Modelling herd immunity requirements in Queensland: impact of vaccination effectiveness, hesitancy and variants of SARS-CoV-2

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Standard

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 tidsskriftTidsskriftartikelForskningfagfællebedømt

Harvard

Sanz-Leon, P, Hamilton, LHW, Raison, SJ, Pan, AJX, Stevenson, NJ, Stuart, RM, Abeysuriya, RG, Kerr, CC, Lambert, SB & Roberts, JA 2022, 'Modelling herd immunity requirements in Queensland: impact of vaccination effectiveness, hesitancy and variants of SARS-CoV-2', Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, bind 380, nr. 2233, 20210311. https://doi.org/10.1098/rsta.2021.0311

APA

Sanz-Leon, P., Hamilton, L. H. W., Raison, S. J., Pan, A. J. X., Stevenson, N. J., Stuart, R. M., Abeysuriya, R. G., Kerr, C. C., Lambert, S. B., & Roberts, J. A. (2022). Modelling herd immunity requirements in Queensland: impact of vaccination effectiveness, hesitancy and variants of SARS-CoV-2. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 380(2233), [20210311]. https://doi.org/10.1098/rsta.2021.0311

Vancouver

Sanz-Leon P, Hamilton LHW, Raison SJ, Pan AJX, Stevenson NJ, Stuart RM o.a. Modelling herd immunity requirements in Queensland: impact of vaccination effectiveness, hesitancy and variants of SARS-CoV-2. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences. 2022;380(2233). 20210311. https://doi.org/10.1098/rsta.2021.0311

Author

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. / Modelling herd immunity requirements in Queensland : impact of vaccination effectiveness, hesitancy and variants of SARS-CoV-2. I: Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences. 2022 ; Bind 380, Nr. 2233.

Bibtex

@article{a1fe94b7b26a4ea69e7f97ebb8ee92b3,
title = "Modelling herd immunity requirements in Queensland: impact of vaccination effectiveness, hesitancy and variants of SARS-CoV-2",
abstract = "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'. ",
keywords = "agent-based modelling, Australia, COVID-19, COVID-19 vaccination, herd immunity threshold, Omicron variant",
author = "Paula Sanz-Leon and Hamilton, {Lachlan H.W.} and Raison, {Sebastian J.} and Pan, {Anna J.X.} and Stevenson, {Nathan J.} and Stuart, {Robyn M.} and Abeysuriya, {Romesh G.} and Kerr, {Cliff C.} and Lambert, {Stephen B.} and Roberts, {James A.}",
note = "Publisher Copyright: {\textcopyright} 2022 The Authors.",
year = "2022",
doi = "10.1098/rsta.2021.0311",
language = "English",
volume = "380",
journal = "Philosophical transactions. Series A, Mathematical, physical, and engineering sciences",
issn = "1364-503X",
publisher = "Royal Society Publishing",
number = "2233",

}

RIS

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