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An exploration of the relationship between wastewater viral signals and COVID-19 hospitalizations in Ottawa, Canada
Monitoring of viral signal in wastewater is considered a useful tool for monitoring the burden of COVID-19, especially during times of limited availability in testing. Studies have shown that COVID-19 hospitalizations are highly correlated with wastewater viral signals and the increases in wastewate...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
KeAi Publishing
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10245285/ https://www.ncbi.nlm.nih.gov/pubmed/37342365 http://dx.doi.org/10.1016/j.idm.2023.05.011 |
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author | Peng, K. Ken Renouf, Elizabeth M. Dean, Charmaine B. Hu, X. Joan Delatolla, Robert Manuel, Douglas G. |
author_facet | Peng, K. Ken Renouf, Elizabeth M. Dean, Charmaine B. Hu, X. Joan Delatolla, Robert Manuel, Douglas G. |
author_sort | Peng, K. Ken |
collection | PubMed |
description | Monitoring of viral signal in wastewater is considered a useful tool for monitoring the burden of COVID-19, especially during times of limited availability in testing. Studies have shown that COVID-19 hospitalizations are highly correlated with wastewater viral signals and the increases in wastewater viral signals can provide an early warning for increasing hospital admissions. The association is likely nonlinear and time-varying. This project employs a distributed lag nonlinear model (DLNM) (Gasparrini et al., 2010) to study the nonlinear exposure-response delayed association of the COVID-19 hospitalizations and SARS-CoV-2 wastewater viral signals using relevant data from Ottawa, Canada. We consider up to a 15-day time lag from the average of SARS-CoV N1 and N2 gene concentrations to COVID-19 hospitalizations. The expected reduction in hospitalization is adjusted for vaccination efforts. A correlation analysis of the data verifies that COVID-19 hospitalizations are highly correlated with wastewater viral signals with a time-varying relationship. Our DLNM based analysis yields a reasonable estimate of COVID-19 hospitalizations and enhances our understanding of the association of COVID-19 hospitalizations with wastewater viral signals. |
format | Online Article Text |
id | pubmed-10245285 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | KeAi Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-102452852023-06-07 An exploration of the relationship between wastewater viral signals and COVID-19 hospitalizations in Ottawa, Canada Peng, K. Ken Renouf, Elizabeth M. Dean, Charmaine B. Hu, X. Joan Delatolla, Robert Manuel, Douglas G. Infect Dis Model Article Monitoring of viral signal in wastewater is considered a useful tool for monitoring the burden of COVID-19, especially during times of limited availability in testing. Studies have shown that COVID-19 hospitalizations are highly correlated with wastewater viral signals and the increases in wastewater viral signals can provide an early warning for increasing hospital admissions. The association is likely nonlinear and time-varying. This project employs a distributed lag nonlinear model (DLNM) (Gasparrini et al., 2010) to study the nonlinear exposure-response delayed association of the COVID-19 hospitalizations and SARS-CoV-2 wastewater viral signals using relevant data from Ottawa, Canada. We consider up to a 15-day time lag from the average of SARS-CoV N1 and N2 gene concentrations to COVID-19 hospitalizations. The expected reduction in hospitalization is adjusted for vaccination efforts. A correlation analysis of the data verifies that COVID-19 hospitalizations are highly correlated with wastewater viral signals with a time-varying relationship. Our DLNM based analysis yields a reasonable estimate of COVID-19 hospitalizations and enhances our understanding of the association of COVID-19 hospitalizations with wastewater viral signals. KeAi Publishing 2023-06-07 /pmc/articles/PMC10245285/ /pubmed/37342365 http://dx.doi.org/10.1016/j.idm.2023.05.011 Text en © 2023 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Peng, K. Ken Renouf, Elizabeth M. Dean, Charmaine B. Hu, X. Joan Delatolla, Robert Manuel, Douglas G. An exploration of the relationship between wastewater viral signals and COVID-19 hospitalizations in Ottawa, Canada |
title | An exploration of the relationship between wastewater viral signals and COVID-19 hospitalizations in Ottawa, Canada |
title_full | An exploration of the relationship between wastewater viral signals and COVID-19 hospitalizations in Ottawa, Canada |
title_fullStr | An exploration of the relationship between wastewater viral signals and COVID-19 hospitalizations in Ottawa, Canada |
title_full_unstemmed | An exploration of the relationship between wastewater viral signals and COVID-19 hospitalizations in Ottawa, Canada |
title_short | An exploration of the relationship between wastewater viral signals and COVID-19 hospitalizations in Ottawa, Canada |
title_sort | exploration of the relationship between wastewater viral signals and covid-19 hospitalizations in ottawa, canada |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10245285/ https://www.ncbi.nlm.nih.gov/pubmed/37342365 http://dx.doi.org/10.1016/j.idm.2023.05.011 |
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