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Modular assembly of dynamic models in systems biology

It is widely acknowledged that the construction of large-scale dynamic models in systems biology requires complex modelling problems to be broken up into more manageable pieces. To this end, both modelling and software frameworks are required to enable modular modelling. While there has been consist...

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Detalles Bibliográficos
Autores principales: Pan, Michael, Gawthrop, Peter J., Cursons, Joseph, Crampin, Edmund J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8544865/
https://www.ncbi.nlm.nih.gov/pubmed/34644304
http://dx.doi.org/10.1371/journal.pcbi.1009513
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author Pan, Michael
Gawthrop, Peter J.
Cursons, Joseph
Crampin, Edmund J.
author_facet Pan, Michael
Gawthrop, Peter J.
Cursons, Joseph
Crampin, Edmund J.
author_sort Pan, Michael
collection PubMed
description It is widely acknowledged that the construction of large-scale dynamic models in systems biology requires complex modelling problems to be broken up into more manageable pieces. To this end, both modelling and software frameworks are required to enable modular modelling. While there has been consistent progress in the development of software tools to enhance model reusability, there has been a relative lack of consideration for how underlying biophysical principles can be applied to this space. Bond graphs combine the aspects of both modularity and physics-based modelling. In this paper, we argue that bond graphs are compatible with recent developments in modularity and abstraction in systems biology, and are thus a desirable framework for constructing large-scale models. We use two examples to illustrate the utility of bond graphs in this context: a model of a mitogen-activated protein kinase (MAPK) cascade to illustrate the reusability of modules and a model of glycolysis to illustrate the ability to modify the model granularity.
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spelling pubmed-85448652021-10-26 Modular assembly of dynamic models in systems biology Pan, Michael Gawthrop, Peter J. Cursons, Joseph Crampin, Edmund J. PLoS Comput Biol Research Article It is widely acknowledged that the construction of large-scale dynamic models in systems biology requires complex modelling problems to be broken up into more manageable pieces. To this end, both modelling and software frameworks are required to enable modular modelling. While there has been consistent progress in the development of software tools to enhance model reusability, there has been a relative lack of consideration for how underlying biophysical principles can be applied to this space. Bond graphs combine the aspects of both modularity and physics-based modelling. In this paper, we argue that bond graphs are compatible with recent developments in modularity and abstraction in systems biology, and are thus a desirable framework for constructing large-scale models. We use two examples to illustrate the utility of bond graphs in this context: a model of a mitogen-activated protein kinase (MAPK) cascade to illustrate the reusability of modules and a model of glycolysis to illustrate the ability to modify the model granularity. Public Library of Science 2021-10-13 /pmc/articles/PMC8544865/ /pubmed/34644304 http://dx.doi.org/10.1371/journal.pcbi.1009513 Text en © 2021 Pan et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Pan, Michael
Gawthrop, Peter J.
Cursons, Joseph
Crampin, Edmund J.
Modular assembly of dynamic models in systems biology
title Modular assembly of dynamic models in systems biology
title_full Modular assembly of dynamic models in systems biology
title_fullStr Modular assembly of dynamic models in systems biology
title_full_unstemmed Modular assembly of dynamic models in systems biology
title_short Modular assembly of dynamic models in systems biology
title_sort modular assembly of dynamic models in systems biology
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8544865/
https://www.ncbi.nlm.nih.gov/pubmed/34644304
http://dx.doi.org/10.1371/journal.pcbi.1009513
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