Path lengths in protein-protein interaction networks and biological complexity

被引:27
作者
Xu, Ke
Bezakova, Ivona [2 ]
Bunimovich, Leonid
Yi, Soojin V. [1 ]
机构
[1] Georgia Inst Technol, Sch Biol, Sch Math, Atlanta, GA 30332 USA
[2] Rochester Inst Technol, Dept Comp Sci, Rochester, NY 14623 USA
基金
美国国家科学基金会;
关键词
Bioinformatics; Biological complexity; Node eccentricity; Path length; Protein-protein interactions; INTERACTION MAP; EVOLUTION; ORGANIZATION; CENTRALITY; CONNECTIVITY; MODULARITY; SEQUENCE; RATES;
D O I
10.1002/pmic.201000684
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
We investigated the biological significance of path lengths in 12 protein-protein interaction (PPI) networks. We put forward three predictions, based on the idea that biological complexity influences path lengths. First, at the network level, path lengths are generally longer in PPIs than in random networks. Second, this pattern is more pronounced in more complex organisms. Third, within a PPI network, path lengths of individual proteins are biologically significant. We found that in 11 of the 12 species, average path lengths in PPI networks are significantly longer than those in randomly rewired networks. The PPI network of the malaria parasite Plasmodium falciparum, however, does not exhibit deviation from rewired networks. Furthermore, eukaryotic PPIs exhibit significantly greater deviation from randomly rewired networks than prokaryotic PPIs. Thus our study highlights the potentially meaningful variation in path lengths of PPI networks. Moreover, node eccentricity, defined as the longest path from a protein to others, is significantly correlated with the levels of gene expression and dispensability in the yeast PPI network. We conclude that biological complexity influences both global and local properties of path lengths in PPI networks. Investigating variation of path lengths may provide new tools to analyze the evolution of functional modules in biological systems.
引用
收藏
页码:1857 / 1867
页数:11
相关论文
共 52 条
[1]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[2]   Tissue specificity and the human protein interaction network [J].
Bossi, Alice ;
Lehner, Ben .
MOLECULAR SYSTEMS BIOLOGY, 2009, 5
[3]   MINT, the molecular interaction database: 2009 update [J].
Ceol, Arnaud ;
Aryamontri, Andrew Chatr ;
Licata, Luana ;
Peluso, Daniele ;
Briganti, Leonardo ;
Perfetto, Livia ;
Castagnoli, Luisa ;
Cesareni, Gianni .
NUCLEIC ACIDS RESEARCH, 2010, 38 :D532-D539
[4]  
Cormen T.H., 2001, INTRO ALGORITHMS, DOI DOI 10.1145/963770.963776
[5]   Mechanisms of haploinsufficiency revealed by genome-wide profiling in yeast [J].
Deutschbauer, AM ;
Jaramillo, DF ;
Proctor, M ;
Kumm, J ;
Hillenmeyer, ME ;
Davis, RW ;
Nislow, C ;
Giaever, G .
GENETICS, 2005, 169 (04) :1915-1925
[6]   A single determinant dominates the rate of yeast protein evolution [J].
Drummond, DA ;
Raval, A ;
Wilke, CO .
MOLECULAR BIOLOGY AND EVOLUTION, 2006, 23 (02) :327-337
[7]  
Erdios P., 1959, PUBL MATH-DEBRECEN, V6, P290, DOI DOI 10.5486/PMD.1959.6.3-4.12
[8]   Evolutionary rate in the protein interaction network [J].
Fraser, HB ;
Hirsh, AE ;
Steinmetz, LM ;
Scharfe, C ;
Feldman, MW .
SCIENCE, 2002, 296 (5568) :750-752
[9]   Global analysis of protein expression in yeast [J].
Ghaemmaghami, S ;
Huh, W ;
Bower, K ;
Howson, RW ;
Belle, A ;
Dephoure, N ;
O'Shea, EK ;
Weissman, JS .
NATURE, 2003, 425 (6959) :737-741
[10]   A protein interaction map of Drosophila melanogaster [J].
Giot, L ;
Bader, JS ;
Brouwer, C ;
Chaudhuri, A ;
Kuang, B ;
Li, Y ;
Hao, YL ;
Ooi, CE ;
Godwin, B ;
Vitols, E ;
Vijayadamodar, G ;
Pochart, P ;
Machineni, H ;
Welsh, M ;
Kong, Y ;
Zerhusen, B ;
Malcolm, R ;
Varrone, Z ;
Collis, A ;
Minto, M ;
Burgess, S ;
McDaniel, L ;
Stimpson, E ;
Spriggs, F ;
Williams, J ;
Neurath, K ;
Ioime, N ;
Agee, M ;
Voss, E ;
Furtak, K ;
Renzulli, R ;
Aanensen, N ;
Carrolla, S ;
Bickelhaupt, E ;
Lazovatsky, Y ;
DaSilva, A ;
Zhong, J ;
Stanyon, CA ;
Finley, RL ;
White, KP ;
Braverman, M ;
Jarvie, T ;
Gold, S ;
Leach, M ;
Knight, J ;
Shimkets, RA ;
McKenna, MP ;
Chant, J ;
Rothberg, JM .
SCIENCE, 2003, 302 (5651) :1727-1736