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Diverse drug-resistant subpopulations of Mycobacterium tuberculosis are sustained in continuous culture
Drug resistance to tuberculosis (TB) has become more widespread over the past decade. As such, understanding the emergence and fitness of antibiotic-resistant subpopulations is crucial for the development of new interventions. Here we use a simple mathematical model to explain the differences in the...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5134024/ https://www.ncbi.nlm.nih.gov/pubmed/27807274 http://dx.doi.org/10.1098/rsif.2016.0745 |
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author | Ayabina, Diepreye Hendon-Dunn, Charlotte Bacon, Joanna Colijn, Caroline |
author_facet | Ayabina, Diepreye Hendon-Dunn, Charlotte Bacon, Joanna Colijn, Caroline |
author_sort | Ayabina, Diepreye |
collection | PubMed |
description | Drug resistance to tuberculosis (TB) has become more widespread over the past decade. As such, understanding the emergence and fitness of antibiotic-resistant subpopulations is crucial for the development of new interventions. Here we use a simple mathematical model to explain the differences in the response to isoniazid (INH) of Mycobacterium tuberculosis cells cultured under two growth rates in a chemostat. We obtain posterior distributions of model parameters consistent with data using a Markov chain Monte Carlo (MCMC) method. We explore the dynamics of diverse INH-resistant subpopulations consistent with these data in a multi-population model. We find that the simple model captures the qualitative behaviour of the cultures under both dilution rates and also present testable predictions about how diversity is maintained in such cultures. |
format | Online Article Text |
id | pubmed-5134024 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-51340242016-12-12 Diverse drug-resistant subpopulations of Mycobacterium tuberculosis are sustained in continuous culture Ayabina, Diepreye Hendon-Dunn, Charlotte Bacon, Joanna Colijn, Caroline J R Soc Interface Life Sciences–Mathematics interface Drug resistance to tuberculosis (TB) has become more widespread over the past decade. As such, understanding the emergence and fitness of antibiotic-resistant subpopulations is crucial for the development of new interventions. Here we use a simple mathematical model to explain the differences in the response to isoniazid (INH) of Mycobacterium tuberculosis cells cultured under two growth rates in a chemostat. We obtain posterior distributions of model parameters consistent with data using a Markov chain Monte Carlo (MCMC) method. We explore the dynamics of diverse INH-resistant subpopulations consistent with these data in a multi-population model. We find that the simple model captures the qualitative behaviour of the cultures under both dilution rates and also present testable predictions about how diversity is maintained in such cultures. The Royal Society 2016-11 /pmc/articles/PMC5134024/ /pubmed/27807274 http://dx.doi.org/10.1098/rsif.2016.0745 Text en © 2016 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Life Sciences–Mathematics interface Ayabina, Diepreye Hendon-Dunn, Charlotte Bacon, Joanna Colijn, Caroline Diverse drug-resistant subpopulations of Mycobacterium tuberculosis are sustained in continuous culture |
title | Diverse drug-resistant subpopulations of Mycobacterium tuberculosis are sustained in continuous culture |
title_full | Diverse drug-resistant subpopulations of Mycobacterium tuberculosis are sustained in continuous culture |
title_fullStr | Diverse drug-resistant subpopulations of Mycobacterium tuberculosis are sustained in continuous culture |
title_full_unstemmed | Diverse drug-resistant subpopulations of Mycobacterium tuberculosis are sustained in continuous culture |
title_short | Diverse drug-resistant subpopulations of Mycobacterium tuberculosis are sustained in continuous culture |
title_sort | diverse drug-resistant subpopulations of mycobacterium tuberculosis are sustained in continuous culture |
topic | Life Sciences–Mathematics interface |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5134024/ https://www.ncbi.nlm.nih.gov/pubmed/27807274 http://dx.doi.org/10.1098/rsif.2016.0745 |
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