We analyse the effect of intrinsic fluctuations on the properties of bistable stochastic systems with time scale separation operating under quasi-steady state conditions. We first formulate a stochastic generalisation of the quasi-steady state approximation based on the semi-classical approximation of the partial differential equation for the generating function associated with the chemical master equation. Such approximation proceeds by optimising an action functional whose associated set of Euler-Lagrange (Hamilton) equations provides the most likely fluctuation path. We show that, under appropriate conditions granting time scale separation, the Hamiltonian can be re-scaled so that the set of Hamilton equations splits up into slow and fast variables, whereby the quasi-steady state approximation can be applied. We analyse two particular examples of systems whose mean-field limit has been shown to exhibit bi-stability: an enzyme-catalysed system of two mutually inhibitory proteins and a gene regulatory circuit with self-activation. Our theory establishes that the number of molecules of the conserved species is order parameters whose variation regulates bistable behaviour in the associated systems beyond the predictions of the mean-field theory. This prediction is fully confirmed by direct numerical simulations using the stochastic simulation algorithm. This result allows us to propose strategies whereby, by varying the number of molecules of the three conserved chemical species, cell properties associated to bistable behaviour (phenotype, cell-cycle status, etc.) can be controlled.
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21 August 2015
Research Article|
August 19 2015
The effects of intrinsic noise on the behaviour of bistable cell regulatory systems under quasi-steady state conditions
Roberto de la Cruz
;
Roberto de la Cruz
1Centre de Recerca Matemàtica. Edifici C,
Campus de Bellaterra
, 08193 Bellaterra (Barcelona), Spain
2Departament de Matemàtiques,
Universitat Autònoma de Barcelona
, 08193 Bellaterra (Barcelona), Spain
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Pilar Guerrero;
Pilar Guerrero
3Department of Mathematics,
University College London
, Gower Street, London WC1E 6BT, United Kingdom
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Fabian Spill;
Fabian Spill
4Department of Biomedical Engineering,
Boston University
, 44 Cummington Street, Boston, Massachusetts 02215, USA
5Department of Mechanical Engineering,
Massachusetts Institute of Technology
, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, USA
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Tomás Alarcón
Tomás Alarcón
1Centre de Recerca Matemàtica. Edifici C,
Campus de Bellaterra
, 08193 Bellaterra (Barcelona), Spain
2Departament de Matemàtiques,
Universitat Autònoma de Barcelona
, 08193 Bellaterra (Barcelona), Spain
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J. Chem. Phys. 143, 074105 (2015)
Article history
Received:
April 13 2015
Accepted:
August 02 2015
Citation
Roberto de la Cruz, Pilar Guerrero, Fabian Spill, Tomás Alarcón; The effects of intrinsic noise on the behaviour of bistable cell regulatory systems under quasi-steady state conditions. J. Chem. Phys. 21 August 2015; 143 (7): 074105. https://doi.org/10.1063/1.4928575
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