Subnetwork hierarchies of biochemical pathways

被引:242
作者
Holme, P [1 ]
Huss, M
Jeong, HW
机构
[1] Umea Univ, Dept Theoret Phys, S-90187 Umea, Sweden
[2] Royal Inst Technol, NADA, SANS, S-10044 Stockholm, Sweden
[3] Korea Adv Inst Sci & Technol, Dept Phys, Taejon 305701, South Korea
关键词
D O I
10.1093/bioinformatics/btg033
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: The vastness and complexity of the biochemical networks that have been mapped out by modern genomics calls for decomposition into subnetworks. Such networks can have inherent non-local features that require the global structure to be taken into account in the decomposition procedure. Furthermore, basic questions such as to what extent the network (graph theoretically) can be said to be built by distinct subnetworks are little studied. Results: We present a method to decompose biochemical networks into subnetworks based on the global geometry of the network. This method enables us to analyze the full hierarchical organization of biochemical networks and is applied to 43 organisms from the WIT database. Two types of biochemical networks are considered: metabolic networks and whole-cellular networks (also including for example information processes). Conceptual and quantitative ways of describing the hierarchical ordering are discussed. The general picture of the metabolic networks arising from our study is that of a few core-clusters centred around the most highly connected substances enclosed by other substances in outer shells, and a few other well-defined subnetworks.
引用
收藏
页码:532 / 538
页数:7
相关论文
共 24 条
[1]   Error and attack tolerance of complex networks [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 2000, 406 (6794) :378-382
[2]  
[Anonymous], GENES
[3]   A faster algorithm for betweenness centrality [J].
Brandes, U .
JOURNAL OF MATHEMATICAL SOCIOLOGY, 2001, 25 (02) :163-177
[4]   The small world of metabolism [J].
Fell, DA ;
Wagner, A .
NATURE BIOTECHNOLOGY, 2000, 18 (11) :1121-1122
[5]   SET OF MEASURES OF CENTRALITY BASED ON BETWEENNESS [J].
FREEMAN, LC .
SOCIOMETRY, 1977, 40 (01) :35-41
[6]   Community structure in social and biological networks [J].
Girvan, M ;
Newman, MEJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (12) :7821-7826
[7]   THE STRENGTH OF WEAK TIES [J].
GRANOVETTER, MS .
AMERICAN JOURNAL OF SOCIOLOGY, 1973, 78 (06) :1360-1380
[8]  
Janson S, 2000, WIL INT S D, DOI 10.1002/9781118032718
[9]   The large-scale organization of metabolic networks [J].
Jeong, H ;
Tombor, B ;
Albert, R ;
Oltvai, ZN ;
Barabási, AL .
NATURE, 2000, 407 (6804) :651-654
[10]   Lethality and centrality in protein networks [J].
Jeong, H ;
Mason, SP ;
Barabási, AL ;
Oltvai, ZN .
NATURE, 2001, 411 (6833) :41-42