The Chemical Master Equation (CME) provides a fruitful approach for the stochastic description of complex biochemical processes, because it is able to cope with random fluctuations of the chemical agents and to fit the experimental behavior in a more accurate way than deterministic concentration equations. In this work, our attention is focused on modeling and simulation of multisite phosphorylation/dephosphorylation cycles, by using the quasi-steady state approximation of enzymatic kinetics. The CME dynamics is written from the coefficients of the deterministic reaction-rate equations and the stationary distribution is computed explicitly, according to a recently developed realization scheme. Simulations are included to provide a comparison with Monte Carlo methods in terms of computational complexity.

Borri, A., Carravetta, F., Mavelli, G., Palumbo, P. (2013). Chemical Master Equations A Mathematical Scheme for the Multi-site Phosphorylation Case. In Proceedings of 3rd International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH13), Reykjavik, Islanda, 29-31 July 2013 (pp.681-688).

Chemical Master Equations A Mathematical Scheme for the Multi-site Phosphorylation Case

Palumbo, P
2013

Abstract

The Chemical Master Equation (CME) provides a fruitful approach for the stochastic description of complex biochemical processes, because it is able to cope with random fluctuations of the chemical agents and to fit the experimental behavior in a more accurate way than deterministic concentration equations. In this work, our attention is focused on modeling and simulation of multisite phosphorylation/dephosphorylation cycles, by using the quasi-steady state approximation of enzymatic kinetics. The CME dynamics is written from the coefficients of the deterministic reaction-rate equations and the stationary distribution is computed explicitly, according to a recently developed realization scheme. Simulations are included to provide a comparison with Monte Carlo methods in terms of computational complexity.
paper
Systems Biology; Chemical Master Equation; Markov Processes
English
3rd International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH13)
2013
Proceedings of 3rd International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH13), Reykjavik, Islanda, 29-31 July 2013
978-989856569-3
2013
681
688
reserved
Borri, A., Carravetta, F., Mavelli, G., Palumbo, P. (2013). Chemical Master Equations A Mathematical Scheme for the Multi-site Phosphorylation Case. In Proceedings of 3rd International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH13), Reykjavik, Islanda, 29-31 July 2013 (pp.681-688).
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/246737
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