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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...

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Detalles Bibliográficos
Autores principales: Verotta, Davide, Haagensen, Janus, Spormann, Alfred M., Yang, Katherine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2017
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.
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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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