DocumentCode :
2846043
Title :
Optimal adaptation of metabolic networks in dynamic equilibrium
Author :
Oyarzun, Diego A. ; Middleton, R.H.
Author_Institution :
Dept. of Bioeng., Imperial Coll. London, London, UK
fYear :
2011
fDate :
June 29 2011-July 1 2011
Firstpage :
2897
Lastpage :
2902
Abstract :
We consider the dynamic optimization of enzyme expression rates to drive a metabolic network between two given equilibrium fluxes. The formulation is based on a nonlinear control-affine model for a metabolic network coupled with a linear model for enzyme expression and degradation, whereby the expression rates are regarded as control inputs to be optimized. The cost function is a quadratic functional that accounts for the deviation of the species concentrations and expression rates from their target values, together with the genetic effort required for enzyme synthesis. If the network is in dynamic equilibrium along the whole adaptation process, the metabolite levels are constant and the nonlinear dynamics can be recast as a nonregular descriptor system. The structure of the reduced system can be exploited to decouple the algebraic and differential parts of the dynamics, so as to parameterize the controls that satisfy the algebraic constraint in terms of a lower-dimensional control. The problem is then solved as a standard Linear Quadratic Regulator problem for an uncon strained lower dimensional system. This solution allows for a systematic computation of the optimal flux trajectories between two prescribed dynamic equilibrium regimes for networks with general topologies and kinetics.
Keywords :
algebra; biotechnology; enzymes; linear quadratic control; nonlinear control systems; nonlinear dynamical systems; quadratic programming; reduced order systems; adaptation process; algebraic constraint; cost function; differential parts; dynamic equilibrium flux; dynamic optimization; enzyme degradation; enzyme expression rates; enzyme synthesis; linear model; lower-dimensional control; metabolic networks; metabolite levels; nonlinear control affine model; nonlinear dynamics; nonregular descriptor system; optimal flux trajectories; quadratic functional; reduced system; species concentration; standard linear quadratic regulator problem; systematic computation; unconstrained lower dimensional system; Biochemistry; Degradation; Equations; Kinetic theory; Optimization; Steady-state;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference (ACC), 2011
Conference_Location :
San Francisco, CA
ISSN :
0743-1619
Print_ISBN :
978-1-4577-0080-4
Type :
conf
DOI :
10.1109/ACC.2011.5990744
Filename :
5990744
Link To Document :
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