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SBMLSimulator: A Java Tool for Model Simulation and Parameter Estimation in Systems Biology

The identification of suitable model parameters for biochemical reactions has been recognized as a quite difficult endeavor. Parameter values from literature or experiments can often not directly be combined in complex reaction systems. Nature-inspired optimization techniques can find appropriate se...

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Detalles Bibliográficos
Autores principales: Dörr, Alexander, Keller, Roland, Zell, Andreas, Dräger, Andreas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7093077/
https://www.ncbi.nlm.nih.gov/pubmed/32211200
http://dx.doi.org/10.3390/computation2040246
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author Dörr, Alexander
Keller, Roland
Zell, Andreas
Dräger, Andreas
author_facet Dörr, Alexander
Keller, Roland
Zell, Andreas
Dräger, Andreas
author_sort Dörr, Alexander
collection PubMed
description The identification of suitable model parameters for biochemical reactions has been recognized as a quite difficult endeavor. Parameter values from literature or experiments can often not directly be combined in complex reaction systems. Nature-inspired optimization techniques can find appropriate sets of parameters that calibrate a model to experimentally obtained time series data. We present SBMLsimulator, a tool that combines the Systems Biology Simulation Core Library for dynamic simulation of biochemical models with the heuristic optimization framework EvA2. SBMLsimulator provides an intuitive graphical user interface with various options as well as a fully-featured command-line interface for large-scale and script-based model simulation and calibration. In a parameter estimation study based on a published model and artificial data we demonstrate the capability of SBMLsimulator to identify parameters. SBMLsimulator is useful for both, the interactive simulation and exploration of the parameter space and for the large-scale model calibration and estimation of uncertain parameter values.
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spelling pubmed-70930772020-03-24 SBMLSimulator: A Java Tool for Model Simulation and Parameter Estimation in Systems Biology Dörr, Alexander Keller, Roland Zell, Andreas Dräger, Andreas Computation (Basel) Article The identification of suitable model parameters for biochemical reactions has been recognized as a quite difficult endeavor. Parameter values from literature or experiments can often not directly be combined in complex reaction systems. Nature-inspired optimization techniques can find appropriate sets of parameters that calibrate a model to experimentally obtained time series data. We present SBMLsimulator, a tool that combines the Systems Biology Simulation Core Library for dynamic simulation of biochemical models with the heuristic optimization framework EvA2. SBMLsimulator provides an intuitive graphical user interface with various options as well as a fully-featured command-line interface for large-scale and script-based model simulation and calibration. In a parameter estimation study based on a published model and artificial data we demonstrate the capability of SBMLsimulator to identify parameters. SBMLsimulator is useful for both, the interactive simulation and exploration of the parameter space and for the large-scale model calibration and estimation of uncertain parameter values. 2014-12-18 2014-12 /pmc/articles/PMC7093077/ /pubmed/32211200 http://dx.doi.org/10.3390/computation2040246 Text en licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Dörr, Alexander
Keller, Roland
Zell, Andreas
Dräger, Andreas
SBMLSimulator: A Java Tool for Model Simulation and Parameter Estimation in Systems Biology
title SBMLSimulator: A Java Tool for Model Simulation and Parameter Estimation in Systems Biology
title_full SBMLSimulator: A Java Tool for Model Simulation and Parameter Estimation in Systems Biology
title_fullStr SBMLSimulator: A Java Tool for Model Simulation and Parameter Estimation in Systems Biology
title_full_unstemmed SBMLSimulator: A Java Tool for Model Simulation and Parameter Estimation in Systems Biology
title_short SBMLSimulator: A Java Tool for Model Simulation and Parameter Estimation in Systems Biology
title_sort sbmlsimulator: a java tool for model simulation and parameter estimation in systems biology
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7093077/
https://www.ncbi.nlm.nih.gov/pubmed/32211200
http://dx.doi.org/10.3390/computation2040246
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