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Effect of Quarantine Strategies in a Compartmental Model with Asymptomatic Groups

We present an epidemiological model, which extend the classical SEIR model by accounting for the presence of asymptomatic individuals and the effect of isolation of infected individuals based on testing. Moreover, we introduce two types of home quarantine, namely gradual and abrupt one. We compute t...

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Autores principales: Chladná, Zuzana, Kopfová, Jana, Rachinskii, Dmitry, Štepánek, Pavel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8385487/
https://www.ncbi.nlm.nih.gov/pubmed/34456533
http://dx.doi.org/10.1007/s10884-021-10059-5
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author Chladná, Zuzana
Kopfová, Jana
Rachinskii, Dmitry
Štepánek, Pavel
author_facet Chladná, Zuzana
Kopfová, Jana
Rachinskii, Dmitry
Štepánek, Pavel
author_sort Chladná, Zuzana
collection PubMed
description We present an epidemiological model, which extend the classical SEIR model by accounting for the presence of asymptomatic individuals and the effect of isolation of infected individuals based on testing. Moreover, we introduce two types of home quarantine, namely gradual and abrupt one. We compute the equilibria of the new model and derive its reproduction number. Using numerical simulations we analyze the effect of quarantine and testing on the epidemic dynamic. Given a constraint that limits the maximal number of simultaneous active cases, we demonstrate that the isolation rate, which enforces this constraint, decreases with the increasing testing rate. Our simulations show that massive testing allows to control the infection spread using a much lower isolation rate than in the case of indiscriminate quarantining. Finally, based on the effective reproduction number we suggest a strategy to manage the epidemic. It consists in introducing abrupt quarantine as well as relaxing the quarantine in such a way that the epidemic remains under control and further waves do not occur. We analyze the sensitivity of the model dynamic to the quarantine size, timing and strength of the restrictions.
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spelling pubmed-83854872021-08-25 Effect of Quarantine Strategies in a Compartmental Model with Asymptomatic Groups Chladná, Zuzana Kopfová, Jana Rachinskii, Dmitry Štepánek, Pavel J Dyn Differ Equ Article We present an epidemiological model, which extend the classical SEIR model by accounting for the presence of asymptomatic individuals and the effect of isolation of infected individuals based on testing. Moreover, we introduce two types of home quarantine, namely gradual and abrupt one. We compute the equilibria of the new model and derive its reproduction number. Using numerical simulations we analyze the effect of quarantine and testing on the epidemic dynamic. Given a constraint that limits the maximal number of simultaneous active cases, we demonstrate that the isolation rate, which enforces this constraint, decreases with the increasing testing rate. Our simulations show that massive testing allows to control the infection spread using a much lower isolation rate than in the case of indiscriminate quarantining. Finally, based on the effective reproduction number we suggest a strategy to manage the epidemic. It consists in introducing abrupt quarantine as well as relaxing the quarantine in such a way that the epidemic remains under control and further waves do not occur. We analyze the sensitivity of the model dynamic to the quarantine size, timing and strength of the restrictions. Springer US 2021-08-25 /pmc/articles/PMC8385487/ /pubmed/34456533 http://dx.doi.org/10.1007/s10884-021-10059-5 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Chladná, Zuzana
Kopfová, Jana
Rachinskii, Dmitry
Štepánek, Pavel
Effect of Quarantine Strategies in a Compartmental Model with Asymptomatic Groups
title Effect of Quarantine Strategies in a Compartmental Model with Asymptomatic Groups
title_full Effect of Quarantine Strategies in a Compartmental Model with Asymptomatic Groups
title_fullStr Effect of Quarantine Strategies in a Compartmental Model with Asymptomatic Groups
title_full_unstemmed Effect of Quarantine Strategies in a Compartmental Model with Asymptomatic Groups
title_short Effect of Quarantine Strategies in a Compartmental Model with Asymptomatic Groups
title_sort effect of quarantine strategies in a compartmental model with asymptomatic groups
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8385487/
https://www.ncbi.nlm.nih.gov/pubmed/34456533
http://dx.doi.org/10.1007/s10884-021-10059-5
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