Cargando…
A model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the Revised National Tuberculosis Control Programme in India
In this study, we investigate differences in tuberculosis (TB) treatment outcomes between urban and rural India and estimate their impact on epidemiological outcomes such as TB incidence, prevalence and mortality using a mathematical model of TB transmission dynamics. Publicly available district-lev...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7021308/ https://www.ncbi.nlm.nih.gov/pubmed/32059003 http://dx.doi.org/10.1371/journal.pone.0228712 |
_version_ | 1783497875379978240 |
---|---|
author | Singh, Himanshu Ramamohan, Varun |
author_facet | Singh, Himanshu Ramamohan, Varun |
author_sort | Singh, Himanshu |
collection | PubMed |
description | In this study, we investigate differences in tuberculosis (TB) treatment outcomes between urban and rural India and estimate their impact on epidemiological outcomes such as TB incidence, prevalence and mortality using a mathematical model of TB transmission dynamics. Publicly available district-level treatment outcomes data for new and previously treated TB cases was analyzed in conjunction with census data providing the proportion of urban population in each district to determine the effect of urbanity/rurality on treatment outcomes. Districts were grouped in clusters based on the proportion of urban population in each district, wherein the clusters were identified by applying machine learning methods. Regression analyses revealed that average treatment success rates among both new and previously treated cases decline with increase in the proportion of urban population in a district cluster, with substantially sharper declines in treatment success rates with degree of urbanity observed for previously treated cases. The impact of differences in treatment outcomes on epidemiological outcomes was estimated using a dynamic transmission model developed for this purpose. For example, the cluster with highest treatment success rates is projected to have an average of 3.2% fewer deaths per 100,000 population in comparison with the national average across 2019–24, and the cluster with the lowest treatment success rates has an average of 4.5% more deaths per 100,000 in comparison with the national average. We anticipate that these disparities in TB treatment outcomes and epidemiology between urban and rural India may motivate investigations into the associated causes and their redressal. |
format | Online Article Text |
id | pubmed-7021308 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-70213082020-02-26 A model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the Revised National Tuberculosis Control Programme in India Singh, Himanshu Ramamohan, Varun PLoS One Research Article In this study, we investigate differences in tuberculosis (TB) treatment outcomes between urban and rural India and estimate their impact on epidemiological outcomes such as TB incidence, prevalence and mortality using a mathematical model of TB transmission dynamics. Publicly available district-level treatment outcomes data for new and previously treated TB cases was analyzed in conjunction with census data providing the proportion of urban population in each district to determine the effect of urbanity/rurality on treatment outcomes. Districts were grouped in clusters based on the proportion of urban population in each district, wherein the clusters were identified by applying machine learning methods. Regression analyses revealed that average treatment success rates among both new and previously treated cases decline with increase in the proportion of urban population in a district cluster, with substantially sharper declines in treatment success rates with degree of urbanity observed for previously treated cases. The impact of differences in treatment outcomes on epidemiological outcomes was estimated using a dynamic transmission model developed for this purpose. For example, the cluster with highest treatment success rates is projected to have an average of 3.2% fewer deaths per 100,000 population in comparison with the national average across 2019–24, and the cluster with the lowest treatment success rates has an average of 4.5% more deaths per 100,000 in comparison with the national average. We anticipate that these disparities in TB treatment outcomes and epidemiology between urban and rural India may motivate investigations into the associated causes and their redressal. Public Library of Science 2020-02-14 /pmc/articles/PMC7021308/ /pubmed/32059003 http://dx.doi.org/10.1371/journal.pone.0228712 Text en © 2020 Singh, Ramamohan 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 Singh, Himanshu Ramamohan, Varun A model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the Revised National Tuberculosis Control Programme in India |
title | A model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the Revised National Tuberculosis Control Programme in India |
title_full | A model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the Revised National Tuberculosis Control Programme in India |
title_fullStr | A model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the Revised National Tuberculosis Control Programme in India |
title_full_unstemmed | A model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the Revised National Tuberculosis Control Programme in India |
title_short | A model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the Revised National Tuberculosis Control Programme in India |
title_sort | model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the revised national tuberculosis control programme in india |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7021308/ https://www.ncbi.nlm.nih.gov/pubmed/32059003 http://dx.doi.org/10.1371/journal.pone.0228712 |
work_keys_str_mv | AT singhhimanshu amodelbasedinvestigationintourbanruraldisparitiesintuberculosistreatmentoutcomesundertherevisednationaltuberculosiscontrolprogrammeinindia AT ramamohanvarun amodelbasedinvestigationintourbanruraldisparitiesintuberculosistreatmentoutcomesundertherevisednationaltuberculosiscontrolprogrammeinindia AT singhhimanshu modelbasedinvestigationintourbanruraldisparitiesintuberculosistreatmentoutcomesundertherevisednationaltuberculosiscontrolprogrammeinindia AT ramamohanvarun modelbasedinvestigationintourbanruraldisparitiesintuberculosistreatmentoutcomesundertherevisednationaltuberculosiscontrolprogrammeinindia |