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Novel Multiscale Modeling Tool Applied to Pseudomonas aeruginosa Biofilm Formation

Multiscale modeling is used to represent biological systems with increasing frequency and success. Multiscale models are often hybrids of different modeling frameworks and programming languages. We present the MATLAB-NetLogo extension (MatNet) as a novel tool for multiscale modeling. We demonstrate...

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Detalles Bibliográficos
Autores principales: Biggs, Matthew B., Papin, Jason A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3798466/
https://www.ncbi.nlm.nih.gov/pubmed/24147108
http://dx.doi.org/10.1371/journal.pone.0078011
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author Biggs, Matthew B.
Papin, Jason A.
author_facet Biggs, Matthew B.
Papin, Jason A.
author_sort Biggs, Matthew B.
collection PubMed
description Multiscale modeling is used to represent biological systems with increasing frequency and success. Multiscale models are often hybrids of different modeling frameworks and programming languages. We present the MATLAB-NetLogo extension (MatNet) as a novel tool for multiscale modeling. We demonstrate the utility of the tool with a multiscale model of Pseudomonas aeruginosa biofilm formation that incorporates both an agent-based model (ABM) and constraint-based metabolic modeling. The hybrid model correctly recapitulates oxygen-limited biofilm metabolic activity and predicts increased growth rate via anaerobic respiration with the addition of nitrate to the growth media. In addition, a genome-wide survey of metabolic mutants and biofilm formation exemplifies the powerful analyses that are enabled by this computational modeling tool.
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spelling pubmed-37984662013-10-21 Novel Multiscale Modeling Tool Applied to Pseudomonas aeruginosa Biofilm Formation Biggs, Matthew B. Papin, Jason A. PLoS One Research Article Multiscale modeling is used to represent biological systems with increasing frequency and success. Multiscale models are often hybrids of different modeling frameworks and programming languages. We present the MATLAB-NetLogo extension (MatNet) as a novel tool for multiscale modeling. We demonstrate the utility of the tool with a multiscale model of Pseudomonas aeruginosa biofilm formation that incorporates both an agent-based model (ABM) and constraint-based metabolic modeling. The hybrid model correctly recapitulates oxygen-limited biofilm metabolic activity and predicts increased growth rate via anaerobic respiration with the addition of nitrate to the growth media. In addition, a genome-wide survey of metabolic mutants and biofilm formation exemplifies the powerful analyses that are enabled by this computational modeling tool. Public Library of Science 2013-10-17 /pmc/articles/PMC3798466/ /pubmed/24147108 http://dx.doi.org/10.1371/journal.pone.0078011 Text en © 2013 Biggs, Papin http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Biggs, Matthew B.
Papin, Jason A.
Novel Multiscale Modeling Tool Applied to Pseudomonas aeruginosa Biofilm Formation
title Novel Multiscale Modeling Tool Applied to Pseudomonas aeruginosa Biofilm Formation
title_full Novel Multiscale Modeling Tool Applied to Pseudomonas aeruginosa Biofilm Formation
title_fullStr Novel Multiscale Modeling Tool Applied to Pseudomonas aeruginosa Biofilm Formation
title_full_unstemmed Novel Multiscale Modeling Tool Applied to Pseudomonas aeruginosa Biofilm Formation
title_short Novel Multiscale Modeling Tool Applied to Pseudomonas aeruginosa Biofilm Formation
title_sort novel multiscale modeling tool applied to pseudomonas aeruginosa biofilm formation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3798466/
https://www.ncbi.nlm.nih.gov/pubmed/24147108
http://dx.doi.org/10.1371/journal.pone.0078011
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