Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1782287785428779008 |
---|---|
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. |
format | Online Article Text |
id | pubmed-3798466 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT biggsmatthewb novelmultiscalemodelingtoolappliedtopseudomonasaeruginosabiofilmformation AT papinjasona novelmultiscalemodelingtoolappliedtopseudomonasaeruginosabiofilmformation |