Inferring regulatory networks

被引:27
|
作者
Li, Huai [1 ]
Xuan, Jianhua [2 ]
Wang, Yue [2 ]
Zhan, Ming [1 ]
机构
[1] NIA, Bioinformat Unit, Branch Res Resources, NIH, Baltimore, MD 21224 USA
[2] Virginia Polytech Inst & State Univ, Dept Elect Comp & Biomed Engn, Arlington, VA USA
来源
关键词
systems biology; regulatory network; coexpression; pathway dynamics; Modeling and inference; transcriptional intervention; review;
D O I
10.2741/2677
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
The discovery of regulatory networks is an important aspect in the post genomic research. The process requires integrated efforts of experimental and computational strategies by employing the systems biology approach. This review summarizes some of the major themes in computational inference of regulatory networks based on gene expression and other data sources, including transcriptional module identification, network topology inference, and network analysis. Popular solutions to each of these problems and their relative merits are discussed.
引用
收藏
页码:263 / 275
页数:13
相关论文
共 50 条
  • [1] Inferring Contagion in Regulatory Networks
    Fujita, Andre
    Sato, Joao Ricardo
    Almeida Demasi, Marcos Angelo
    Yamaguchi, Rui
    Shimamura, Teppei
    Ferreira, Carlos Eduardo
    Sogayar, Mari Cleide
    Miyano, Satoru
    [J]. IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2011, 8 (02) : 570 - 576
  • [2] Inferring gene regulatory networks by ANOVA
    Kueffner, Robert
    Petri, Tobias
    Tavakkolkhah, Pegah
    Windhager, Lukas
    Zimmer, Ralf
    [J]. BIOINFORMATICS, 2012, 28 (10) : 1376 - 1382
  • [3] Inferring gene regulatory networks by thermodynamic modeling
    Chen, Chieh-Chun
    Zhong, Sheng
    [J]. BMC GENOMICS, 2008, 9 (Suppl 2)
  • [4] Inferring gene regulatory networks by thermodynamic modeling
    Chieh-Chun Chen
    Sheng Zhong
    [J]. BMC Genomics, 9
  • [5] Inferring the role of transcription factors in regulatory networks
    Veber, Philippe
    Guziolowski, Carito
    Le Borgne, Michel
    Radulescu, Ovidiu
    Siegel, Anne
    [J]. BMC BIOINFORMATICS, 2008, 9 (1)
  • [6] Inferring the role of transcription factors in regulatory networks
    Philippe Veber
    Carito Guziolowski
    Michel Le Borgne
    Ovidiu Radulescu
    Anne Siegel
    [J]. BMC Bioinformatics, 9
  • [7] INFERRING THE REGULATORY INTERACTION MODELS OF TRANSCRIPTION FACTORS IN TRANSCRIPTIONAL REGULATORY NETWORKS
    Awad, Sherine
    Panchy, Nicholas
    See-Kiong Ng
    Chen, Jin
    [J]. JOURNAL OF BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, 2012, 10 (05)
  • [8] CyNetworkBMA: a Cytoscape app for inferring gene regulatory networks
    Fronczuk, Maciej
    Raftery, Adrian E.
    Yeung, Ka Yee
    [J]. SOURCE CODE FOR BIOLOGY AND MEDICINE, 2015, 10
  • [9] An Integrative Approach to Inferring Gene Regulatory Module Networks
    Baitaluk, Michael
    Kozhenkov, Sergey
    Ponomarenko, Julia
    [J]. PLOS ONE, 2012, 7 (12):
  • [10] Parallel Algorithms for Inferring Gene Regulatory Networks: A Review
    Abbaszadeh, Omid
    Khanteymoori, Ali Reza
    Azarpeyvand, Ali
    [J]. CURRENT GENOMICS, 2018, 19 (07) : 603 - 614