Greater risk of severe COVID-19 in Black, Asian and Minority Ethnic populations is not explained by cardiometabolic, socioeconomic or behavioural factors, or by 25(OH)-vitamin D status: study of 1326 cases from the UK Biobank
Zahra Raisi-Estabragh, Ms Celeste Mccracken, Dr. Mae S Bethell, Ms. Senior Statistician Jackie Cooper, Director, Professor Cyrus Cooper, Mark J Caulfield, Patricia B Munroe, Nicholas C Harvey, Professor Steffen E Petersen
Journal of Public Health, doi:10.1093/pubmed/fdaa095
Background We examined whether the greater severity of coronavirus disease 2019 (COVID-19) amongst men and Black, Asian and Minority Ethnic (BAME) individuals is explained by cardiometabolic, socio-economic or behavioural factors.
Methods We studied 4510 UK Biobank participants tested for COVID-19 (positive, n = 1326). Multivariate logistic regression models including age, sex and ethnicity were used to test whether addition of (1) cardiometabolic factors [diabetes, hypertension, high cholesterol, prior myocardial infarction, smoking and body mass index (BMI)]; (2) 25(OH)-vitamin D; (3) poor diet; (4) Townsend deprivation score; (5) housing (home type, overcrowding) or (6) behavioural factors (sociability, risk taking) attenuated sex/ethnicity associations with COVID-19 status.
Results There was over-representation of men and BAME ethnicities in the COVID-19 positive group. BAME individuals had, on average, poorer cardiometabolic profile, lower 25(OH)-vitamin D, greater material deprivation, and were more likely to live in larger households and in flats/apartments. Male sex, BAME ethnicity, higher BMI, higher Townsend deprivation score and household overcrowding were independently associated with significantly greater odds of COVID-19. The pattern of association was consistent for men and women; cardiometabolic, socio-demographic and behavioural factors did not attenuate sex/ethnicity associations.
Conclusions In this study, sex and ethnicity differential pattern of COVID-19 was not adequately explained by variations in cardiometabolic factors, 25(OH)-vitamin D levels or socio-economic factors. Factors which underlie ethnic differences in COVID-19 may not be easily captured, and so investigation of alternative biological and genetic susceptibilities as well as more comprehensive assessment of the complex economic, social and behavioural differences should be prioritised.
Conflicts of interest None.
References
Anderson, Darwis, Mackay, Red and processed meat consumption and breast cancer: UK Biobank cohort study and metaanalysis, Eur J Cancer
Aranow, Vitamin D and the immune system, J Investig Med
Cao, Li, Feng, Comparative genetic analysis of the novel coronavirus (2019-nCoV/SARS-CoV-2) receptor ACE2 in different populations, Cell Discov
Channappanavar, Fett, Mack, Sex-based differences in susceptibility to severe acute respiratory syndrome coronavirus infection, J Immunol
Chaturvedi, Ethnic differences in cardiovascular disease, Heart
Cook, Kursumovic, Lennane, Exclusive: Deaths of NHS Staff from COVID-19 Analysed
Fry, Almond, Moffat, UK Biobank Biomarker Project Companion Document to Accompany Serum Biomarker Data
Gov, UK Ethnicity Facts and Figures. People Living in Deprived Neighbourhoods
Herold, Jurinovic, Arnreich, Level of IL-6 predicts respiratory failure in hospitalized symptomatic COVID-19 patients, medRxiv
Herrick, Storandt, Afful, Vitamin D status in the United States, 2011-2014, Am J Clin Nutr
Icnarc, ICNARC COVID-19 Study Case Mix Program
Jorde, Sneve, Hutchinson, Tracking of serum 25-Hydroxyvitamin D levels during 14 years in a population-based study and during 12 months in an intervention study, Am J Epidemiol
Kass, Duggal, Cingolani, Obesity could shift severe COVID-19 disease to younger ages, Lancet
Kirby, Evidence mounts on the disproportionate effect of COVID-19 on ethnic minorities, Lancet Respir Med
Kivimäki, Batty, Pentti, Association between socioeconomic status and the development of mental and physical health conditions in adulthood: a multi-cohort study, Lancet Public Heal
Kruglikov, Scherer, The role of adipocytes and adipocytelike cells in the severity of COVID-19 infections, Obesity,
doi:10.1002/oby.22856
Lanham-New, Webb, Cashman, Vitamin D and SARS-CoV-2 virus/COVID-19 disease, BMJ Nutr Prev Heal BMJ
Michalakis, Ilias, SARS-CoV-2 infection and obesity: common inflammatory and metabolic aspects, Diabetes Matab Syndr
Moon, Crozier, Dennison, Tracking of 25-hydroxyVitamin D status during pregnancy: the importance of vitamin D supplementation, Am J Clin Nutr
Pawlowski, Atwal, Dunbar, Evolutionary psychology sex differences in everyday risk-taking behavior in humans, Evol Psychol
Raisi-Estabragh, Mccracken, Ardissino, Non-white ethnicity, male sex, and higher body mass index, but not medications acting on the renin-angiotensin system are associated with coronavirus disease 2019 (COVID-19) hospitalisation: review of the first 669 cases from the UK Biobank, medRxiv
Schenker, Portion Sizes Food Fact Sheet
Schnier, Bush, Nolan, Definitions of Acute Myocardial Infarction and Main Myocardial Infarction Pathological Types UK Biobank Phase 1 Outcomes Adjudication Documentation on Behalf of UK Biobank Outcome Adjudication Group Definitions of Acute Myocardial Infarction
Townsend, Phillimore, Beattie, Health and deprivation: inequality and the north, Nurs Stand
Uk Biobank, Protocol for a Large-Scale Prospective Epidemiological Resource
Wadhera, Wadhera, Gaba, Variation in COVID-19 hospitalizations and deaths across New York City boroughs, JAMA,
doi:10.1001/jama.2020.7197
Wenham, Smith, Morgan, COVID-19: the gendered impacts of the outbreak, Lancet
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'abstract': '<jats:title>Abstract</jats:title>\n'
' <jats:sec>\n'
' <jats:title>Background</jats:title>\n'
' <jats:p>We examined whether the greater severity of coronavirus disease '
'2019 (COVID-19) amongst men and Black, Asian and Minority Ethnic (BAME) individuals is '
'explained by cardiometabolic, socio-economic or behavioural factors.</jats:p>\n'
' </jats:sec>\n'
' <jats:sec>\n'
' <jats:title>Methods</jats:title>\n'
' <jats:p>We studied 4510 UK Biobank participants tested for COVID-19 '
'(positive, n\xa0=\xa01326). Multivariate logistic regression models including age, sex and '
'ethnicity were used to test whether addition of (1) cardiometabolic factors [diabetes, '
'hypertension, high cholesterol, prior myocardial infarction, smoking and body mass index '
'(BMI)]; (2) 25(OH)-vitamin D; (3) poor diet; (4) Townsend deprivation score; (5) housing '
'(home type, overcrowding) or (6) behavioural factors (sociability, risk taking) attenuated '
'sex/ethnicity associations with COVID-19 status.</jats:p>\n'
' </jats:sec>\n'
' <jats:sec>\n'
' <jats:title>Results</jats:title>\n'
' <jats:p>There was over-representation of men and BAME ethnicities in the '
'COVID-19 positive group. BAME individuals had, on average, poorer cardiometabolic profile, '
'lower 25(OH)-vitamin D, greater material deprivation, and were more likely to live in larger '
'households and in flats/apartments. Male sex, BAME ethnicity, higher BMI, higher Townsend '
'deprivation score and household overcrowding were independently associated with significantly '
'greater odds of COVID-19. The pattern of association was consistent for men and women; '
'cardiometabolic, socio-demographic and behavioural factors did not attenuate sex/ethnicity '
'associations.</jats:p>\n'
' </jats:sec>\n'
' <jats:sec>\n'
' <jats:title>Conclusions</jats:title>\n'
' <jats:p>In this study, sex and ethnicity differential pattern of COVID-19 '
'was not adequately explained by variations in cardiometabolic factors, 25(OH)-vitamin D '
'levels or socio-economic factors. Factors which underlie ethnic differences in COVID-19 may '
'not be easily captured, and so investigation of alternative biological and genetic '
'susceptibilities as well as more comprehensive assessment of the complex economic, social and '
'behavioural differences should be prioritised.</jats:p>\n'
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'Definitions of Acute Myocardial Infarction',
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