Modelling COVID-19 dynamics and potential for herd immunity by vaccination in Austria, Luxembourg and Sweden

•Extend SEIR model with undetected, social interaction, hospitalization, vaccination.•Sweden, Luxembourg and Austria far from herd immunity in December 2020.•Low social interaction levels still required in December 2020 to keep Reff(t) < 1.•Social interactions impact infectious curve more than va...

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Published inJournal of theoretical biology Vol. 530; p. 110874
Main Authors Kemp, Françoise, Proverbio, Daniele, Aalto, Atte, Mombaerts, Laurent, Fouquier d’Hérouël, Aymeric, Husch, Andreas, Ley, Christophe, Gonçalves, Jorge, Skupin, Alexander, Magni, Stefano
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LanguageEnglish
Published England Elsevier Ltd 07.12.2021
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Abstract •Extend SEIR model with undetected, social interaction, hospitalization, vaccination.•Sweden, Luxembourg and Austria far from herd immunity in December 2020.•Low social interaction levels still required in December 2020 to keep Reff(t) < 1.•Social interactions impact infectious curve more than vaccination in early 2021.•Estimate vaccination rates needed to reach herd immunity by different times in 2021. Against the COVID-19 pandemic, non-pharmaceutical interventions have been widely applied and vaccinations have taken off. The upcoming question is how the interplay between vaccinations and social measures will shape infections and hospitalizations. Hence, we extend the Susceptible-Exposed-Infectious-Removed (SEIR) model including these elements. We calibrate it to data of Luxembourg, Austria and Sweden until 15 December 2020. Sweden results having the highest fraction of undetected, Luxembourg of infected and all three being far from herd immunity in December. We quantify the level of social interaction, showing that a level around 1/3 of before the pandemic was still required in December to keep the effective reproduction number Refft below 1, for all three countries. Aiming to vaccinate the whole population within 1 year at constant rate would require on average 1,700 fully vaccinated people/day in Luxembourg, 24,000 in Austria and 28,000 in Sweden, and could lead to herd immunity only by mid summer. Herd immunity might not be reached in 2021 if too slow vaccines rollout speeds are employed. The model thus estimates which vaccination rates are too low to allow reaching herd immunity in 2021, depending on social interactions. Vaccination will considerably, but not immediately, help to curb the infection; thus limiting social interactions remains crucial for the months to come.
AbstractList Against the COVID-19 pandemic, non-pharmaceutical interventions have been widely applied and vaccinations have taken off. The upcoming question is how the interplay between vaccinations and social measures will shape infections and hospitalizations. Hence, we extend the Susceptible-Exposed-Infectious-Removed (SEIR) model including these elements. We calibrate it to data of Luxembourg, Austria and Sweden until 15 December 2020. Sweden results having the highest fraction of undetected, Luxembourg of infected and all three being far from herd immunity in December. We quantify the level of social interaction, showing that a level around 1/3 of before the pandemic was still required in December to keep the effective reproduction number Refft below 1, for all three countries. Aiming to vaccinate the whole population within 1 year at constant rate would require on average 1,700 fully vaccinated people/day in Luxembourg, 24,000 in Austria and 28,000 in Sweden, and could lead to herd immunity only by mid summer. Herd immunity might not be reached in 2021 if too slow vaccines rollout speeds are employed. The model thus estimates which vaccination rates are too low to allow reaching herd immunity in 2021, depending on social interactions. Vaccination will considerably, but not immediately, help to curb the infection; thus limiting social interactions remains crucial for the months to come.Against the COVID-19 pandemic, non-pharmaceutical interventions have been widely applied and vaccinations have taken off. The upcoming question is how the interplay between vaccinations and social measures will shape infections and hospitalizations. Hence, we extend the Susceptible-Exposed-Infectious-Removed (SEIR) model including these elements. We calibrate it to data of Luxembourg, Austria and Sweden until 15 December 2020. Sweden results having the highest fraction of undetected, Luxembourg of infected and all three being far from herd immunity in December. We quantify the level of social interaction, showing that a level around 1/3 of before the pandemic was still required in December to keep the effective reproduction number Refft below 1, for all three countries. Aiming to vaccinate the whole population within 1 year at constant rate would require on average 1,700 fully vaccinated people/day in Luxembourg, 24,000 in Austria and 28,000 in Sweden, and could lead to herd immunity only by mid summer. Herd immunity might not be reached in 2021 if too slow vaccines rollout speeds are employed. The model thus estimates which vaccination rates are too low to allow reaching herd immunity in 2021, depending on social interactions. Vaccination will considerably, but not immediately, help to curb the infection; thus limiting social interactions remains crucial for the months to come.
Against the COVID-19 pandemic, non-pharmaceutical interventions have been widely applied and vaccinations have taken off. The upcoming question is how the interplay between vaccinations and social measures will shape infections and hospitalizations. Hence, we extend the Susceptible-Exposed-Infectious-Removed (SEIR) model including these elements. We calibrate it to data of Luxembourg, Austria and Sweden until 15 December 2020. Sweden results having the highest fraction of undetected, Luxembourg of infected and all three being far from herd immunity in December. We quantify the level of social interaction, showing that a level around 1/3 of before the pandemic was still required in December to keep the effective reproduction number R eff t below 1, for all three countries. Aiming to vaccinate the whole population within 1 year at constant rate would require on average 1,700 fully vaccinated people/day in Luxembourg, 24,000 in Austria and 28,000 in Sweden, and could lead to herd immunity only by mid summer. Herd immunity might not be reached in 2021 if too slow vaccines rollout speeds are employed. The model thus estimates which vaccination rates are too low to allow reaching herd immunity in 2021, depending on social interactions. Vaccination will considerably, but not immediately, help to curb the infection; thus limiting social interactions remains crucial for the months to come.
•Extend SEIR model with undetected, social interaction, hospitalization, vaccination.•Sweden, Luxembourg and Austria far from herd immunity in December 2020.•Low social interaction levels still required in December 2020 to keep Reff(t) < 1.•Social interactions impact infectious curve more than vaccination in early 2021.•Estimate vaccination rates needed to reach herd immunity by different times in 2021. Against the COVID-19 pandemic, non-pharmaceutical interventions have been widely applied and vaccinations have taken off. The upcoming question is how the interplay between vaccinations and social measures will shape infections and hospitalizations. Hence, we extend the Susceptible-Exposed-Infectious-Removed (SEIR) model including these elements. We calibrate it to data of Luxembourg, Austria and Sweden until 15 December 2020. Sweden results having the highest fraction of undetected, Luxembourg of infected and all three being far from herd immunity in December. We quantify the level of social interaction, showing that a level around 1/3 of before the pandemic was still required in December to keep the effective reproduction number Refft below 1, for all three countries. Aiming to vaccinate the whole population within 1 year at constant rate would require on average 1,700 fully vaccinated people/day in Luxembourg, 24,000 in Austria and 28,000 in Sweden, and could lead to herd immunity only by mid summer. Herd immunity might not be reached in 2021 if too slow vaccines rollout speeds are employed. The model thus estimates which vaccination rates are too low to allow reaching herd immunity in 2021, depending on social interactions. Vaccination will considerably, but not immediately, help to curb the infection; thus limiting social interactions remains crucial for the months to come.
Against the COVID-19 pandemic, non-pharmaceutical interventions have been widely applied and vaccinations have taken off. The upcoming question is how the interplay between vaccinations and social measures will shape infections and hospitalizations. Hence, we extend the Susceptible-Exposed-Infectious-Removed (SEIR) model including these elements. We calibrate it to data of Luxembourg, Austria and Sweden until 15 December 2020. Sweden results having the highest fraction of undetected, Luxembourg of infected and all three being far from herd immunity in December. We quantify the level of social interaction, showing that a level around 1/3 of before the pandemic was still required in December to keep the effective reproduction number R t below 1, for all three countries. Aiming to vaccinate the whole population within 1 year at constant rate would require on average 1,700 fully vaccinated people/day in Luxembourg, 24,000 in Austria and 28,000 in Sweden, and could lead to herd immunity only by mid summer. Herd immunity might not be reached in 2021 if too slow vaccines rollout speeds are employed. The model thus estimates which vaccination rates are too low to allow reaching herd immunity in 2021, depending on social interactions. Vaccination will considerably, but not immediately, help to curb the infection; thus limiting social interactions remains crucial for the months to come.
ArticleNumber 110874
Author Ley, Christophe
Gonçalves, Jorge
Proverbio, Daniele
Skupin, Alexander
Fouquier d’Hérouël, Aymeric
Magni, Stefano
Aalto, Atte
Kemp, Françoise
Mombaerts, Laurent
Husch, Andreas
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  organization: University of Luxembourg, Luxembourg Centre for Systems Biomedicine, 6 Av. du Swing, 4367 Belvaux, Luxembourg
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  surname: Husch
  fullname: Husch, Andreas
  email: andreas.husch@uni.lu
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  givenname: Christophe
  surname: Ley
  fullname: Ley, Christophe
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  organization: University of Ghent, Department of Applied Mathematics, Computer Science and Statistics, Krijgslaan 281-S9, 9000 Ghent, Belgium
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  givenname: Alexander
  surname: Skupin
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  email: alexander.skupin@uni.lu
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  givenname: Stefano
  surname: Magni
  fullname: Magni, Stefano
  email: stefano.magni@uni.lu
  organization: University of Luxembourg, Luxembourg Centre for Systems Biomedicine, 6 Av. du Swing, 4367 Belvaux, Luxembourg
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Keywords Healthcare system
SEIR model
Markov Chain Monte Carlo
Cross-country comparison
Bayesian inference
Language English
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Snippet •Extend SEIR model with undetected, social interaction, hospitalization, vaccination.•Sweden, Luxembourg and Austria far from herd immunity in December...
Against the COVID-19 pandemic, non-pharmaceutical interventions have been widely applied and vaccinations have taken off. The upcoming question is how the...
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StartPage 110874
SubjectTerms Austria
Bayesian inference
COVID-19
Cross-country comparison
Healthcare system
Humans
Immunity, Herd
Luxembourg - epidemiology
Markov Chain Monte Carlo
Pandemics
SARS-CoV-2
SEIR model
Sweden - epidemiology
Vaccination
Title Modelling COVID-19 dynamics and potential for herd immunity by vaccination in Austria, Luxembourg and Sweden
URI https://dx.doi.org/10.1016/j.jtbi.2021.110874
https://www.ncbi.nlm.nih.gov/pubmed/34425136
https://www.proquest.com/docview/2564130788
https://pubmed.ncbi.nlm.nih.gov/PMC8378986
Volume 530
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