Literature DB >> 23292740

GESTODIFFERENT: a Cytoscape plugin for the generation and the identification of gene regulatory networks describing a stochastic cell differentiation process.

Marco Antoniotti1, Gary D Bader, Giulio Caravagna, Silvia Crippa, Alex Graudenzi, Giancarlo Mauri.   

Abstract

SUMMARY: The characterization of the complex phenomenon of cell differentiation is a key goal of both systems and computational biology. GeStoDifferent is a Cytoscape plugin aimed at the generation and the identification of gene regulatory networks (GRNs) describing an arbitrary stochastic cell differentiation process. The (dynamical) model adopted to describe general GRNs is that of noisy random Boolean networks (NRBNs), with a specific focus on their emergent dynamical behavior. GeStoDifferent explores the space of GRNs by filtering the NRBN instances inconsistent with a stochastic lineage differentiation tree representing the cell lineages that can be obtained by following the fate of a stem cell descendant. Matched networks can then be analyzed by Cytoscape network analysis algorithms or, for instance, used to define (multiscale) models of cellular dynamics. AVAILABILITY: Freely available at http://bimib.disco.unimib.it/index.php/Retronet#GESTODifferent or at the Cytoscape App Store http://apps.cytoscape.org/.

Mesh:

Year:  2013        PMID: 23292740      PMCID: PMC3888149          DOI: 10.1093/bioinformatics/bts726

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  5 in total

1.  Elite and stochastic models for induced pluripotent stem cell generation.

Authors:  Shinya Yamanaka
Journal:  Nature       Date:  2009-07-02       Impact factor: 49.962

2.  Metabolic stability and epigenesis in randomly constructed genetic nets.

Authors:  S A Kauffman
Journal:  J Theor Biol       Date:  1969-03       Impact factor: 2.691

3.  A dynamical model of genetic networks for cell differentiation.

Authors:  Marco Villani; Alessia Barbieri; Roberto Serra
Journal:  PLoS One       Date:  2011-03-18       Impact factor: 3.240

4.  Cytoscape 2.8: new features for data integration and network visualization.

Authors:  Michael E Smoot; Keiichiro Ono; Johannes Ruscheinski; Peng-Liang Wang; Trey Ideker
Journal:  Bioinformatics       Date:  2010-12-12       Impact factor: 6.937

5.  Noise-driven stem cell and progenitor population dynamics.

Authors:  Martin Hoffmann; Hannah H Chang; Sui Huang; Donald E Ingber; Markus Loeffler; Joerg Galle
Journal:  PLoS One       Date:  2008-08-13       Impact factor: 3.240

  5 in total
  2 in total

1.  Investigating the relation between stochastic differentiation, homeostasis and clonal expansion in intestinal crypts via multiscale modeling.

Authors:  Alex Graudenzi; Giulio Caravagna; Giovanni De Matteis; Marco Antoniotti
Journal:  PLoS One       Date:  2014-05-28       Impact factor: 3.240

2.  CABeRNET: a Cytoscape app for augmented Boolean models of gene regulatory NETworks.

Authors:  Andrea Paroni; Alex Graudenzi; Giulio Caravagna; Chiara Damiani; Giancarlo Mauri; Marco Antoniotti
Journal:  BMC Bioinformatics       Date:  2016-02-04       Impact factor: 3.169

  2 in total

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