Evidence map›Paper›PMID 40228847›Full record

ArticleBMJ open2025

Effect modification and interaction between ethnicity and socioeconomic factors in severe COVID-19: analyses of linked national data for Scotland.

Ronan McCabe, Eliud Kibuchi, Sarah Amele, Patricia Irizar, Aziz Sheikh, Karen Jeffrey, Igor Ruden, Colin R Simpson, Colin McCowan, Lewis Ritchie and 5 more

Abstract read
In one paragraph

Article in BMJ open, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

15 authors.

Ronan McCabeMRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK ronan.mccabe@phs.scot.ORCID http://orcid.org/0000-0001-8649-6913
Eliud KibuchiMRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK.ORCID http://orcid.org/0000-0002-5091-6450
Sarah AmeleMRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK.
Patricia IrizarDepartment of Sociology, The University of Manchester, Manchester, UK.ORCID http://orcid.org/0000-0003-0078-1372
Aziz SheikhNuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK.
Karen JeffreyUsher Institute, The University of Edinburgh, Edinburgh, UK.ORCID http://orcid.org/0000-0002-0061-6089
Igor RudenUsher Institute, The University of Edinburgh, Edinburgh, UK.
Colin R SimpsonVictoria University of Wellington, Wellington, Wellington, New Zealand.
Colin McCowanUniversity of St Andrews, St Andrews, UK.
Lewis RitchieGeneral Practice and Primary Care, University of Aberdeen, Aberdeen, UK.
Chris RobertsonDepartment of Mathematics and Statistics, University of Strathclyde, Glasgow, Glasgow, UK.
Alastair H LeylandMRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK.
Evangelia DemouMRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK.ORCID http://orcid.org/0000-0001-8616-525X
Anna Pearce *MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK.
Srinivasa Vittal Katikireddi *MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK.ORCID http://orcid.org/0000-0001-6593-9092

Funding

Wellcome Trust
6 · The paper itself

Abstract

objectiveMinority ethnic groups disproportionately experienced adverse COVID-19 outcomes, partly a consequence of disproportionate exposure to socioeconomic disadvantage and high-risk occupations. We examined whether minority ethnic groups were also disproportionately vulnerable to the consequences of socioeconomic disadvantage and high-risk occupations in Scotland.

designWe investigated effect modification and interaction between area deprivation, education and occupational risk and ethnicity (assessed as both a binary white vs non-white variable and a multi-category variable) in relation to severe COVID-19 (hospitalisation or death). We used electronic health records linked to the 2011 census and Cox proportional hazards models, adjusting for age, sex and health board. We were principally concerned with additive interactions as a measure of vulnerability, estimated as the relative excess risk due to interaction (RERI).

resultsAnalyses considered 3 730 837 individuals aged ≥16 years (with narrower age ranges for analyses focused on education and occupation). Severe COVID-19 risk was typically higher for minority ethnic groups and disadvantaged socioeconomic groups, but additive interactions were not consistent. For example, non-white ethnicity and highest deprivation level experienced elevated risk ((HR=2.7, 95% CI: 2.4, 3.2) compared with the white least deprived group. Additive interaction was not present (RERI=-0.1, 95% CI: -0.4, 0.2), this risk being less than the sum of risks of white ethnicity/highest deprivation level (HR=2.4, 95% CI: 2.3, 2.5) and non-white ethnicity/lowest deprivation level (1.4, 95% CI: 1.2, 1.7). Similarly, non-white ethnicity/no degree education (HR=2.5, 95% CI: 2.2, 2.7; RERI=-0.1, 95% CI: -0.4, 0.2) and non-white ethnicity/high-risk occupation (RERI=0.3, 95% CI: -0.2, 0.8) did not experience greater than additive risk. No clear evidence of effect modification was identified when using the multicategory ethnicity variable or on the multiplicative scale either.

conclusionWe found no definitive evidence that minority ethnic groups were more vulnerable to the effect of social disadvantage on the risk of severe COVID-19.

Indexed as

COVID-19Minority GroupsAdolescentAdultAgedEducational StatusEthnicityFemaleHealth Status DisparitiesHospitalizationHumansMaleMiddle AgedOccupationsProportional Hazards ModelsRisk FactorsCOVID-19EPIDEMIOLOGIC STUDIESEPIDEMIOLOGY

Identifiers

PMID40228847
PMCPMC11997826

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.