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Invariants and Other Structural Properties of Biochemical Models as a Constraint Satisfaction Problem
BACKGROUND: We present a way to compute the minimal semi-positive invariants of a Petri net representing a biological reaction system, as resolution of a Constraint Satisfaction Problem. The use of Petri nets to manipulate Systems Biology models and make available a variety of tools is quite old, an...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2012
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3386890/ https://www.ncbi.nlm.nih.gov/pubmed/22642806 http://dx.doi.org/10.1186/1748-7188-7-15 |
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author | Soliman, Sylvain |
author_facet | Soliman, Sylvain |
author_sort | Soliman, Sylvain |
collection | PubMed |
description | BACKGROUND: We present a way to compute the minimal semi-positive invariants of a Petri net representing a biological reaction system, as resolution of a Constraint Satisfaction Problem. The use of Petri nets to manipulate Systems Biology models and make available a variety of tools is quite old, and recently analyses based on invariant computation for biological models have become more and more frequent, for instance in the context of module decomposition. RESULTS: In our case, this analysis brings both qualitative and quantitative information on the models, in the form of conservation laws, consistency checking, etc. thanks to finite domain constraint programming. It is noticeable that some of the most recent optimizations of standard invariant computation techniques in Petri nets correspond to well-known techniques in constraint solving, like symmetry-breaking. Moreover, we show that the simple and natural encoding proposed is not only efficient but also flexible enough to encompass sub/sur-invariants, siphons/traps, etc., i.e., other Petri net structural properties that lead to supplementary insight on the dynamics of the biochemical system under study. CONCLUSIONS: A simple implementation based on GNU-Prolog's finite domain solver, and including symmetry detection and breaking, was incorporated into the BIOCHAM modelling environment and in the independent tool Nicotine. Some illustrative examples and benchmarks are provided. |
format | Online Article Text |
id | pubmed-3386890 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-33868902012-07-05 Invariants and Other Structural Properties of Biochemical Models as a Constraint Satisfaction Problem Soliman, Sylvain Algorithms Mol Biol Research BACKGROUND: We present a way to compute the minimal semi-positive invariants of a Petri net representing a biological reaction system, as resolution of a Constraint Satisfaction Problem. The use of Petri nets to manipulate Systems Biology models and make available a variety of tools is quite old, and recently analyses based on invariant computation for biological models have become more and more frequent, for instance in the context of module decomposition. RESULTS: In our case, this analysis brings both qualitative and quantitative information on the models, in the form of conservation laws, consistency checking, etc. thanks to finite domain constraint programming. It is noticeable that some of the most recent optimizations of standard invariant computation techniques in Petri nets correspond to well-known techniques in constraint solving, like symmetry-breaking. Moreover, we show that the simple and natural encoding proposed is not only efficient but also flexible enough to encompass sub/sur-invariants, siphons/traps, etc., i.e., other Petri net structural properties that lead to supplementary insight on the dynamics of the biochemical system under study. CONCLUSIONS: A simple implementation based on GNU-Prolog's finite domain solver, and including symmetry detection and breaking, was incorporated into the BIOCHAM modelling environment and in the independent tool Nicotine. Some illustrative examples and benchmarks are provided. BioMed Central 2012-05-29 /pmc/articles/PMC3386890/ /pubmed/22642806 http://dx.doi.org/10.1186/1748-7188-7-15 Text en Copyright ©2012 Soliman; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Soliman, Sylvain Invariants and Other Structural Properties of Biochemical Models as a Constraint Satisfaction Problem |
title | Invariants and Other Structural Properties of Biochemical Models as a Constraint Satisfaction Problem |
title_full | Invariants and Other Structural Properties of Biochemical Models as a Constraint Satisfaction Problem |
title_fullStr | Invariants and Other Structural Properties of Biochemical Models as a Constraint Satisfaction Problem |
title_full_unstemmed | Invariants and Other Structural Properties of Biochemical Models as a Constraint Satisfaction Problem |
title_short | Invariants and Other Structural Properties of Biochemical Models as a Constraint Satisfaction Problem |
title_sort | invariants and other structural properties of biochemical models as a constraint satisfaction problem |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3386890/ https://www.ncbi.nlm.nih.gov/pubmed/22642806 http://dx.doi.org/10.1186/1748-7188-7-15 |
work_keys_str_mv | AT solimansylvain invariantsandotherstructuralpropertiesofbiochemicalmodelsasaconstraintsatisfactionproblem |