biotechnol Informat, NIH, Bethesda, MD 20894 USA
[2] Univ Fed Pernambuco, Ctr Informat, BR-50732 Recife, PE, Brazil
[3] Univ Maryland, Dept Comp Sci, College Pk, MD 20742 USA
关键词
D O I
10.1186/gb-2006-7-11-r104
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 propose a novel approach to predict domain-domain interactions from a protein-protein interaction network. In our method we apply a parsimony-driven explanation of the network, where the domain interactions are inferred using linear programming optimization, and false positives in the protein network are handled by a probabilistic construction. This method outperforms previous approaches by a considerable margin. The results indicate that the parsimony principle provides a correct approach for detecting domain-domain contacts.
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页数:14
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共 31 条
[1]   Interrogating protein interaction networks through structural biology [J].
Aloy, P ;
Russell, RB .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (09) :5896-5901
[2]   Domain combinations in archaeal, eubacterial and eukaryotic proteomes [J].
Apic, G ;
Gough, J ;
Teichmann, SA .
JOURNAL OF MOLECULAR BIOLOGY, 2001, 310 (02) :311-325
[3]   Gaining confidence in high-throughput protein interaction networks [J].
Bader, JS ;
Chaudhuri, A ;
Rothberg, JM ;
Chant, J .
NATURE BIOTECHNOLOGY, 2004, 22 (01) :78-85
[4]  
Bateman A, 2004, NUCLEIC ACIDS RES, V32, pD138, DOI [10.1093/nar/gkp985, 10.1093/nar/gkr1065, 10.1093/nar/gkh121]
[5]   The Protein Data Bank [J].
Berman, HM ;
Westbrook, J ;
Feng, Z ;
Gilliland, G ;
Bhat, TN ;
Weissig, H ;
Shindyalov, IN ;
Bourne, PE .
NUCLEIC ACIDS RESEARCH, 2000, 28 (01) :235-242
[6]   Predicting protein-protein interactions from primary structure [J].
Bock, JR ;
Gough, DA .
BIOINFORMATICS, 2001, 17 (05) :455-460
[7]   Interaction network containing conserved and essential protein complexes in Escherichia coli [J].
Butland, G ;
Peregrín-Alvarez, JM ;
Li, J ;
Yang, WH ;
Yang, XC ;
Canadien, V ;
Starostine, A ;
Richards, D ;
Beattie, B ;
Krogan, N ;
Davey, M ;
Parkinson, J ;
Greenblatt, J ;
Emili, A .
NATURE, 2005, 433 (7025) :531-537
[8]   Protein interactions - Two methods for assessment of the reliability of high throughput observations [J].
Deane, CM ;
Salwinski, L ;
Xenarios, I ;
Eisenberg, D .
MOLECULAR & CELLULAR PROTEOMICS, 2002, 1 (05) :349-356
[9]   Inferring domain-domain interactions from protein-protein interactions [J].
Deng, MH ;
Mehta, S ;
Sun, FZ ;
Chen, T .
GENOME RESEARCH, 2002, 12 (10) :1540-1548
[10]   iPfam:: visualization of protein-protein interactions in PDB at domain and amino acid resolutions [J].
Finn, RD ;
Marshall, M ;
Bateman, A .
BIOINFORMATICS, 2005, 21 (03) :410-412