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The impact of changes in diagnostic testing practices on estimates of COVID-19 transmission in the United States

Estimates of the reproductive number for novel pathogens such as SARS-CoV-2 are essential for understanding the potential trajectory of the epidemic and the level of intervention that is needed to bring the epidemic under control. However, most methods for estimating the basic reproductive number (R...

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Autores principales: Pitzer, Virginia E., Chitwood, Melanie, Havumaki, Joshua, Menzies, Nicolas A., Perniciaro, Stephanie, Warren, Joshua L., Weinberger, Daniel M., Cohen, Ted
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7276051/
https://www.ncbi.nlm.nih.gov/pubmed/32511624
http://dx.doi.org/10.1101/2020.04.20.20073338
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author Pitzer, Virginia E.
Chitwood, Melanie
Havumaki, Joshua
Menzies, Nicolas A.
Perniciaro, Stephanie
Warren, Joshua L.
Weinberger, Daniel M.
Cohen, Ted
author_facet Pitzer, Virginia E.
Chitwood, Melanie
Havumaki, Joshua
Menzies, Nicolas A.
Perniciaro, Stephanie
Warren, Joshua L.
Weinberger, Daniel M.
Cohen, Ted
author_sort Pitzer, Virginia E.
collection PubMed
description Estimates of the reproductive number for novel pathogens such as SARS-CoV-2 are essential for understanding the potential trajectory of the epidemic and the level of intervention that is needed to bring the epidemic under control. However, most methods for estimating the basic reproductive number (R(0)) and time-varying effective reproductive number (R(t)) assume that the fraction of cases detected and reported is constant through time. We explore the impact of secular changes in diagnostic testing and reporting on estimates of R(0) and R(t) using simulated data. We then compare these patterns to data on reported cases of COVID-19 and testing practices from different United States (US) states. We find that changes in testing practices and delays in reporting can result in biased estimates of R(0) and R(t). Examination of changes in the daily number of tests conducted and the percent of patients testing positive may be helpful for identifying the potential direction of bias. Changes in diagnostic testing and reporting processes should be monitored and taken into consideration when interpreting estimates of the reproductive number of COVID-19.
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spelling pubmed-72760512020-06-07 The impact of changes in diagnostic testing practices on estimates of COVID-19 transmission in the United States Pitzer, Virginia E. Chitwood, Melanie Havumaki, Joshua Menzies, Nicolas A. Perniciaro, Stephanie Warren, Joshua L. Weinberger, Daniel M. Cohen, Ted medRxiv Article Estimates of the reproductive number for novel pathogens such as SARS-CoV-2 are essential for understanding the potential trajectory of the epidemic and the level of intervention that is needed to bring the epidemic under control. However, most methods for estimating the basic reproductive number (R(0)) and time-varying effective reproductive number (R(t)) assume that the fraction of cases detected and reported is constant through time. We explore the impact of secular changes in diagnostic testing and reporting on estimates of R(0) and R(t) using simulated data. We then compare these patterns to data on reported cases of COVID-19 and testing practices from different United States (US) states. We find that changes in testing practices and delays in reporting can result in biased estimates of R(0) and R(t). Examination of changes in the daily number of tests conducted and the percent of patients testing positive may be helpful for identifying the potential direction of bias. Changes in diagnostic testing and reporting processes should be monitored and taken into consideration when interpreting estimates of the reproductive number of COVID-19. Cold Spring Harbor Laboratory 2020-04-24 /pmc/articles/PMC7276051/ /pubmed/32511624 http://dx.doi.org/10.1101/2020.04.20.20073338 Text en https://creativecommons.org/licenses/by/4.0/It is made available under a CC-BY 4.0 International license (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Pitzer, Virginia E.
Chitwood, Melanie
Havumaki, Joshua
Menzies, Nicolas A.
Perniciaro, Stephanie
Warren, Joshua L.
Weinberger, Daniel M.
Cohen, Ted
The impact of changes in diagnostic testing practices on estimates of COVID-19 transmission in the United States
title The impact of changes in diagnostic testing practices on estimates of COVID-19 transmission in the United States
title_full The impact of changes in diagnostic testing practices on estimates of COVID-19 transmission in the United States
title_fullStr The impact of changes in diagnostic testing practices on estimates of COVID-19 transmission in the United States
title_full_unstemmed The impact of changes in diagnostic testing practices on estimates of COVID-19 transmission in the United States
title_short The impact of changes in diagnostic testing practices on estimates of COVID-19 transmission in the United States
title_sort impact of changes in diagnostic testing practices on estimates of covid-19 transmission in the united states
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7276051/
https://www.ncbi.nlm.nih.gov/pubmed/32511624
http://dx.doi.org/10.1101/2020.04.20.20073338
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