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Tuberculosis Epidemiology at the Country Scale: Self-Limiting Process and the HIV Effects
BACKGROUND: The global spread of the human immunodeficiency virus (HIV) is the main hypothesis behind tuberculosis (TB) positive trends in the last decades, according to modeling studies and World Health Organization Reports (WHO). On one hand, TB (WHO) reports do not explicitly consider a modeling...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4836699/ https://www.ncbi.nlm.nih.gov/pubmed/27093296 http://dx.doi.org/10.1371/journal.pone.0153710 |
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author | Krsulovic, Felipe Augusto Maurin Lima, Mauricio |
author_facet | Krsulovic, Felipe Augusto Maurin Lima, Mauricio |
author_sort | Krsulovic, Felipe Augusto Maurin |
collection | PubMed |
description | BACKGROUND: The global spread of the human immunodeficiency virus (HIV) is the main hypothesis behind tuberculosis (TB) positive trends in the last decades, according to modeling studies and World Health Organization Reports (WHO). On one hand, TB (WHO) reports do not explicitly consider a modeling approach, but cover country and global TB trends. On the other hand, modeling studies usually do not cover the scale of WHO reports, because of the amount of parameters estimated to describe TB natural history. Here we combined these two principal sources of TB studies covering TB High Burden Countries (HBCs) dynamics. Our main goals were: (i) to detect the endogenous component of TB dynamics since 1974 for TB HBCs; and (ii) to explore the HIV exogenous effects on TB models`parameters. METHODS AND FINDINGS: We explored the relationship between the TB per capita population rate of change (R(I)) and the infectious class size following an endogenous/exogenous framework. R(I) can be affected by intra-population processes (i.e. competition, predation) and exogenous variables like HIV. We found that TB dynamics had always a strong endogenous component, represented by a negative correlation between TB population size and R(I), which was captured by the discrete logistic model. Moreover, we explored the HIV exogenous effects on TB models`parameters. We found that overall the TB+HIV logistic model was more parsimonious than TB model alone, principally in the African region. Our results showed that HIV affected principally TB carrying capacity, as expected by the known HIV effects on TB natural-history. We also tested if DOTS (Directly Observed Treatment Short-Course Strategy), poverty levels and BCG (Bacillus Calmette-Guérin) coverage explained the models´ residuals variances, but they did not. CONCLUSIONS: Since 1974, TB dynamics were categorized in distinct chronological domains, with different dynamics but nearly the same underlying mechanism: a negative relationship between R(I) and infected class size (i.e. self-limiting). In the last decades, not only HIV spread represented a new TB chronological domain, but it also has been pushing TB carrying capacity (K) to higher levels. TB has a complex natural-history and imposes real challenges to model its dynamics. Yet, we were able to explore and reveal the main drivers of TB dynamics for HBCs since 1974, through a simple approach. Based on our results, we suggest that the endogenous view should be considered as a plausible hypothesis to model and explain TB dynamics and that future World Health Organization reports could include the endogenous/exogenous framework as a supplement to help to decipher the main drivers of TB dynamics and other diseases. |
format | Online Article Text |
id | pubmed-4836699 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-48366992016-04-29 Tuberculosis Epidemiology at the Country Scale: Self-Limiting Process and the HIV Effects Krsulovic, Felipe Augusto Maurin Lima, Mauricio PLoS One Research Article BACKGROUND: The global spread of the human immunodeficiency virus (HIV) is the main hypothesis behind tuberculosis (TB) positive trends in the last decades, according to modeling studies and World Health Organization Reports (WHO). On one hand, TB (WHO) reports do not explicitly consider a modeling approach, but cover country and global TB trends. On the other hand, modeling studies usually do not cover the scale of WHO reports, because of the amount of parameters estimated to describe TB natural history. Here we combined these two principal sources of TB studies covering TB High Burden Countries (HBCs) dynamics. Our main goals were: (i) to detect the endogenous component of TB dynamics since 1974 for TB HBCs; and (ii) to explore the HIV exogenous effects on TB models`parameters. METHODS AND FINDINGS: We explored the relationship between the TB per capita population rate of change (R(I)) and the infectious class size following an endogenous/exogenous framework. R(I) can be affected by intra-population processes (i.e. competition, predation) and exogenous variables like HIV. We found that TB dynamics had always a strong endogenous component, represented by a negative correlation between TB population size and R(I), which was captured by the discrete logistic model. Moreover, we explored the HIV exogenous effects on TB models`parameters. We found that overall the TB+HIV logistic model was more parsimonious than TB model alone, principally in the African region. Our results showed that HIV affected principally TB carrying capacity, as expected by the known HIV effects on TB natural-history. We also tested if DOTS (Directly Observed Treatment Short-Course Strategy), poverty levels and BCG (Bacillus Calmette-Guérin) coverage explained the models´ residuals variances, but they did not. CONCLUSIONS: Since 1974, TB dynamics were categorized in distinct chronological domains, with different dynamics but nearly the same underlying mechanism: a negative relationship between R(I) and infected class size (i.e. self-limiting). In the last decades, not only HIV spread represented a new TB chronological domain, but it also has been pushing TB carrying capacity (K) to higher levels. TB has a complex natural-history and imposes real challenges to model its dynamics. Yet, we were able to explore and reveal the main drivers of TB dynamics for HBCs since 1974, through a simple approach. Based on our results, we suggest that the endogenous view should be considered as a plausible hypothesis to model and explain TB dynamics and that future World Health Organization reports could include the endogenous/exogenous framework as a supplement to help to decipher the main drivers of TB dynamics and other diseases. Public Library of Science 2016-04-19 /pmc/articles/PMC4836699/ /pubmed/27093296 http://dx.doi.org/10.1371/journal.pone.0153710 Text en © 2016 Krsulovic, Lima 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 Krsulovic, Felipe Augusto Maurin Lima, Mauricio Tuberculosis Epidemiology at the Country Scale: Self-Limiting Process and the HIV Effects |
title | Tuberculosis Epidemiology at the Country Scale: Self-Limiting Process and the HIV Effects |
title_full | Tuberculosis Epidemiology at the Country Scale: Self-Limiting Process and the HIV Effects |
title_fullStr | Tuberculosis Epidemiology at the Country Scale: Self-Limiting Process and the HIV Effects |
title_full_unstemmed | Tuberculosis Epidemiology at the Country Scale: Self-Limiting Process and the HIV Effects |
title_short | Tuberculosis Epidemiology at the Country Scale: Self-Limiting Process and the HIV Effects |
title_sort | tuberculosis epidemiology at the country scale: self-limiting process and the hiv effects |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4836699/ https://www.ncbi.nlm.nih.gov/pubmed/27093296 http://dx.doi.org/10.1371/journal.pone.0153710 |
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