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The Impact of Realistic Age Structure in Simple Models of Tuberculosis Transmission
BACKGROUND: Mathematical models of tuberculosis (TB) transmission have been used to characterize disease dynamics, investigate the potential effects of public health interventions, and prioritize control measures. While previous work has addressed the mathematical description of TB natural history,...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2797602/ https://www.ncbi.nlm.nih.gov/pubmed/20062531 http://dx.doi.org/10.1371/journal.pone.0008479 |
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author | Brooks-Pollock, Ellen Cohen, Ted Murray, Megan |
author_facet | Brooks-Pollock, Ellen Cohen, Ted Murray, Megan |
author_sort | Brooks-Pollock, Ellen |
collection | PubMed |
description | BACKGROUND: Mathematical models of tuberculosis (TB) transmission have been used to characterize disease dynamics, investigate the potential effects of public health interventions, and prioritize control measures. While previous work has addressed the mathematical description of TB natural history, the impact of demography on the behaviour of TB models has not been assessed. METHODS: A simple model of TB transmission, with alternative assumptions about survivorship, is used to explore the effect of age structure on the prevalence of infection, disease, basic reproductive ratio and the projected impact of control interventions. We focus our analytic arguments on the differences between constant and exponentially distributed lifespans and use an individual-based model to investigate the range of behaviour arising from realistic distributions of survivorship. RESULTS: The choice of age structure and natural (non-disease related) mortality strongly affects steady-state dynamics, parameter estimation and predictions about the effectiveness of control interventions. Since most individuals infected with TB develop an asymptomatic latent infection and never progress to active disease, we find that assuming a constant mortality rate results in a larger reproductive ratio and an overestimation of the effort required for disease control in comparison to using more realistic age-specific mortality rates. CONCLUSIONS: Demographic modelling assumptions should be considered in the interpretation of models of chronic infectious diseases such as TB. For simple models, we find that assuming constant lifetimes, rather than exponential lifetimes, produces dynamics more representative of models with realistic age structure. |
format | Text |
id | pubmed-2797602 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-27976022010-01-09 The Impact of Realistic Age Structure in Simple Models of Tuberculosis Transmission Brooks-Pollock, Ellen Cohen, Ted Murray, Megan PLoS One Research Article BACKGROUND: Mathematical models of tuberculosis (TB) transmission have been used to characterize disease dynamics, investigate the potential effects of public health interventions, and prioritize control measures. While previous work has addressed the mathematical description of TB natural history, the impact of demography on the behaviour of TB models has not been assessed. METHODS: A simple model of TB transmission, with alternative assumptions about survivorship, is used to explore the effect of age structure on the prevalence of infection, disease, basic reproductive ratio and the projected impact of control interventions. We focus our analytic arguments on the differences between constant and exponentially distributed lifespans and use an individual-based model to investigate the range of behaviour arising from realistic distributions of survivorship. RESULTS: The choice of age structure and natural (non-disease related) mortality strongly affects steady-state dynamics, parameter estimation and predictions about the effectiveness of control interventions. Since most individuals infected with TB develop an asymptomatic latent infection and never progress to active disease, we find that assuming a constant mortality rate results in a larger reproductive ratio and an overestimation of the effort required for disease control in comparison to using more realistic age-specific mortality rates. CONCLUSIONS: Demographic modelling assumptions should be considered in the interpretation of models of chronic infectious diseases such as TB. For simple models, we find that assuming constant lifetimes, rather than exponential lifetimes, produces dynamics more representative of models with realistic age structure. Public Library of Science 2010-01-07 /pmc/articles/PMC2797602/ /pubmed/20062531 http://dx.doi.org/10.1371/journal.pone.0008479 Text en Brooks-Pollock 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Brooks-Pollock, Ellen Cohen, Ted Murray, Megan The Impact of Realistic Age Structure in Simple Models of Tuberculosis Transmission |
title | The Impact of Realistic Age Structure in Simple Models of Tuberculosis Transmission |
title_full | The Impact of Realistic Age Structure in Simple Models of Tuberculosis Transmission |
title_fullStr | The Impact of Realistic Age Structure in Simple Models of Tuberculosis Transmission |
title_full_unstemmed | The Impact of Realistic Age Structure in Simple Models of Tuberculosis Transmission |
title_short | The Impact of Realistic Age Structure in Simple Models of Tuberculosis Transmission |
title_sort | impact of realistic age structure in simple models of tuberculosis transmission |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2797602/ https://www.ncbi.nlm.nih.gov/pubmed/20062531 http://dx.doi.org/10.1371/journal.pone.0008479 |
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