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Cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods

Constraint-based models have become popular methods for systems biology as they enable the integration of complex, disparate datasets in a biologically cohesive framework that also supports the description of biological processes in terms of basic physicochemical constraints and relationships. The s...

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Detalles Bibliográficos
Autores principales: Jamshidi, Neema, Raghunathan, Anu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4594423/
https://www.ncbi.nlm.nih.gov/pubmed/26500611
http://dx.doi.org/10.3389/fmicb.2015.01032
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author Jamshidi, Neema
Raghunathan, Anu
author_facet Jamshidi, Neema
Raghunathan, Anu
author_sort Jamshidi, Neema
collection PubMed
description Constraint-based models have become popular methods for systems biology as they enable the integration of complex, disparate datasets in a biologically cohesive framework that also supports the description of biological processes in terms of basic physicochemical constraints and relationships. The scope, scale, and application of genome scale models have grown from single cell bacteria to multi-cellular interaction modeling; host-pathogen modeling represents one of these examples at the current horizon of constraint-based methods. There are now a small number of examples of host-pathogen constraint-based models in the literature, however there has not yet been a definitive description of the methodology required for the functional integration of genome scale models in order to generate simulation capable host-pathogen models. Herein we outline a systematic procedure to produce functional host-pathogen models, highlighting steps which require debugging and iterative revisions in order to successfully build a functional model. The construction of such models will enable the exploration of host-pathogen interactions by leveraging the growing wealth of omic data in order to better understand mechanism of infection and identify novel therapeutic strategies.
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spelling pubmed-45944232015-10-23 Cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods Jamshidi, Neema Raghunathan, Anu Front Microbiol Public Health Constraint-based models have become popular methods for systems biology as they enable the integration of complex, disparate datasets in a biologically cohesive framework that also supports the description of biological processes in terms of basic physicochemical constraints and relationships. The scope, scale, and application of genome scale models have grown from single cell bacteria to multi-cellular interaction modeling; host-pathogen modeling represents one of these examples at the current horizon of constraint-based methods. There are now a small number of examples of host-pathogen constraint-based models in the literature, however there has not yet been a definitive description of the methodology required for the functional integration of genome scale models in order to generate simulation capable host-pathogen models. Herein we outline a systematic procedure to produce functional host-pathogen models, highlighting steps which require debugging and iterative revisions in order to successfully build a functional model. The construction of such models will enable the exploration of host-pathogen interactions by leveraging the growing wealth of omic data in order to better understand mechanism of infection and identify novel therapeutic strategies. Frontiers Media S.A. 2015-10-06 /pmc/articles/PMC4594423/ /pubmed/26500611 http://dx.doi.org/10.3389/fmicb.2015.01032 Text en Copyright © 2015 Jamshidi and Raghunathan. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Public Health
Jamshidi, Neema
Raghunathan, Anu
Cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods
title Cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods
title_full Cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods
title_fullStr Cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods
title_full_unstemmed Cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods
title_short Cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods
title_sort cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods
topic Public Health
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4594423/
https://www.ncbi.nlm.nih.gov/pubmed/26500611
http://dx.doi.org/10.3389/fmicb.2015.01032
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