Predicting protein-protein interactions in Arabidopsis thaliana through integration of orthology, gene ontology and co-expression

被引:90
作者
De Bodt, Stefanie [1 ,2 ]
Proost, Sebastian [1 ,2 ]
Vandepoele, Klaas [1 ,2 ]
Rouze, Pierre [1 ,2 ]
Van de Peer, Yves [1 ,2 ]
机构
[1] VIB, Dept Plant Syst Biol, B-9052 Ghent, Belgium
[2] Univ Ghent, Dept Plant Biotechnol & Genet, B-9052 Ghent, Belgium
来源
BMC GENOMICS | 2009年 / 10卷
关键词
INTERACTION MAP; INTERACTION NETWORKS; EXPRESSION DATA; IDENTIFICATION; YEAST; COMPLEXES; VERIFICATION; ANNOTATION; SUMMARIES; RESOURCE;
D O I
10.1186/1471-2164-10-288
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
Background: Large-scale identification of the interrelationships between different components of the cell, such as the interactions between proteins, has recently gained great interest. However, unraveling large-scale protein-protein interaction maps is laborious and expensive. Moreover, assessing the reliability of the interactions can be cumbersome. Results: In this study, we have developed a computational method that exploits the existing knowledge on protein-protein interactions in diverse species through orthologous relations on the one hand, and functional association data on the other hand to predict and filter protein-protein interactions in Arabidopsis thaliana. A highly reliable set of protein-protein interactions is predicted through this integrative approach making use of existing protein-protein interaction data from yeast, human, C. elegans and D. melanogaster. Localization, biological process, and co-expression data are used as powerful indicators for protein-protein interactions. The functional repertoire of the identified interactome reveals interactions between proteins functioning in well-conserved as well as plant-specific biological processes. We observe that although common mechanisms (e.g. actin polymerization) and components (e.g. ARPs, actin-related proteins) exist between different lineages, they are active in specific processes such as growth, cancer metastasis and trichome development in yeast, human and Arabidopsis, respectively. Conclusion: We conclude that the integration of orthology with functional association data is adequate to predict protein-protein interactions. Through this approach, a high number of novel protein-protein interactions with diverse biological roles is discovered. Overall, we have predicted a reliable set of protein-protein interactions suitable for further computational as well as experimental analyses.
引用
收藏
页数:15
相关论文
共 69 条
[1]   BASIC LOCAL ALIGNMENT SEARCH TOOL [J].
ALTSCHUL, SF ;
GISH, W ;
MILLER, W ;
MYERS, EW ;
LIPMAN, DJ .
JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) :403-410
[2]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[3]   Genome-scale proteomics reveals Arabidopsis thaliana gene models and proteome dynamics [J].
Baerenfaller, Katja ;
Grossmann, Jonas ;
Grobei, Monica A. ;
Hull, Roger ;
Hirsch-Hoffmann, Matthias ;
Yalovsky, Shaul ;
Zimmermann, Philip ;
Grossniklaus, Ueli ;
Gruissem, Wilhelm ;
Baginsky, Sacha .
SCIENCE, 2008, 320 (5878) :938-941
[4]   Clustering gene expression patterns [J].
Ben-Dor, A ;
Shamir, R ;
Yakhini, Z .
JOURNAL OF COMPUTATIONAL BIOLOGY, 1999, 6 (3-4) :281-297
[5]   Kernel methods for predicting protein-protein interactions [J].
Ben-Hur, A ;
Noble, WS .
BIOINFORMATICS, 2005, 21 :I38-I46
[6]   Unique, shared, and redundant roles for the Arabidopsis SWI/SNF chromatin remodeling ATPases BRAHMA and SPLAYED [J].
Bezhani, Staver ;
Winter, Cara ;
Hershman, Steve ;
Wagner, John D. ;
Kennedy, John F. ;
Kwon, Chang Seob ;
Pfluger, Jennifer ;
Su, Yanhui ;
Wagner, Doris .
PLANT CELL, 2007, 19 (02) :403-416
[7]   Protein interaction networks from yeast to human [J].
Bork, P ;
Jensen, LJ ;
von Mering, C ;
Ramani, AK ;
Lee, I ;
Marcotte, EM .
CURRENT OPINION IN STRUCTURAL BIOLOGY, 2004, 14 (03) :292-299
[8]   Unequal evolutionary conservation of human protein interactions in interologous networks. [J].
Brown, Kevin V. ;
Jurisica, Igor .
GENOME BIOLOGY, 2007, 8 (05)
[9]   Identification and analysis of the Arabidopsis thaliana BSH gene, a member of the SNF5 gene family [J].
Brzeski, J ;
Podstolski, W ;
Olczak, K ;
Jerzmanowski, A .
NUCLEIC ACIDS RESEARCH, 1999, 27 (11) :2393-2399
[10]   MINT: the molecular INTeraction database [J].
Chatr-aryamontri, Andrew ;
Ceol, Arnaud ;
Palazzi, Luisa Montecchi ;
Nardelli, Giuliano ;
Schneider, Maria Victoria ;
Castagnoli, Luisa ;
Cesareni, Gianni .
NUCLEIC ACIDS RESEARCH, 2007, 35 :D572-D574