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Characterizing Environmental Surveillance Sites in Nigeria and Their Sensitivity to Detect Poliovirus and Other Enteroviruses
BACKGROUND: Environmental surveillance (ES) for poliovirus is increasingly important for polio eradication, often detecting circulating virus before paralytic cases are reported. The sensitivity of ES depends on appropriate selection of sampling sites, which is difficult in low-income countries with...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9016446/ https://www.ncbi.nlm.nih.gov/pubmed/32415775 http://dx.doi.org/10.1093/infdis/jiaa175 |
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author | Hamisu, Abdullahi Walla Blake, Isobel M Sume, Gerald Braka, Fiona Jimoh, Abdullateef Dahiru, Habu Bonos, Mohammed Dankoli, Raymond Mamuda Bello, Ahmed Yusuf, Kabir M Lawal, Namadi M Ahmed, Fatimah Aliyu, Zainab John, Doris Nwachukwu, Theresa E Ayeni, Michael F Gumede-Moeletsi, Nicksy Veltsos, Philippe Giri, Sidhartha Praharaj, Ira Metilda, Angeline Bandyopadhyay, Ananda Diop, Ousmane M Grassly, Nicholas C |
author_facet | Hamisu, Abdullahi Walla Blake, Isobel M Sume, Gerald Braka, Fiona Jimoh, Abdullateef Dahiru, Habu Bonos, Mohammed Dankoli, Raymond Mamuda Bello, Ahmed Yusuf, Kabir M Lawal, Namadi M Ahmed, Fatimah Aliyu, Zainab John, Doris Nwachukwu, Theresa E Ayeni, Michael F Gumede-Moeletsi, Nicksy Veltsos, Philippe Giri, Sidhartha Praharaj, Ira Metilda, Angeline Bandyopadhyay, Ananda Diop, Ousmane M Grassly, Nicholas C |
author_sort | Hamisu, Abdullahi Walla |
collection | PubMed |
description | BACKGROUND: Environmental surveillance (ES) for poliovirus is increasingly important for polio eradication, often detecting circulating virus before paralytic cases are reported. The sensitivity of ES depends on appropriate selection of sampling sites, which is difficult in low-income countries with informal sewage networks. METHODS: We measured ES site and sample characteristics in Nigeria during June 2018–May 2019, including sewage physicochemical properties, using a water-quality probe, flow volume, catchment population, and local facilities such as hospitals, schools, and transit hubs. We used mixed-effects logistic regression and machine learning (random forests) to investigate their association with enterovirus isolation (poliovirus and nonpolio enteroviruses) as an indicator of surveillance sensitivity. RESULTS: Four quarterly visits were made to 78 ES sites in 21 states of Nigeria, and ES site characteristic data were matched to 1345 samples with an average enterovirus prevalence among sites of 68% (range, 9%–100%). A larger estimated catchment population, high total dissolved solids, and higher pH were associated with enterovirus detection. A random forests model predicted “good” sites (enterovirus prevalence >70%) from measured site characteristics with out-of-sample sensitivity and specificity of 75%. CONCLUSIONS: Simple measurement of sewage properties and catchment population estimation could improve ES site selection and increase surveillance sensitivity. |
format | Online Article Text |
id | pubmed-9016446 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-90164462022-04-20 Characterizing Environmental Surveillance Sites in Nigeria and Their Sensitivity to Detect Poliovirus and Other Enteroviruses Hamisu, Abdullahi Walla Blake, Isobel M Sume, Gerald Braka, Fiona Jimoh, Abdullateef Dahiru, Habu Bonos, Mohammed Dankoli, Raymond Mamuda Bello, Ahmed Yusuf, Kabir M Lawal, Namadi M Ahmed, Fatimah Aliyu, Zainab John, Doris Nwachukwu, Theresa E Ayeni, Michael F Gumede-Moeletsi, Nicksy Veltsos, Philippe Giri, Sidhartha Praharaj, Ira Metilda, Angeline Bandyopadhyay, Ananda Diop, Ousmane M Grassly, Nicholas C J Infect Dis Major Articles and Brief Reports BACKGROUND: Environmental surveillance (ES) for poliovirus is increasingly important for polio eradication, often detecting circulating virus before paralytic cases are reported. The sensitivity of ES depends on appropriate selection of sampling sites, which is difficult in low-income countries with informal sewage networks. METHODS: We measured ES site and sample characteristics in Nigeria during June 2018–May 2019, including sewage physicochemical properties, using a water-quality probe, flow volume, catchment population, and local facilities such as hospitals, schools, and transit hubs. We used mixed-effects logistic regression and machine learning (random forests) to investigate their association with enterovirus isolation (poliovirus and nonpolio enteroviruses) as an indicator of surveillance sensitivity. RESULTS: Four quarterly visits were made to 78 ES sites in 21 states of Nigeria, and ES site characteristic data were matched to 1345 samples with an average enterovirus prevalence among sites of 68% (range, 9%–100%). A larger estimated catchment population, high total dissolved solids, and higher pH were associated with enterovirus detection. A random forests model predicted “good” sites (enterovirus prevalence >70%) from measured site characteristics with out-of-sample sensitivity and specificity of 75%. CONCLUSIONS: Simple measurement of sewage properties and catchment population estimation could improve ES site selection and increase surveillance sensitivity. Oxford University Press 2020-04-09 /pmc/articles/PMC9016446/ /pubmed/32415775 http://dx.doi.org/10.1093/infdis/jiaa175 Text en © The Author(s) 2020. Published by Oxford University Press for the Infectious Diseases Society of America. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Major Articles and Brief Reports Hamisu, Abdullahi Walla Blake, Isobel M Sume, Gerald Braka, Fiona Jimoh, Abdullateef Dahiru, Habu Bonos, Mohammed Dankoli, Raymond Mamuda Bello, Ahmed Yusuf, Kabir M Lawal, Namadi M Ahmed, Fatimah Aliyu, Zainab John, Doris Nwachukwu, Theresa E Ayeni, Michael F Gumede-Moeletsi, Nicksy Veltsos, Philippe Giri, Sidhartha Praharaj, Ira Metilda, Angeline Bandyopadhyay, Ananda Diop, Ousmane M Grassly, Nicholas C Characterizing Environmental Surveillance Sites in Nigeria and Their Sensitivity to Detect Poliovirus and Other Enteroviruses |
title | Characterizing Environmental Surveillance Sites in Nigeria and Their Sensitivity to Detect Poliovirus and Other Enteroviruses |
title_full | Characterizing Environmental Surveillance Sites in Nigeria and Their Sensitivity to Detect Poliovirus and Other Enteroviruses |
title_fullStr | Characterizing Environmental Surveillance Sites in Nigeria and Their Sensitivity to Detect Poliovirus and Other Enteroviruses |
title_full_unstemmed | Characterizing Environmental Surveillance Sites in Nigeria and Their Sensitivity to Detect Poliovirus and Other Enteroviruses |
title_short | Characterizing Environmental Surveillance Sites in Nigeria and Their Sensitivity to Detect Poliovirus and Other Enteroviruses |
title_sort | characterizing environmental surveillance sites in nigeria and their sensitivity to detect poliovirus and other enteroviruses |
topic | Major Articles and Brief Reports |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9016446/ https://www.ncbi.nlm.nih.gov/pubmed/32415775 http://dx.doi.org/10.1093/infdis/jiaa175 |
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