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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2014
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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. |
format | Online Article Text |
id | pubmed-7093077 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
record_format | MEDLINE/PubMed |
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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