Modelling herd immunity requirements in Queensland: impact of vaccination effectiveness, hesitancy and variants of SARS-CoV-2
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Modelling herd immunity requirements in Queensland : impact of vaccination effectiveness, hesitancy and variants of SARS-CoV-2. / Sanz-Leon, Paula; Hamilton, Lachlan H.W.; Raison, Sebastian J.; Pan, Anna J.X.; Stevenson, Nathan J.; Stuart, Robyn M.; Abeysuriya, Romesh G.; Kerr, Cliff C.; Lambert, Stephen B.; Roberts, James A.
I: Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Bind 380, Nr. 2233, 20210311, 2022.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › fagfællebedømt
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TY - JOUR
T1 - Modelling herd immunity requirements in Queensland
T2 - impact of vaccination effectiveness, hesitancy and variants of SARS-CoV-2
AU - Sanz-Leon, Paula
AU - Hamilton, Lachlan H.W.
AU - Raison, Sebastian J.
AU - Pan, Anna J.X.
AU - Stevenson, Nathan J.
AU - Stuart, Robyn M.
AU - Abeysuriya, Romesh G.
AU - Kerr, Cliff C.
AU - Lambert, Stephen B.
AU - Roberts, James A.
N1 - Publisher Copyright: © 2022 The Authors.
PY - 2022
Y1 - 2022
N2 - Long-term control of SARS-CoV-2 outbreaks depends on the widespread coverage of effective vaccines. In Australia, two-dose vaccination coverage of above 90% of the adult population was achieved. However, between August 2020 and August 2021, hesitancy fluctuated dramatically. This raised the question of whether settings with low naturally derived immunity, such as Queensland where less than 0.005% of the population is known to have been infected in 2020, could have achieved herd immunity against 2021's variants of concern. To address this question, we used the agent-based model Covasim. We simulated outbreak scenarios (with the Alpha, Delta and Omicron variants) and assumed ongoing interventions (testing, tracing, isolation and quarantine). We modelled vaccination using two approaches with different levels of realism. Hesitancy was modelled using Australian survey data. We found that with a vaccine effectiveness against infection of 80%, it was possible to control outbreaks of Alpha, but not Delta or Omicron. With 90% effectiveness, Delta outbreaks may have been preventable, but not Omicron outbreaks. We also estimated that a decrease in hesitancy from 20% to 14% reduced the number of infections, hospitalizations and deaths by over 30%. Overall, we demonstrate that while herd immunity may not be attainable, modest reductions in hesitancy and increases in vaccine uptake may greatly improve health outcomes. This article is part of the theme issue 'Technical challenges of modelling real-life epidemics and examples of overcoming these'.
AB - Long-term control of SARS-CoV-2 outbreaks depends on the widespread coverage of effective vaccines. In Australia, two-dose vaccination coverage of above 90% of the adult population was achieved. However, between August 2020 and August 2021, hesitancy fluctuated dramatically. This raised the question of whether settings with low naturally derived immunity, such as Queensland where less than 0.005% of the population is known to have been infected in 2020, could have achieved herd immunity against 2021's variants of concern. To address this question, we used the agent-based model Covasim. We simulated outbreak scenarios (with the Alpha, Delta and Omicron variants) and assumed ongoing interventions (testing, tracing, isolation and quarantine). We modelled vaccination using two approaches with different levels of realism. Hesitancy was modelled using Australian survey data. We found that with a vaccine effectiveness against infection of 80%, it was possible to control outbreaks of Alpha, but not Delta or Omicron. With 90% effectiveness, Delta outbreaks may have been preventable, but not Omicron outbreaks. We also estimated that a decrease in hesitancy from 20% to 14% reduced the number of infections, hospitalizations and deaths by over 30%. Overall, we demonstrate that while herd immunity may not be attainable, modest reductions in hesitancy and increases in vaccine uptake may greatly improve health outcomes. This article is part of the theme issue 'Technical challenges of modelling real-life epidemics and examples of overcoming these'.
KW - agent-based modelling
KW - Australia
KW - COVID-19
KW - COVID-19 vaccination
KW - herd immunity threshold
KW - Omicron variant
UR - http://www.scopus.com/inward/record.url?scp=85134401309&partnerID=8YFLogxK
U2 - 10.1098/rsta.2021.0311
DO - 10.1098/rsta.2021.0311
M3 - Journal article
C2 - 35965469
AN - SCOPUS:85134401309
VL - 380
JO - Philosophical transactions. Series A, Mathematical, physical, and engineering sciences
JF - Philosophical transactions. Series A, Mathematical, physical, and engineering sciences
SN - 1364-503X
IS - 2233
M1 - 20210311
ER -
ID: 318814974