4.6 Article

Quasi-potential landscape in complex multi-stable systems

期刊

JOURNAL OF THE ROYAL SOCIETY INTERFACE
卷 9, 期 77, 页码 3539-3553

出版社

ROYAL SOC
DOI: 10.1098/rsif.2012.0434

关键词

multi-stable dynamical system; non-equilibrium dynamics; quasi-potential; state transition; epigenetic landscape; Freidlin-Wentzell theory

资金

  1. Natural Sciences and Engineering Research Council of Canada (NSERC)
  2. Canadian Institutes of Health Research (CIHR)
  3. Alberta Innovates
  4. Institute for Systems Biology (ISB), Seattle

向作者/读者索取更多资源

The developmental dynamics of multicellular organisms is a process that takes place in a multi-stable system in which each attractor state represents a cell type, and attractor transitions correspond to cell differentiation paths. This new understanding has revived the idea of a quasi-potential landscape, first proposed by Waddington as a metaphor. To describe development, one is interested in the 'relative stabilities' of N attractors (N > 2). Existing theories of state transition between local minima on some potential landscape deal with the exit part in the transition between two attractors in pair-attractor systems but do not offer the notion of a global potential function that relates more than two attractors to each other. Several ad hoc methods have been used in systems biology to compute a landscape in non-gradient systems, such as gene regulatory networks. Here we present an overview of currently available methods, discuss their limitations and propose a new decomposition of vector fields that permits the computation of a quasi-potential function that is equivalent to the Freidlin-Wentzell potential but is not limited to two attractors. Several examples of decomposition are given, and the significance of such a quasi-potential function is discussed.

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