Hubs in biological interaction networks exhibit low changes in expression in experimental asthma

被引:102
作者
Lu, Xin
Jain, Vipul V.
Finn, Patricia W.
Perkins, David L.
机构
[1] Univ Calif San Diego, Dept Family & Prevent Med, San Diego, CA 92103 USA
[2] Univ Calif San Diego, Dept Med, San Diego, CA 92103 USA
[3] Univ Calif San Diego, Dept Surg, San Diego, CA 92103 USA
关键词
allergic asthma; biological network; Gene Ontology; microarray; ORGANIZATION; MODULARITY; DISCOVERY; GENE;
D O I
10.1038/msb4100138
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
Asthma is a complex polygenic disease involving the interaction of many genes. In this study, we investigated the allergic response in experimental asthma. First, we constructed a biological interaction network using the BOND ( Biomolecular Object Network Databank) database of literature curated molecular interactions. Second, we mapped differentially expressed genes from microarray data onto the network. Third, we analyzed the topological characteristics of the modulated genes. Fourth, we analyzed the correlation between the topology and biological function using the Gene Ontology classifications. Our results demonstrate that nodes with high connectivity ( hubs and superhubs) tend to have low levels of change in gene expression. The significance of our observations was confirmed by permutation testing. Furthermore, our analysis indicates that hubs and superhubs have significantly different biological functions compared with peripheral nodes based on Gene Ontology classification. Our observations have important ramifications for interpreting gene expression data and understanding biological responses. Thus, our analysis suggests that a combination of differential gene expression plus topological characteristics of the interaction network provides enhanced understanding of the biology in our model of experimental asthma.
引用
收藏
页数:6
相关论文
共 16 条
[1]   Network biology:: Understanding the cell's functional organization [J].
Barabási, AL ;
Oltvai, ZN .
NATURE REVIEWS GENETICS, 2004, 5 (02) :101-U15
[2]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[3]   The global burden of asthma [J].
Braman, Sidney S. .
CHEST, 2006, 130 (01) :4S-12S
[4]   Evidence for dynamically organized modularity in the yeast protein-protein interaction network [J].
Han, JDJ ;
Bertin, N ;
Hao, T ;
Goldberg, DS ;
Berriz, GF ;
Zhang, LV ;
Dupuy, D ;
Walhout, AJM ;
Cusick, ME ;
Roth, FP ;
Vidal, M .
NATURE, 2004, 430 (6995) :88-93
[5]   Intrinsic disorder is a common feature of hub proteins from four eukaryotic interactomes [J].
Haynes, Chad ;
Oldfield, Christopher J. ;
Ji, Fei ;
Klitgord, Niels ;
Cusick, Michael E. ;
Radivojac, Predrag ;
Uversky, Vladimir N. ;
Vidal, Marc ;
Iakoucheva, Lilia M. .
PLOS COMPUTATIONAL BIOLOGY, 2006, 2 (08) :890-901
[6]   Lethality and centrality in protein networks [J].
Jeong, H ;
Mason, SP ;
Barabási, AL ;
Oltvai, ZN .
NATURE, 2001, 411 (6833) :41-42
[7]   T cell activation in a murine model of asthma [J].
Krinzman, SJ ;
DeSanctis, GT ;
Cernadas, M ;
Kobzik, L ;
Listman, JA ;
Christiani, DC ;
Perkins, DL ;
Finn, PW .
AMERICAN JOURNAL OF PHYSIOLOGY-LUNG CELLULAR AND MOLECULAR PHYSIOLOGY, 1996, 271 (03) :L476-L483
[8]   RAG-1-DEFICIENT MICE HAVE NO MATURE LYMPHOCYTES-B AND LYMPHOCYTES-T [J].
MOMBAERTS, P ;
IACOMINI, J ;
JOHNSON, RS ;
HERRUP, K ;
TONEGAWA, S ;
PAPAIOANNOU, VE .
CELL, 1992, 68 (05) :869-877
[9]   Asthma genetics 2006: the long and winding road to gene discovery [J].
Ober, C ;
Hoffjan, S .
GENES AND IMMUNITY, 2006, 7 (02) :95-100
[10]   Disordered domains and high surface charge confer hubs with the ability to interact with multiple proteins in interaction networks [J].
Patil, A ;
Nakamura, H .
FEBS LETTERS, 2006, 580 (08) :2041-2045