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Early identification of individuals at risk for loss to follow-up of tuberculosis treatment: A generalised hierarchical analysis

BACKGROUND: We characterise the loss to follow-up (locally termed abandoned) of tuberculosis treatment with individual and ecological health determinants and to identify the predictive capacity of these risk factors. METHODS: A cohort study with individual and ecological characterisation of patients...

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Autores principales: Lima, Shirley Verônica Melo Almeida, de Araújo, Karina Conceição Gomes Machado, Nunes, Marco Antonio Prado, Nunes, Carla
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8085707/
https://www.ncbi.nlm.nih.gov/pubmed/33981876
http://dx.doi.org/10.1016/j.heliyon.2021.e06788
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author Lima, Shirley Verônica Melo Almeida
de Araújo, Karina Conceição Gomes Machado
Nunes, Marco Antonio Prado
Nunes, Carla
author_facet Lima, Shirley Verônica Melo Almeida
de Araújo, Karina Conceição Gomes Machado
Nunes, Marco Antonio Prado
Nunes, Carla
author_sort Lima, Shirley Verônica Melo Almeida
collection PubMed
description BACKGROUND: We characterise the loss to follow-up (locally termed abandoned) of tuberculosis treatment with individual and ecological health determinants and to identify the predictive capacity of these risk factors. METHODS: A cohort study with individual and ecological characterisation of patients diagnosed with tuberculosis in Sergipe/Brazil from 2015 to 2018 with either loss to follow-up or completion of treatment as a therapeutic outcome was performed. The examined variables were based on the social determinants of health with descriptive analysis, binary logistic regression, a generalised hierarchical model and graphical presentation using a nomogram. RESULTS: The loss to follow-up accounted for 18.21% of the 2,449 studied cases. The characteristics revealed that the highest abandonment percentages were people who: were male (20.0%), had black skin colour (20.3%), were aged 20–39 years (21.8%), had 4–7 years of schooling (23.6%), re-entered treatment after abandonment (36.5%), used alcohol (31.0%), used drugs (39.3%), were smokers (26.5%) and were homeless (55.4%). The ecological characteristics showed that individuals living in municipalities with a high human development index (HDI; odds ratio [OR]: 1.91) and high-income inequality (OR: 1.81) had a greater chance of not finishing the treatment. Most of these variables were identified as predictors in the generalised hierarchical model; the receiver operating characteristic curve (ROC) curve had 0.771 precision and 84.0% accuracy. CONCLUSION: The group of identified characteristics influenced the loss to follow-up of tuberculosis treatment. This data provides evidence for the early identification of individuals who are at greater risk of abandoning tuberculosis treatment.
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spelling pubmed-80857072021-05-11 Early identification of individuals at risk for loss to follow-up of tuberculosis treatment: A generalised hierarchical analysis Lima, Shirley Verônica Melo Almeida de Araújo, Karina Conceição Gomes Machado Nunes, Marco Antonio Prado Nunes, Carla Heliyon Research Article BACKGROUND: We characterise the loss to follow-up (locally termed abandoned) of tuberculosis treatment with individual and ecological health determinants and to identify the predictive capacity of these risk factors. METHODS: A cohort study with individual and ecological characterisation of patients diagnosed with tuberculosis in Sergipe/Brazil from 2015 to 2018 with either loss to follow-up or completion of treatment as a therapeutic outcome was performed. The examined variables were based on the social determinants of health with descriptive analysis, binary logistic regression, a generalised hierarchical model and graphical presentation using a nomogram. RESULTS: The loss to follow-up accounted for 18.21% of the 2,449 studied cases. The characteristics revealed that the highest abandonment percentages were people who: were male (20.0%), had black skin colour (20.3%), were aged 20–39 years (21.8%), had 4–7 years of schooling (23.6%), re-entered treatment after abandonment (36.5%), used alcohol (31.0%), used drugs (39.3%), were smokers (26.5%) and were homeless (55.4%). The ecological characteristics showed that individuals living in municipalities with a high human development index (HDI; odds ratio [OR]: 1.91) and high-income inequality (OR: 1.81) had a greater chance of not finishing the treatment. Most of these variables were identified as predictors in the generalised hierarchical model; the receiver operating characteristic curve (ROC) curve had 0.771 precision and 84.0% accuracy. CONCLUSION: The group of identified characteristics influenced the loss to follow-up of tuberculosis treatment. This data provides evidence for the early identification of individuals who are at greater risk of abandoning tuberculosis treatment. Elsevier 2021-04-20 /pmc/articles/PMC8085707/ /pubmed/33981876 http://dx.doi.org/10.1016/j.heliyon.2021.e06788 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Article
Lima, Shirley Verônica Melo Almeida
de Araújo, Karina Conceição Gomes Machado
Nunes, Marco Antonio Prado
Nunes, Carla
Early identification of individuals at risk for loss to follow-up of tuberculosis treatment: A generalised hierarchical analysis
title Early identification of individuals at risk for loss to follow-up of tuberculosis treatment: A generalised hierarchical analysis
title_full Early identification of individuals at risk for loss to follow-up of tuberculosis treatment: A generalised hierarchical analysis
title_fullStr Early identification of individuals at risk for loss to follow-up of tuberculosis treatment: A generalised hierarchical analysis
title_full_unstemmed Early identification of individuals at risk for loss to follow-up of tuberculosis treatment: A generalised hierarchical analysis
title_short Early identification of individuals at risk for loss to follow-up of tuberculosis treatment: A generalised hierarchical analysis
title_sort early identification of individuals at risk for loss to follow-up of tuberculosis treatment: a generalised hierarchical analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8085707/
https://www.ncbi.nlm.nih.gov/pubmed/33981876
http://dx.doi.org/10.1016/j.heliyon.2021.e06788
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