Representing perturbed dynamics in biological network models

Gautier Stoll, Jacques Rougemont, and Felix Naef
Phys. Rev. E 76, 011917 – Published 25 July 2007

Abstract

We study the dynamics of gene activities in relatively small size biological networks (up to a few tens of nodes), e.g., the activities of cell-cycle proteins during the mitotic cell-cycle progression. Using the framework of deterministic discrete dynamical models, we characterize the dynamical modifications in response to structural perturbations in the network connectivities. In particular, we focus on how perturbations affect the set of fixed points and sizes of the basins of attraction. Our approach uses two analytical measures: the basin entropy H and the perturbation size Δ, a quantity that reflects the distance between the set of fixed points of the perturbed network and that of the unperturbed network. Applying our approach to the yeast-cell-cycle network introduced by Li et al. [Proc. Natl. Acad. Sci. U.S.A. 101, 4781 (2004)] provides a low-dimensional and informative fingerprint of network behavior under large classes of perturbations. We identify interactions that are crucial for proper network function, and also pinpoint functionally redundant network connections. Selected perturbations exemplify the breadth of dynamical responses in this cell-cycle model.

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  • Received 28 February 2007

DOI:https://doi.org/10.1103/PhysRevE.76.011917

©2007 American Physical Society

Authors & Affiliations

Gautier Stoll1,3,*, Jacques Rougemont3,†, and Felix Naef1,2,3,‡

  • 1NCCR Molecular Oncology, chemin des Boveresses 155, 1066 Epalinges, Switzerland
  • 2School of Life Sciences, ISREC, Ecole polytechnique Fédérale de Lausanne 1015 Lausanne, Switzerland
  • 3Swiss Institute of Bioinformatics, Quartier Sorge-Genopode, 1015 Lausanne, Switzerland

  • *Gautier.stoll@curie.fr
  • jacques.rougemont@isb-sib.ch
  • felix.naef@isrec.ch

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Issue

Vol. 76, Iss. 1 — July 2007

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