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...

Descripción completa

Detalles Bibliográficos
Autores principales: Singh, Himanshu, Ramamohan, Varun
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