Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON Framework

Detalhes bibliográficos
Autor(a) principal: Gael Pérez Rodríguez
Data de Publicação: 2015
Outros Autores: Martín Pérez Pérez, Daniel Glez Peña, Florentino Fdez Riverola, Nuno F. Azevedo, Anália Lourenco
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://hdl.handle.net/10216/104894
Resumo: Agent-based modelling is being used to represent biological systems with increasing frequency and success. This paper presents the implementation of a new tool for biomolecular reaction modelling in the open source Multiagent Simulator of Neighborhoods framework. The rationale behind this new tool is the necessity to describe interactions at the molecular level to be able to grasp emergent and meaningful biological behaviour. We are particularly interested in characterising and quantifying the various effects that facilitate biocatalysis. Enzymes may display high specificity for their substrates and this information is crucial to the engineering and optimisation of bioprocesses. Simulation results demonstrate that molecule distributions, reaction rate parameters, and structural parameters can be adjusted separately in the simulation allowing a comprehensive study of individual effects in the context of realistic cell environments. While higher percentage of collisions with occurrence of reaction increases the affinity of the enzyme to the substrate, a faster reaction (i.e., turnover number) leads to a smaller number of time steps. Slower diffusion rates and molecular crowding (physical hurdles) decrease the collision rate of reactants, hence reducing the reaction rate, as expected. Also, the random distribution of molecules affects the results significantly.
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spelling Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON FrameworkOutras ciências médicasOther medical sciencesAgent-based modelling is being used to represent biological systems with increasing frequency and success. This paper presents the implementation of a new tool for biomolecular reaction modelling in the open source Multiagent Simulator of Neighborhoods framework. The rationale behind this new tool is the necessity to describe interactions at the molecular level to be able to grasp emergent and meaningful biological behaviour. We are particularly interested in characterising and quantifying the various effects that facilitate biocatalysis. Enzymes may display high specificity for their substrates and this information is crucial to the engineering and optimisation of bioprocesses. Simulation results demonstrate that molecule distributions, reaction rate parameters, and structural parameters can be adjusted separately in the simulation allowing a comprehensive study of individual effects in the context of realistic cell environments. While higher percentage of collisions with occurrence of reaction increases the affinity of the enzyme to the substrate, a faster reaction (i.e., turnover number) leads to a smaller number of time steps. Slower diffusion rates and molecular crowding (physical hurdles) decrease the collision rate of reactants, hence reducing the reaction rate, as expected. Also, the random distribution of molecules affects the results significantly.20152015-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/10216/104894eng2314-613310.1155/2015/769471Gael Pérez RodríguezMartín Pérez PérezDaniel Glez PeñaFlorentino Fdez RiverolaNuno F. AzevedoAnália Lourencoinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-29T12:31:09Zoai:repositorio-aberto.up.pt:10216/104894Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T23:21:51.167611Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON Framework
title Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON Framework
spellingShingle Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON Framework
Gael Pérez Rodríguez
Outras ciências médicas
Other medical sciences
title_short Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON Framework
title_full Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON Framework
title_fullStr Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON Framework
title_full_unstemmed Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON Framework
title_sort Agent-Based Spatiotemporal Simulation of Biomolecular Systems within the Open Source MASON Framework
author Gael Pérez Rodríguez
author_facet Gael Pérez Rodríguez
Martín Pérez Pérez
Daniel Glez Peña
Florentino Fdez Riverola
Nuno F. Azevedo
Anália Lourenco
author_role author
author2 Martín Pérez Pérez
Daniel Glez Peña
Florentino Fdez Riverola
Nuno F. Azevedo
Anália Lourenco
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv Gael Pérez Rodríguez
Martín Pérez Pérez
Daniel Glez Peña
Florentino Fdez Riverola
Nuno F. Azevedo
Anália Lourenco
dc.subject.por.fl_str_mv Outras ciências médicas
Other medical sciences
topic Outras ciências médicas
Other medical sciences
description Agent-based modelling is being used to represent biological systems with increasing frequency and success. This paper presents the implementation of a new tool for biomolecular reaction modelling in the open source Multiagent Simulator of Neighborhoods framework. The rationale behind this new tool is the necessity to describe interactions at the molecular level to be able to grasp emergent and meaningful biological behaviour. We are particularly interested in characterising and quantifying the various effects that facilitate biocatalysis. Enzymes may display high specificity for their substrates and this information is crucial to the engineering and optimisation of bioprocesses. Simulation results demonstrate that molecule distributions, reaction rate parameters, and structural parameters can be adjusted separately in the simulation allowing a comprehensive study of individual effects in the context of realistic cell environments. While higher percentage of collisions with occurrence of reaction increases the affinity of the enzyme to the substrate, a faster reaction (i.e., turnover number) leads to a smaller number of time steps. Slower diffusion rates and molecular crowding (physical hurdles) decrease the collision rate of reactants, hence reducing the reaction rate, as expected. Also, the random distribution of molecules affects the results significantly.
publishDate 2015
dc.date.none.fl_str_mv 2015
2015-01-01T00:00:00Z
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url https://hdl.handle.net/10216/104894
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2314-6133
10.1155/2015/769471
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