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Mathematical Modeling of Biofilm Structures Using COMSTAT Data
Mathematical modeling holds great potential for quantitatively describing biofilm growth in presence or absence of chemical agents used to limit or promote biofilm growth. In this paper, we describe a general mathematical/statistical framework that allows for the characterization of complex data in...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751404/ https://www.ncbi.nlm.nih.gov/pubmed/29422943 http://dx.doi.org/10.1155/2017/7246286 |
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author | Verotta, Davide Haagensen, Janus Spormann, Alfred M. Yang, Katherine |
author_facet | Verotta, Davide Haagensen, Janus Spormann, Alfred M. Yang, Katherine |
author_sort | Verotta, Davide |
collection | PubMed |
description | Mathematical modeling holds great potential for quantitatively describing biofilm growth in presence or absence of chemical agents used to limit or promote biofilm growth. In this paper, we describe a general mathematical/statistical framework that allows for the characterization of complex data in terms of few parameters and the capability to (i) compare different experiments and exposures to different agents, (ii) test different hypotheses regarding biofilm growth and interaction with different agents, and (iii) simulate arbitrary administrations of agents. The mathematical framework is divided to submodels characterizing biofilm, including new models characterizing live biofilm growth and dead cell accumulation; the interaction with agents inhibiting or stimulating growth; the kinetics of the agents. The statistical framework can take into account measurement and interexperiment variation. We demonstrate the application of (some of) the models using confocal microscopy data obtained using the computer program COMSTAT. |
format | Online Article Text |
id | pubmed-5751404 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-57514042018-02-08 Mathematical Modeling of Biofilm Structures Using COMSTAT Data Verotta, Davide Haagensen, Janus Spormann, Alfred M. Yang, Katherine Comput Math Methods Med Research Article Mathematical modeling holds great potential for quantitatively describing biofilm growth in presence or absence of chemical agents used to limit or promote biofilm growth. In this paper, we describe a general mathematical/statistical framework that allows for the characterization of complex data in terms of few parameters and the capability to (i) compare different experiments and exposures to different agents, (ii) test different hypotheses regarding biofilm growth and interaction with different agents, and (iii) simulate arbitrary administrations of agents. The mathematical framework is divided to submodels characterizing biofilm, including new models characterizing live biofilm growth and dead cell accumulation; the interaction with agents inhibiting or stimulating growth; the kinetics of the agents. The statistical framework can take into account measurement and interexperiment variation. We demonstrate the application of (some of) the models using confocal microscopy data obtained using the computer program COMSTAT. Hindawi 2017 2017-12-20 /pmc/articles/PMC5751404/ /pubmed/29422943 http://dx.doi.org/10.1155/2017/7246286 Text en Copyright © 2017 Davide Verotta et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Verotta, Davide Haagensen, Janus Spormann, Alfred M. Yang, Katherine Mathematical Modeling of Biofilm Structures Using COMSTAT Data |
title | Mathematical Modeling of Biofilm Structures Using COMSTAT Data |
title_full | Mathematical Modeling of Biofilm Structures Using COMSTAT Data |
title_fullStr | Mathematical Modeling of Biofilm Structures Using COMSTAT Data |
title_full_unstemmed | Mathematical Modeling of Biofilm Structures Using COMSTAT Data |
title_short | Mathematical Modeling of Biofilm Structures Using COMSTAT Data |
title_sort | mathematical modeling of biofilm structures using comstat data |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751404/ https://www.ncbi.nlm.nih.gov/pubmed/29422943 http://dx.doi.org/10.1155/2017/7246286 |
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