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After defining all the initial metabolite concentrations, kinetic rate equations and fluxes, the exported draft kinetic model (SBML file) is ready for further parameterization (for example, parameter fitting using experimental data available on the repository) and analysis in external tools such as the COPASI [ 33] and the SBToolbox for Matlab [ 32].
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Using the ARTEMIS module, we obtained the quantitative structural parameters via a least-squares curve parameter fitting method.
Fig. 7 Beta distribution parameter fitting process.
Sampling interval distribution, parameter fits for simulated samples, and examples of microbial species abundance dynamics and corresponding Gaussian process fits.
For example, the EEPAS parameters fitted to the 3.95 < m < 4.45 class give an information rate of only 1.43 when applied to the 4.95 < m < 9.05 class.
Example parameter files in "Params" subdirectory.
A more recent example estimated parameters by fitting a viral dynamics model to viral load measurements taken in a clinical trial of a new Hepatitis C antiviral (Rong et al. 2010).
Those parameters fit my requirements.
Careful consideration must be given to the interpretation of parameters obtained from model fitting when only a single set of data (for example, xylose yield) is used to constrain the fit.
The value of our between-trial variability parameter is fairly large (twice as large, for example, as the fitted value in Ditterich, 2006).
The case studied in this paper shows one example in which model parameters that optimally fit the data are not necessarily the best ones from a biological point of view.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com