Literature DB >> 25571172

Exact computation of probability landscape of stochastic networks of Single Input and Coupled Toggle Switch Modules.

Anna Terebus, Youfang Cao, Jie Liang.   

Abstract

Gene regulatory networks depict the interactions between genes, proteins, and other components of the cell. These interactions often are stochastic that can influence behavior of the cells. Discrete Chemical Master Equation (dCME) provides a general framework for understanding the stochastic nature of these networks. However solving dCME is challenging due to the enormous state space, one effective approach is to study the behavior of individual modules of the stochastic network. Here we used the finite buffer dCME method and directly calculated the exact steady state probability landscape for the two stochastic networks of Single Input and Coupled Toggle Switch Modules. The first example is a switch network consisting of three genes, and the second example is a double switching network consisting of four coupled genes. Our results show complex switching behavior of these networks can be quantified.

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Year:  2014        PMID: 25571172      PMCID: PMC4894350          DOI: 10.1109/EMBC.2014.6944804

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  5 in total

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Review 2.  Network motifs: theory and experimental approaches.

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5.  Optimal enumeration of state space of finitely buffered stochastic molecular networks and exact computation of steady state landscape probability.

Authors:  Youfang Cao; Jie Liang
Journal:  BMC Syst Biol       Date:  2008-03-29
  5 in total
  2 in total

1.  Multiscale Modeling of Cellular Epigenetic States: Stochasticity in Molecular Networks, Chromatin Folding in Cell Nuclei, and Tissue Pattern Formation of Cells.

Authors:  Jie Liang; Youfang Cao; Gamze Gursoy; Hammad Naveed; Anna Terebus; Jieling Zhao
Journal:  Crit Rev Biomed Eng       Date:  2015

2.  PRODIGEN: visualizing the probability landscape of stochastic gene regulatory networks in state and time space.

Authors:  Chihua Ma; Timothy Luciani; Anna Terebus; Jie Liang; G Elisabeta Marai
Journal:  BMC Bioinformatics       Date:  2017-02-15       Impact factor: 3.169

  2 in total

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