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Water, Sanitation, and Cholera in Sub-Saharan Africa

[Image: see text] Improvements in water and sanitation should reduce cholera risk though the associations between cholera and specific water and sanitation access measures remain unclear. We estimated the association between eight water and sanitation measures and annual cholera incidence access acr...

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Autores principales: Sikder, Mustafa, Deshpande, Aniruddha, Hegde, Sonia T., Malembaka, Espoir Bwenge, Gallandat, Karin, Reiner, Robert C., Lessler, Justin, Lee, Elizabeth C., Azman, Andrew S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2023
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10357557/
https://www.ncbi.nlm.nih.gov/pubmed/37409942
http://dx.doi.org/10.1021/acs.est.3c01317
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author Sikder, Mustafa
Deshpande, Aniruddha
Hegde, Sonia T.
Malembaka, Espoir Bwenge
Gallandat, Karin
Reiner, Robert C.
Lessler, Justin
Lee, Elizabeth C.
Azman, Andrew S.
author_facet Sikder, Mustafa
Deshpande, Aniruddha
Hegde, Sonia T.
Malembaka, Espoir Bwenge
Gallandat, Karin
Reiner, Robert C.
Lessler, Justin
Lee, Elizabeth C.
Azman, Andrew S.
author_sort Sikder, Mustafa
collection PubMed
description [Image: see text] Improvements in water and sanitation should reduce cholera risk though the associations between cholera and specific water and sanitation access measures remain unclear. We estimated the association between eight water and sanitation measures and annual cholera incidence access across sub-Saharan Africa (2010–2016) for data aggregated at the country and district levels. We fit random forest regression and classification models to understand how well these measures combined might be able to predict cholera incidence rates and identify high cholera incidence areas. Across spatial scales, piped or “other improved” water access was inversely associated with cholera incidence. Access to piped water, septic or sewer sanitation, and septic, sewer, or “other improved” sanitation were associated with decreased district-level cholera incidence. The classification model had moderate performance in identifying high cholera incidence areas (cross-validated-AUC 0.81, 95% CI 0.78–0.83) with high negative predictive values (93–100%) indicating the utility of water and sanitation measures for screening out areas that are unlikely to be at high cholera risk. While comprehensive cholera risk assessments must incorporate other data sources (e.g., historical incidence), our results suggest that water and sanitation measures could alone be useful in narrowing the geographic focus for detailed risk assessments.
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spelling pubmed-103575572023-07-21 Water, Sanitation, and Cholera in Sub-Saharan Africa Sikder, Mustafa Deshpande, Aniruddha Hegde, Sonia T. Malembaka, Espoir Bwenge Gallandat, Karin Reiner, Robert C. Lessler, Justin Lee, Elizabeth C. Azman, Andrew S. Environ Sci Technol [Image: see text] Improvements in water and sanitation should reduce cholera risk though the associations between cholera and specific water and sanitation access measures remain unclear. We estimated the association between eight water and sanitation measures and annual cholera incidence access across sub-Saharan Africa (2010–2016) for data aggregated at the country and district levels. We fit random forest regression and classification models to understand how well these measures combined might be able to predict cholera incidence rates and identify high cholera incidence areas. Across spatial scales, piped or “other improved” water access was inversely associated with cholera incidence. Access to piped water, septic or sewer sanitation, and septic, sewer, or “other improved” sanitation were associated with decreased district-level cholera incidence. The classification model had moderate performance in identifying high cholera incidence areas (cross-validated-AUC 0.81, 95% CI 0.78–0.83) with high negative predictive values (93–100%) indicating the utility of water and sanitation measures for screening out areas that are unlikely to be at high cholera risk. While comprehensive cholera risk assessments must incorporate other data sources (e.g., historical incidence), our results suggest that water and sanitation measures could alone be useful in narrowing the geographic focus for detailed risk assessments. American Chemical Society 2023-07-06 /pmc/articles/PMC10357557/ /pubmed/37409942 http://dx.doi.org/10.1021/acs.est.3c01317 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Sikder, Mustafa
Deshpande, Aniruddha
Hegde, Sonia T.
Malembaka, Espoir Bwenge
Gallandat, Karin
Reiner, Robert C.
Lessler, Justin
Lee, Elizabeth C.
Azman, Andrew S.
Water, Sanitation, and Cholera in Sub-Saharan Africa
title Water, Sanitation, and Cholera in Sub-Saharan Africa
title_full Water, Sanitation, and Cholera in Sub-Saharan Africa
title_fullStr Water, Sanitation, and Cholera in Sub-Saharan Africa
title_full_unstemmed Water, Sanitation, and Cholera in Sub-Saharan Africa
title_short Water, Sanitation, and Cholera in Sub-Saharan Africa
title_sort water, sanitation, and cholera in sub-saharan africa
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10357557/
https://www.ncbi.nlm.nih.gov/pubmed/37409942
http://dx.doi.org/10.1021/acs.est.3c01317
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