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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2023
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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. |
format | Online Article Text |
id | pubmed-10357557 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
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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