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* Department of Computer Science,
Department of Chemical Engineering, and
Department of Biomolecular Sciences and Engineering, University of California, Santa Barbara, California
Correspondence: Address reprint requests to Linda R. Petzold, Tel.: 805-893-5362; E-mail: petzold{at}cs.ucsb.edu.
Mathematical model reduction is a long-standing technique used both to gain insight into model subprocesses and to reduce the computational costs of simulation and analysis. A reduced model must retain essential features of the full model, which, traditionally, have been the trajectories of certain state variables. For biological clocks, timing, or phase, characteristics must be preserved. A key performance criterion for a clock is the ability to adjust its phase correctly in response to external signals. We present a novel model reduction technique that removes components from a single-oscillator clock model and discover that four feedback loops are redundant with respect to its phase response behavior. Using a coupled multioscillator model of a circadian clock, we demonstrate that by preserving the phase response behavior of a single oscillator, we preserve timing behavior at the multioscillator level.
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S. Hildebrandt, D. Raden, L. Petzold, A. S. Robinson, and F. J. Doyle III A Top-Down Approach to Mechanistic Biological Modeling: Application to the Single-Chain Antibody Folding Pathway Biophys. J., October 15, 2008; 95(8): 3535 - 3558. [Abstract] [Full Text] [PDF] |
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