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Published in: BMC Medicine 1/2024

Open Access 01-12-2024 | COVID-19 | Research article

COVID-19 inequalities in England: a mathematical modelling study of transmission risk and clinical vulnerability by socioeconomic status

Authors: Lucy Goodfellow, Edwin van Leeuwen, Rosalind M. Eggo

Published in: BMC Medicine | Issue 1/2024

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Abstract

Background

The COVID-19 pandemic resulted in major inequalities in infection and disease burden between areas of varying socioeconomic deprivation in many countries, including England. Areas of higher deprivation tend to have a different population structure—generally younger—which can increase viral transmission due to higher contact rates in school-going children and working-age adults. Higher deprivation is also associated with a higher presence of chronic comorbidities, which were convincingly demonstrated to be risk factors for severe COVID-19 disease. These two major factors need to be combined to better understand and quantify their relative importance in the observed COVID-19 inequalities.

Methods

We used UK Census data on health status and demography stratified by decile of the Index of Multiple Deprivation (IMD), which is a measure of socioeconomic deprivation. We calculated epidemiological impact using an age-stratified COVID-19 transmission model, which incorporated different contact patterns and clinical health profiles by decile. To separate the contribution of each factor, we considered a scenario where the clinical health profile of all deciles was at the level of the least deprived. We also considered the effectiveness of school closures and vaccination of over 65-year-olds in each decile.

Results

In the modelled epidemics in urban areas, the most deprived decile experienced 9% more infections, 13% more clinical cases, and a 97% larger peak clinical size than the least deprived; we found similar inequalities in rural areas. Twenty-one per cent of clinical cases and 16% of deaths in England observed under the model assumptions would not occur if all deciles experienced the clinical health profile of the least deprived decile. We found that more deaths were prevented in more affluent areas during school closures and vaccination rollouts.

Conclusions

This study demonstrates that both clinical and demographic factors synergise to generate health inequalities in COVID-19, that improving the clinical health profile of populations would increase health equity, and that some interventions can increase health inequalities.
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Literature
1.
go back to reference Mena GE, Martinez PP, Mahmud AS, Marquet PA, Buckee CO, Santillana M. Socioeconomic status determines COVID-19 incidence and related mortality in Santiago Chile. Science. 2021;372:eabg5298.CrossRefPubMedPubMedCentral Mena GE, Martinez PP, Mahmud AS, Marquet PA, Buckee CO, Santillana M. Socioeconomic status determines COVID-19 incidence and related mortality in Santiago Chile. Science. 2021;372:eabg5298.CrossRefPubMedPubMedCentral
2.
go back to reference Bilal U, Tabb LP, Barber S, Diez Roux AV. Spatial inequities in COVID-19 testing, positivity, confirmed cases, and mortality in 3 U.S. cities: an ecological study. Ann Intern Med. 2021;174:936–44.CrossRefPubMed Bilal U, Tabb LP, Barber S, Diez Roux AV. Spatial inequities in COVID-19 testing, positivity, confirmed cases, and mortality in 3 U.S. cities: an ecological study. Ann Intern Med. 2021;174:936–44.CrossRefPubMed
5.
go back to reference Public Health England. Disparities in the risk and outcomes of COVID-19. 2020. Public Health England. Disparities in the risk and outcomes of COVID-19. 2020.
6.
go back to reference Bhaskaran K, Bacon S, Evans SJ, Bates CJ, Rentsch CT, MacKenna B, et al. Factors associated with deaths due to COVID-19 versus other causes: population-based cohort analysis of UK primary care data and linked national death registrations within the OpenSAFELY platform. Lancet Reg Health - Eur. 2021;6:100109.CrossRefPubMedPubMedCentral Bhaskaran K, Bacon S, Evans SJ, Bates CJ, Rentsch CT, MacKenna B, et al. Factors associated with deaths due to COVID-19 versus other causes: population-based cohort analysis of UK primary care data and linked national death registrations within the OpenSAFELY platform. Lancet Reg Health - Eur. 2021;6:100109.CrossRefPubMedPubMedCentral
7.
go back to reference Mason KE, Maudsley G, McHale P, Pennington A, Day J, Barr B. Age-adjusted associations between comorbidity and outcomes of COVID-19: a review of the evidence from the early stages of the pandemic. Front Public Health. 2021;9:584182.CrossRefPubMedPubMedCentral Mason KE, Maudsley G, McHale P, Pennington A, Day J, Barr B. Age-adjusted associations between comorbidity and outcomes of COVID-19: a review of the evidence from the early stages of the pandemic. Front Public Health. 2021;9:584182.CrossRefPubMedPubMedCentral
8.
go back to reference Boglione L, Dodaro V. Impact of socioeconomic status on the clinical outcomes in hospitalised patients with SARS-CoV-2 infection: a retrospective analysis. J Public Health. 2023;31:1691–7.CrossRef Boglione L, Dodaro V. Impact of socioeconomic status on the clinical outcomes in hospitalised patients with SARS-CoV-2 infection: a retrospective analysis. J Public Health. 2023;31:1691–7.CrossRef
10.
go back to reference Marmot M. Health equity in England: the Marmot review 10 years on. BMJ. 2020;368:m693. Marmot M. Health equity in England: the Marmot review 10 years on. BMJ. 2020;368:m693.
11.
go back to reference Rutter PD, Mytton OT, Mak M, Donaldson LJ. Socio-economic disparities in mortality due to pandemic influenza in England. Int J Public Health. 2012;57:745–50.CrossRefPubMed Rutter PD, Mytton OT, Mak M, Donaldson LJ. Socio-economic disparities in mortality due to pandemic influenza in England. Int J Public Health. 2012;57:745–50.CrossRefPubMed
12.
go back to reference Ye X, Wang Y, Zou Y, Tu J, Tang W, Yu R, et al. Associations of socioeconomic status with infectious diseases mediated by lifestyle, environmental pollution and chronic comorbidities: a comprehensive evaluation based on UK Biobank. Infect Dis Poverty. 2023;12:5.CrossRefPubMedPubMedCentral Ye X, Wang Y, Zou Y, Tu J, Tang W, Yu R, et al. Associations of socioeconomic status with infectious diseases mediated by lifestyle, environmental pollution and chronic comorbidities: a comprehensive evaluation based on UK Biobank. Infect Dis Poverty. 2023;12:5.CrossRefPubMedPubMedCentral
13.
go back to reference Mamelund S-E, Shelley-Egan C, Rogeberg O. The association between socioeconomic status and pandemic influenza: systematic review and meta-analysis. PLOS One. 2021;16:e0244346.CrossRefPubMedPubMedCentral Mamelund S-E, Shelley-Egan C, Rogeberg O. The association between socioeconomic status and pandemic influenza: systematic review and meta-analysis. PLOS One. 2021;16:e0244346.CrossRefPubMedPubMedCentral
14.
go back to reference Morrissey K, Spooner F, Salter J, Shaddick G. Area level deprivation and monthly COVID-19 cases: the impact of government policy in England. Soc Sci Med. 2021;289:114413.CrossRefPubMedPubMedCentral Morrissey K, Spooner F, Salter J, Shaddick G. Area level deprivation and monthly COVID-19 cases: the impact of government policy in England. Soc Sci Med. 2021;289:114413.CrossRefPubMedPubMedCentral
20.
go back to reference Mossong J, Hens N, Jit M, Beutels P, Auranen K, Mikolajczyk R, et al. Social contacts and mixing patterns relevant to the spread of infectious diseases. PLoS Med. 2008;5:e74.CrossRefPubMedPubMedCentral Mossong J, Hens N, Jit M, Beutels P, Auranen K, Mikolajczyk R, et al. Social contacts and mixing patterns relevant to the spread of infectious diseases. PLoS Med. 2008;5:e74.CrossRefPubMedPubMedCentral
22.
23.
go back to reference Davies NG, Klepac P, Liu Y, Prem K, Jit M, CMMID COVID-19 working group, et al. Age-dependent effects in the transmission and control of COVID-19 epidemics. Nat Med. 2020;26:1205-11. Davies NG, Klepac P, Liu Y, Prem K, Jit M, CMMID COVID-19 working group, et al. Age-dependent effects in the transmission and control of COVID-19 epidemics. Nat Med. 2020;26:1205-11.
25.
go back to reference COVID-19 Forecasting Team. Variation in the COVID-19 infection–fatality ratio by age, time, and geography during the pre-vaccine era: a systematic analysis. Lancet. 2022;399:1469–88. COVID-19 Forecasting Team. Variation in the COVID-19 infection–fatality ratio by age, time, and geography during the pre-vaccine era: a systematic analysis. Lancet. 2022;399:1469–88.
27.
go back to reference Verity R, Okell LC, Dorigatti I, Winskill P, Whittaker C, Imai N, et al. Estimates of the severity of coronavirus disease 2019: a model-based analysis. Lancet Infect Dis. 2020;20:669–77.CrossRefPubMedPubMedCentral Verity R, Okell LC, Dorigatti I, Winskill P, Whittaker C, Imai N, et al. Estimates of the severity of coronavirus disease 2019: a model-based analysis. Lancet Infect Dis. 2020;20:669–77.CrossRefPubMedPubMedCentral
28.
go back to reference Jackson C, Mangtani P, Vynnycky E, Fielding K, Kitching A, Mohamed H, et al. School closures and student contact patterns. Emerg Infect Dis. 2011;17:245–7.CrossRefPubMedPubMedCentral Jackson C, Mangtani P, Vynnycky E, Fielding K, Kitching A, Mohamed H, et al. School closures and student contact patterns. Emerg Infect Dis. 2011;17:245–7.CrossRefPubMedPubMedCentral
29.
go back to reference Yang Z-R, Jiang Y-W, Li F-X, Liu D, Lin T-F, Zhao Z-Y, et al. Efficacy of SARS-CoV-2 vaccines and the dose–response relationship with three major antibodies: a systematic review and meta-analysis of randomised controlled trials. Lancet Microbe. 2023;4:e236–46.CrossRefPubMedPubMedCentral Yang Z-R, Jiang Y-W, Li F-X, Liu D, Lin T-F, Zhao Z-Y, et al. Efficacy of SARS-CoV-2 vaccines and the dose–response relationship with three major antibodies: a systematic review and meta-analysis of randomised controlled trials. Lancet Microbe. 2023;4:e236–46.CrossRefPubMedPubMedCentral
30.
go back to reference Wang G, Xiang Z, Wang W, Chen Z. Seasonal coronaviruses and SARS-CoV-2: effects of preexisting immunity during the COVID-19 pandemic. J Zhejiang Univ Sci B. 2022;23:451–60.CrossRefPubMedPubMedCentral Wang G, Xiang Z, Wang W, Chen Z. Seasonal coronaviruses and SARS-CoV-2: effects of preexisting immunity during the COVID-19 pandemic. J Zhejiang Univ Sci B. 2022;23:451–60.CrossRefPubMedPubMedCentral
31.
go back to reference Lewis SJ, Munro APS, Smith GD, Pollock AM. Closing schools is not evidence based and harms children. BMJ. 2021;372:n521. Lewis SJ, Munro APS, Smith GD, Pollock AM. Closing schools is not evidence based and harms children. BMJ. 2021;372:n521.
32.
go back to reference Viner R, Russell S, Saulle R, Croker H, Stansfield C, Packer J, et al. School closures during social lockdown and mental health, health behaviors, and well-being among children and adolescents during the first COVID-19 wave: a systematic review. JAMA Pediatr. 2022;176:400.CrossRefPubMed Viner R, Russell S, Saulle R, Croker H, Stansfield C, Packer J, et al. School closures during social lockdown and mental health, health behaviors, and well-being among children and adolescents during the first COVID-19 wave: a systematic review. JAMA Pediatr. 2022;176:400.CrossRefPubMed
33.
go back to reference Moscrop A, Ziebland S, Bloch G, Iraola JR. If social determinants of health are so important, shouldn’t we ask patients about them? BMJ. 2020;371:m4150. Moscrop A, Ziebland S, Bloch G, Iraola JR. If social determinants of health are so important, shouldn’t we ask patients about them? BMJ. 2020;371:m4150.
36.
go back to reference Keen R, Kennedy S. Universal Credit changes from April 2016. 2016. Keen R, Kennedy S. Universal Credit changes from April 2016. 2016.
37.
go back to reference Cheetham M, Moffatt S, Addison M, Wiseman A. Impact of Universal Credit in North East England: a qualitative study of claimants and support staff. BMJ Open. 2019;9:e029611.CrossRefPubMedPubMedCentral Cheetham M, Moffatt S, Addison M, Wiseman A. Impact of Universal Credit in North East England: a qualitative study of claimants and support staff. BMJ Open. 2019;9:e029611.CrossRefPubMedPubMedCentral
38.
go back to reference Adams J, White M. Removing the health domain from the Index of Multiple Deprivation 2004—effect on measured inequalities in census measure of health. J Public Health. 2006;28:379–83.CrossRef Adams J, White M. Removing the health domain from the Index of Multiple Deprivation 2004—effect on measured inequalities in census measure of health. J Public Health. 2006;28:379–83.CrossRef
39.
go back to reference Lee WD, Qian M, Schwanen T. The association between socioeconomic status and mobility reductions in the early stage of England’s COVID-19 epidemic. Health Place. 2021;69:102563.CrossRefPubMedPubMedCentral Lee WD, Qian M, Schwanen T. The association between socioeconomic status and mobility reductions in the early stage of England’s COVID-19 epidemic. Health Place. 2021;69:102563.CrossRefPubMedPubMedCentral
40.
go back to reference Curtis HJ, Inglesby P, Morton CE, MacKenna B, Green A, Hulme W, et al. Trends and clinical characteristics of COVID-19 vaccine recipients: a federated analysis of 57.9 million patients’ primary care records in situ using OpenSAFELY. Br J Gen Pract. 2022;72:e51–62.CrossRefPubMed Curtis HJ, Inglesby P, Morton CE, MacKenna B, Green A, Hulme W, et al. Trends and clinical characteristics of COVID-19 vaccine recipients: a federated analysis of 57.9 million patients’ primary care records in situ using OpenSAFELY. Br J Gen Pract. 2022;72:e51–62.CrossRefPubMed
41.
go back to reference Dolby T, Finning K, Baker A, Fowler-Dowd L, Khunti K, Razieh C, et al. Monitoring sociodemographic inequality in COVID-19 vaccination uptake in England: a national linked data study. J Epidemiol Community Health. 2022;76:646–52.CrossRefPubMed Dolby T, Finning K, Baker A, Fowler-Dowd L, Khunti K, Razieh C, et al. Monitoring sociodemographic inequality in COVID-19 vaccination uptake in England: a national linked data study. J Epidemiol Community Health. 2022;76:646–52.CrossRefPubMed
Metadata
Title
COVID-19 inequalities in England: a mathematical modelling study of transmission risk and clinical vulnerability by socioeconomic status
Authors
Lucy Goodfellow
Edwin van Leeuwen
Rosalind M. Eggo
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Medicine / Issue 1/2024
Electronic ISSN: 1741-7015
DOI
https://doi.org/10.1186/s12916-024-03387-y

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