Cargando…
The causal effects of health conditions and risk factors on social and socioeconomic outcomes: Mendelian randomization in UK Biobank
BACKGROUND: We aimed to estimate the causal effect of health conditions and risk factors on social and socioeconomic outcomes in UK Biobank. Evidence on socioeconomic impacts is important to understand because it can help governments, policy makers and decision makers allocate resources efficiently...
Autores principales: | , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7746412/ https://www.ncbi.nlm.nih.gov/pubmed/32808034 http://dx.doi.org/10.1093/ije/dyaa114 |
_version_ | 1783624793115852800 |
---|---|
author | Harrison, Sean Davies, Alisha R Dickson, Matt Tyrrell, Jessica Green, Michael J Katikireddi, Srinivasa Vittal Campbell, Desmond Munafò, Marcus Dixon, Padraig Jones, Hayley E Rice, Frances Davies, Neil M Howe, Laura D |
author_facet | Harrison, Sean Davies, Alisha R Dickson, Matt Tyrrell, Jessica Green, Michael J Katikireddi, Srinivasa Vittal Campbell, Desmond Munafò, Marcus Dixon, Padraig Jones, Hayley E Rice, Frances Davies, Neil M Howe, Laura D |
author_sort | Harrison, Sean |
collection | PubMed |
description | BACKGROUND: We aimed to estimate the causal effect of health conditions and risk factors on social and socioeconomic outcomes in UK Biobank. Evidence on socioeconomic impacts is important to understand because it can help governments, policy makers and decision makers allocate resources efficiently and effectively. METHODS: We used Mendelian randomization to estimate the causal effects of eight health conditions (asthma, breast cancer, coronary heart disease, depression, eczema, migraine, osteoarthritis, type 2 diabetes) and five health risk factors [alcohol intake, body mass index (BMI), cholesterol, systolic blood pressure, smoking] on 19 social and socioeconomic outcomes in 336 997 men and women of White British ancestry in UK Biobank, aged between 39 and 72 years. Outcomes included annual household income, employment, deprivation [measured by the Townsend deprivation index (TDI)], degree-level education, happiness, loneliness and 13 other social and socioeconomic outcomes. RESULTS: Results suggested that BMI, smoking and alcohol intake affect many socioeconomic outcomes. For example, smoking was estimated to reduce household income [mean difference = -£22 838, 95% confidence interval (CI): -£31 354 to -£14 321] and the chance of owning accommodation [absolute percentage change (APC) = -20.8%, 95% CI: -28.2% to -13.4%], of being satisfied with health (APC = -35.4%, 95% CI: -51.2% to -19.5%) and of obtaining a university degree (APC = -65.9%, 95% CI: -81.4% to -50.4%), while also increasing deprivation (mean difference in TDI = 1.73, 95% CI: 1.02 to 2.44, approximately 216% of a decile of TDI). There was evidence that asthma decreased household income, the chance of obtaining a university degree and the chance of cohabiting, and migraine reduced the chance of having a weekly leisure or social activity, especially in men. For other associations, estimates were null. CONCLUSIONS: Higher BMI, alcohol intake and smoking were all estimated to adversely affect multiple social and socioeconomic outcomes. Effects were not detected between health conditions and socioeconomic outcomes using Mendelian randomization, with the exceptions of depression, asthma and migraines. This may reflect true null associations, selection bias given the relative health and age of participants in UK Biobank, and/or lack of power to detect effects. |
format | Online Article Text |
id | pubmed-7746412 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-77464122020-12-22 The causal effects of health conditions and risk factors on social and socioeconomic outcomes: Mendelian randomization in UK Biobank Harrison, Sean Davies, Alisha R Dickson, Matt Tyrrell, Jessica Green, Michael J Katikireddi, Srinivasa Vittal Campbell, Desmond Munafò, Marcus Dixon, Padraig Jones, Hayley E Rice, Frances Davies, Neil M Howe, Laura D Int J Epidemiol Miscellaneous BACKGROUND: We aimed to estimate the causal effect of health conditions and risk factors on social and socioeconomic outcomes in UK Biobank. Evidence on socioeconomic impacts is important to understand because it can help governments, policy makers and decision makers allocate resources efficiently and effectively. METHODS: We used Mendelian randomization to estimate the causal effects of eight health conditions (asthma, breast cancer, coronary heart disease, depression, eczema, migraine, osteoarthritis, type 2 diabetes) and five health risk factors [alcohol intake, body mass index (BMI), cholesterol, systolic blood pressure, smoking] on 19 social and socioeconomic outcomes in 336 997 men and women of White British ancestry in UK Biobank, aged between 39 and 72 years. Outcomes included annual household income, employment, deprivation [measured by the Townsend deprivation index (TDI)], degree-level education, happiness, loneliness and 13 other social and socioeconomic outcomes. RESULTS: Results suggested that BMI, smoking and alcohol intake affect many socioeconomic outcomes. For example, smoking was estimated to reduce household income [mean difference = -£22 838, 95% confidence interval (CI): -£31 354 to -£14 321] and the chance of owning accommodation [absolute percentage change (APC) = -20.8%, 95% CI: -28.2% to -13.4%], of being satisfied with health (APC = -35.4%, 95% CI: -51.2% to -19.5%) and of obtaining a university degree (APC = -65.9%, 95% CI: -81.4% to -50.4%), while also increasing deprivation (mean difference in TDI = 1.73, 95% CI: 1.02 to 2.44, approximately 216% of a decile of TDI). There was evidence that asthma decreased household income, the chance of obtaining a university degree and the chance of cohabiting, and migraine reduced the chance of having a weekly leisure or social activity, especially in men. For other associations, estimates were null. CONCLUSIONS: Higher BMI, alcohol intake and smoking were all estimated to adversely affect multiple social and socioeconomic outcomes. Effects were not detected between health conditions and socioeconomic outcomes using Mendelian randomization, with the exceptions of depression, asthma and migraines. This may reflect true null associations, selection bias given the relative health and age of participants in UK Biobank, and/or lack of power to detect effects. Oxford University Press 2020-08-18 /pmc/articles/PMC7746412/ /pubmed/32808034 http://dx.doi.org/10.1093/ije/dyaa114 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of the International Epidemiological Association. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Miscellaneous Harrison, Sean Davies, Alisha R Dickson, Matt Tyrrell, Jessica Green, Michael J Katikireddi, Srinivasa Vittal Campbell, Desmond Munafò, Marcus Dixon, Padraig Jones, Hayley E Rice, Frances Davies, Neil M Howe, Laura D The causal effects of health conditions and risk factors on social and socioeconomic outcomes: Mendelian randomization in UK Biobank |
title | The causal effects of health conditions and risk factors on social and socioeconomic outcomes: Mendelian randomization in UK Biobank |
title_full | The causal effects of health conditions and risk factors on social and socioeconomic outcomes: Mendelian randomization in UK Biobank |
title_fullStr | The causal effects of health conditions and risk factors on social and socioeconomic outcomes: Mendelian randomization in UK Biobank |
title_full_unstemmed | The causal effects of health conditions and risk factors on social and socioeconomic outcomes: Mendelian randomization in UK Biobank |
title_short | The causal effects of health conditions and risk factors on social and socioeconomic outcomes: Mendelian randomization in UK Biobank |
title_sort | causal effects of health conditions and risk factors on social and socioeconomic outcomes: mendelian randomization in uk biobank |
topic | Miscellaneous |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7746412/ https://www.ncbi.nlm.nih.gov/pubmed/32808034 http://dx.doi.org/10.1093/ije/dyaa114 |
work_keys_str_mv | AT harrisonsean thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT daviesalishar thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT dicksonmatt thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT tyrrelljessica thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT greenmichaelj thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT katikireddisrinivasavittal thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT campbelldesmond thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT munafomarcus thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT dixonpadraig thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT joneshayleye thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT ricefrances thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT daviesneilm thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT howelaurad thecausaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT harrisonsean causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT daviesalishar causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT dicksonmatt causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT tyrrelljessica causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT greenmichaelj causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT katikireddisrinivasavittal causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT campbelldesmond causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT munafomarcus causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT dixonpadraig causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT joneshayleye causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT ricefrances causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT daviesneilm causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank AT howelaurad causaleffectsofhealthconditionsandriskfactorsonsocialandsocioeconomicoutcomesmendelianrandomizationinukbiobank |