Impact of voluntary risk-mitigation behaviour on transmission of the Omicron SARS-CoV-2 variant in England
Brooks-Pollock, E.; Northstone, K.; Pellis, L.; Scarabel, F.; Thomas, A. C.; Nixon, E. J.; Matthews, D. A.; Steves, C. J.; Bower, V.; Garcia, M.-P.; Timpson, N. J.; Danon, L.
Show abstract
BackgroundThe Omicron variant of SARS-CoV-2 infection poses substantial challenges to public health. In England, "plan B" mitigation measures were introduced in December 2021 including increased home working and face coverings in shops, but stopped short of restrictions on social contacts. The impact of voluntary risk mitigation behaviours on future SARS-CoV-2 burden is unknown. MethodsWe developed a rapid online survey of risk mitigation behaviours during the winter 2021 festive period and deployed in two longitudinal cohort studies in the UK (Avon Longitudinal Study of Parents and Children (ALSPAC) and TwinsUK/Covid Symptom Study (CSS) Biobank) in December 2021. Using an individual-based, probabilistic model of COVID-19 transmission between social contacts with SARS-CoV-2 Omicron variant parameters and realistic vaccine coverage in England, we describe the potential impact of the SARS-CoV-2 Omicron wave in England in terms of the effective reproduction number and cumulative infections, hospital admissions and deaths. Using survey results, we estimated in real-time the impact of voluntary risk mitigation behaviours on the Omicron wave in England, if implemented for the entire epidemic wave. ResultsOver 95% of survey respondents (NALSPAC=2,686 and NTwins=6,155) reported some risk mitigation behaviours, with vaccination and using home testing kits reported most frequently. Less than half of those respondents reported that their behaviour was due to "plan B". We estimate that without risk mitigation behaviours, the Omicron variant is consistent with an effective reproduction number between 2.5 and 3.5. Due to the reduced vaccine effectiveness against infection with the Omicron variant, our modelled estimates suggest that between 55% and 60% of the English population could be infected during the current wave, translating into between 15,000 and 46,000 cumulative deaths, depending on assumptions about vaccine effectiveness. We estimate that voluntary risk reduction measures could reduce the effective reproduction number to between 1.8 and 2.2 and reduce the cumulative number of deaths by up to 24%. ConclusionsWe conclude that voluntary measures substantially reduce the projected impact of the SARS-CoV-2 Omicron variant, but that voluntary measures alone would be unlikely to completely control transmission.
Matching journals
The top 9 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Possible future waves of SARS-CoV-2 infection generated by variants of concern with a range of characteristics 96%
- Impact of vaccinations, boosters and lockdowns on COVID-19 waves in French Polynesia 96%
- Model-based evaluation of school- and non-school-related measures to control the COVID-19 pandemic 95%
Similar papers in this journal
- Self-testing and vaccination against COVID-19 to minimize school closure 94%
- Non-communicable disease and the risk of infection death: a UK Biobank prospective cohort study 93%
- The potential health and economic value of SARS-CoV-2 vaccination alongside physical distancing in the UK: transmission model-based future scenario analysis and economic evaluation 92%
Similar papers in this journal
- Estimating the impact of reopening schools on the reproduction number of SARS-CoV-2 in England, using weekly contact survey data 96%
- COVID-19 inequalities in England: a mathematical modelling study of transmission risk and clinical vulnerability by socioeconomic status 95%
- Predicted Norovirus Resurgence in 2021-2022 Due to the Relaxation of Nonpharmaceutical Interventions Associated with COVID-19 Restrictions in England: A Mathematical Modelling Study 95%
Similar papers in this journal
- Estimating the asymptomatic proportion of SARS-CoV-2 infection in the general population: Analysis of a nationwide serosurvey in the Netherlands 95%
- Community-level characteristics of COVID-19 vaccine hesitancy in England: A nationwide cross-sectional study 94%
- Age-specific Contribution of Contacts to Transmission of SARS-CoV-2 in Germany 92%
Similar papers in this journal
- CoMix: Changes in social contacts as measured by the contact survey during the COVID-19 pandemic in England between March 2020 and March 2021 97%
- Symptom reporting in over 1 million people: community detection of COVID-19 94%
- Pneumococcal exposure routes for infants, a nested cross-sectional survey in Nha Trang, Vietnam 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.