Cargando…
Modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data
Renewed interest in dynamic simulation models of biomolecular systems has arisen from advances in genome-wide measurement and applications of such models in biotechnology and synthetic biology. In particular, genome-scale models of cellular metabolism beyond the steady state are required in order to...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8385351/ https://www.ncbi.nlm.nih.gov/pubmed/34428949 http://dx.doi.org/10.1098/rsif.2021.0478 |
_version_ | 1783742075077918720 |
---|---|
author | Gawthrop, Peter J. Pan, Michael Crampin, Edmund J. |
author_facet | Gawthrop, Peter J. Pan, Michael Crampin, Edmund J. |
author_sort | Gawthrop, Peter J. |
collection | PubMed |
description | Renewed interest in dynamic simulation models of biomolecular systems has arisen from advances in genome-wide measurement and applications of such models in biotechnology and synthetic biology. In particular, genome-scale models of cellular metabolism beyond the steady state are required in order to represent transient and dynamic regulatory properties of the system. Development of such whole-cell models requires new modelling approaches. Here, we propose the energy-based bond graph methodology, which integrates stoichiometric models with thermodynamic principles and kinetic modelling. We demonstrate how the bond graph approach intrinsically enforces thermodynamic constraints, provides a modular approach to modelling, and gives a basis for estimation of model parameters leading to dynamic models of biomolecular systems. The approach is illustrated using a well-established stoichiometric model of Escherichia coli and published experimental data. |
format | Online Article Text |
id | pubmed-8385351 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-83853512021-08-26 Modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data Gawthrop, Peter J. Pan, Michael Crampin, Edmund J. J R Soc Interface Life Sciences–Engineering interface Renewed interest in dynamic simulation models of biomolecular systems has arisen from advances in genome-wide measurement and applications of such models in biotechnology and synthetic biology. In particular, genome-scale models of cellular metabolism beyond the steady state are required in order to represent transient and dynamic regulatory properties of the system. Development of such whole-cell models requires new modelling approaches. Here, we propose the energy-based bond graph methodology, which integrates stoichiometric models with thermodynamic principles and kinetic modelling. We demonstrate how the bond graph approach intrinsically enforces thermodynamic constraints, provides a modular approach to modelling, and gives a basis for estimation of model parameters leading to dynamic models of biomolecular systems. The approach is illustrated using a well-established stoichiometric model of Escherichia coli and published experimental data. The Royal Society 2021-08-25 /pmc/articles/PMC8385351/ /pubmed/34428949 http://dx.doi.org/10.1098/rsif.2021.0478 Text en © 2021 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Life Sciences–Engineering interface Gawthrop, Peter J. Pan, Michael Crampin, Edmund J. Modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data |
title | Modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data |
title_full | Modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data |
title_fullStr | Modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data |
title_full_unstemmed | Modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data |
title_short | Modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data |
title_sort | modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data |
topic | Life Sciences–Engineering interface |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8385351/ https://www.ncbi.nlm.nih.gov/pubmed/34428949 http://dx.doi.org/10.1098/rsif.2021.0478 |
work_keys_str_mv | AT gawthroppeterj modulardynamicbiomolecularmodellingwithbondgraphstheunificationofstoichiometrythermodynamicskineticsanddata AT panmichael modulardynamicbiomolecularmodellingwithbondgraphstheunificationofstoichiometrythermodynamicskineticsanddata AT crampinedmundj modulardynamicbiomolecularmodellingwithbondgraphstheunificationofstoichiometrythermodynamicskineticsanddata |