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Growth of bacteria in 3-d colonies

The dynamics of growth of bacterial populations has been extensively studied for planktonic cells in well-agitated liquid culture, in which all cells have equal access to nutrients. In the real world, bacteria are more likely to live in physically structured habitats as colonies, within which indivi...

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Autores principales: Shao, Xinxian, Mugler, Andrew, Kim, Justin, Jeong, Ha Jun, Levin, Bruce R., Nemenman, Ilya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5549765/
https://www.ncbi.nlm.nih.gov/pubmed/28749935
http://dx.doi.org/10.1371/journal.pcbi.1005679
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author Shao, Xinxian
Mugler, Andrew
Kim, Justin
Jeong, Ha Jun
Levin, Bruce R.
Nemenman, Ilya
author_facet Shao, Xinxian
Mugler, Andrew
Kim, Justin
Jeong, Ha Jun
Levin, Bruce R.
Nemenman, Ilya
author_sort Shao, Xinxian
collection PubMed
description The dynamics of growth of bacterial populations has been extensively studied for planktonic cells in well-agitated liquid culture, in which all cells have equal access to nutrients. In the real world, bacteria are more likely to live in physically structured habitats as colonies, within which individual cells vary in their access to nutrients. The dynamics of bacterial growth in such conditions is poorly understood, and, unlike that for liquid culture, there is not a standard broadly used mathematical model for bacterial populations growing in colonies in three dimensions (3-d). By extending the classic Monod model of resource-limited population growth to allow for spatial heterogeneity in the bacterial access to nutrients, we develop a 3-d model of colonies, in which bacteria consume diffusing nutrients in their vicinity. By following the changes in density of E. coli in liquid and embedded in glucose-limited soft agar, we evaluate the fit of this model to experimental data. The model accounts for the experimentally observed presence of a sub-exponential, diffusion-limited growth regime in colonies, which is absent in liquid cultures. The model predicts and our experiments confirm that, as a consequence of inter-colony competition for the diffusing nutrients and of cell death, there is a non-monotonic relationship between total number of colonies within the habitat and the total number of individual cells in all of these colonies. This combined theoretical-experimental study reveals that, within 3-d colonies, E. coli cells are loosely packed, and colonies produce about 2.5 times as many cells as the liquid culture from the same amount of nutrients. We verify that this is because cells in liquid culture are larger than in colonies. Our model provides a baseline description of bacterial growth in 3-d, deviations from which can be used to identify phenotypic heterogeneities and inter-cellular interactions that further contribute to the structure of bacterial communities.
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spelling pubmed-55497652017-08-15 Growth of bacteria in 3-d colonies Shao, Xinxian Mugler, Andrew Kim, Justin Jeong, Ha Jun Levin, Bruce R. Nemenman, Ilya PLoS Comput Biol Research Article The dynamics of growth of bacterial populations has been extensively studied for planktonic cells in well-agitated liquid culture, in which all cells have equal access to nutrients. In the real world, bacteria are more likely to live in physically structured habitats as colonies, within which individual cells vary in their access to nutrients. The dynamics of bacterial growth in such conditions is poorly understood, and, unlike that for liquid culture, there is not a standard broadly used mathematical model for bacterial populations growing in colonies in three dimensions (3-d). By extending the classic Monod model of resource-limited population growth to allow for spatial heterogeneity in the bacterial access to nutrients, we develop a 3-d model of colonies, in which bacteria consume diffusing nutrients in their vicinity. By following the changes in density of E. coli in liquid and embedded in glucose-limited soft agar, we evaluate the fit of this model to experimental data. The model accounts for the experimentally observed presence of a sub-exponential, diffusion-limited growth regime in colonies, which is absent in liquid cultures. The model predicts and our experiments confirm that, as a consequence of inter-colony competition for the diffusing nutrients and of cell death, there is a non-monotonic relationship between total number of colonies within the habitat and the total number of individual cells in all of these colonies. This combined theoretical-experimental study reveals that, within 3-d colonies, E. coli cells are loosely packed, and colonies produce about 2.5 times as many cells as the liquid culture from the same amount of nutrients. We verify that this is because cells in liquid culture are larger than in colonies. Our model provides a baseline description of bacterial growth in 3-d, deviations from which can be used to identify phenotypic heterogeneities and inter-cellular interactions that further contribute to the structure of bacterial communities. Public Library of Science 2017-07-27 /pmc/articles/PMC5549765/ /pubmed/28749935 http://dx.doi.org/10.1371/journal.pcbi.1005679 Text en © 2017 Shao et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Shao, Xinxian
Mugler, Andrew
Kim, Justin
Jeong, Ha Jun
Levin, Bruce R.
Nemenman, Ilya
Growth of bacteria in 3-d colonies
title Growth of bacteria in 3-d colonies
title_full Growth of bacteria in 3-d colonies
title_fullStr Growth of bacteria in 3-d colonies
title_full_unstemmed Growth of bacteria in 3-d colonies
title_short Growth of bacteria in 3-d colonies
title_sort growth of bacteria in 3-d colonies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5549765/
https://www.ncbi.nlm.nih.gov/pubmed/28749935
http://dx.doi.org/10.1371/journal.pcbi.1005679
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