Studying protein-protein interaction networks: a systems view on diseases

被引:58
作者
Jordan, Ferenc [1 ]
Thanh-Phuong Nguyen [1 ]
Liu, Wei-chung [1 ]
机构
[1] Univ Trento, Microsoft Res, Ctr Computat & Syst Biol, I-38068 Rovereto, TN, Italy
关键词
PPI network; network analysis; centrality; disease; GENE-EXPRESSION; PLEIOTROPY; BIOLOGY; AMPLIFICATION; EVOLUTION;
D O I
10.1093/bfgp/els035
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
In order to better understand several cellular processes, it is helpful to study how various components make up the system. This systems perspective is supported by several modelling tools including network analysis. Networks of protein-protein interactions (PPI networks) offer a way to depict, visualize and quantify the functioning and relative importance of particular proteins in cell function. The toolkit of network analysis ranges from the local indices describing individual proteins (as network nodes) to global indicators of system architecture, describing the total interaction system (as the whole network). We briefly introduce some of these network indices and present a case study where the connectedness and potential functional relationships between certain disease proteins are inferred. We argue that network analysis can be used, in general, to improve databases, to infer novel functions, to quantify positional importance and to support predictions in pathogenesis studies. The systems perspective and network analysis can be of particular importance in studying diseases with complex molecular processes.
引用
收藏
页码:497 / 504
页数:8
相关论文
共 66 条
  • [1] Aggarwal Kunal, 2003, Briefings in Functional Genomics & Proteomics, V2, P175, DOI 10.1093/bfgp/2.3.175
  • [2] Error and attack tolerance of complex networks
    Albert, R
    Jeong, H
    Barabási, AL
    [J]. NATURE, 2000, 406 (6794) : 378 - 382
  • [3] [Anonymous], 2008, Analysis of Biological Networks
  • [4] Src-induced de-regulation of E-cadherin in colon cancer cells requires integrin signalling
    Avizienyte, E
    Wyke, AW
    Jones, RJ
    McLean, GW
    Westhoff, MA
    Brunton, VG
    Frame, MC
    [J]. NATURE CELL BIOLOGY, 2002, 4 (08) : 632 - 638
  • [5] Network biology:: Understanding the cell's functional organization
    Barabási, AL
    Oltvai, ZN
    [J]. NATURE REVIEWS GENETICS, 2004, 5 (02) : 101 - U15
  • [6] Affinity purification-mass spectrometry - Powerful tools for the characterization of protein complexes
    Bauer, A
    Kuster, B
    [J]. EUROPEAN JOURNAL OF BIOCHEMISTRY, 2003, 270 (04): : 570 - 578
  • [7] Kernel methods for predicting protein-protein interactions
    Ben-Hur, A
    Noble, WS
    [J]. BIOINFORMATICS, 2005, 21 : I38 - I46
  • [8] Bockler BS, 2008, GENOME BIOL, V9, pR91
  • [9] Online predicted human interaction database
    Brown, KR
    Jurisica, I
    [J]. BIOINFORMATICS, 2005, 21 (09) : 2076 - 2082
  • [10] A hybrid approach to extract protein-protein interactions
    Bui, Quoc-Chinh
    Katrenko, Sophia
    Sloot, Peter M. A.
    [J]. BIOINFORMATICS, 2011, 27 (02) : 259 - 265