ArticleInternational journal of epidemiology2020
The causal effects of health conditions and risk factors on social and socioeconomic outcomes: Mendelian randomization in UK Biobank.
Article in International journal of epidemiology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers, 3 of them syntheses that pooled it.
What it found
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Who cites it
40 citing papers in PubMed, 3 syntheses or guidelines pooled it, 61 citations in OpenAlex.
- Socioeconomic status and depression-a systematic review.Epidemiologic reviews · 2025Pooled it
- Systematic review of Mendelian randomization studies on risk of cancer.BMC medicine · 2022Pooled it
- Using Mendelian randomization analysis to better understand the relationship between mental health and substance use: a systematic review.Psychological medicine · 2021Pooled it
- The diagnostic order of migraine-depression comorbidity associates with physical, mental, and social disability.Headache · 2026Article
- Association of antihypertensive drugs, intestinal ischemia, and breast diseases: A drug-target Mendelian Randomization study.Medicine · 2026Article
- Estimating the causal effect of cardiometabolic conditions on socioeconomic and healthcare outcomes: a scoping review of Mendelian randomization studies.Health economics review · 2026Article
- Associations of Alzheimer's disease with inpatient hospital costs and with quality-adjusted life years: evidence from conventional and Mendelian randomization analyses in the UK Biobank.Cost effectiveness and resource allocation : C/E · 2025Article
- Causal effects of immune cell populations on biological aging: a Mendelian randomization study.Biogerontology · 2025Article
- Causal Effects of Immune Cell Populations on Cognitive Performance: A Mendelian Randomization Study.Brain and behavior · 2025Article
- Causal Effects of 25-Hydroxyvitamin D on Metabolic Syndrome and Metabolic Risk Traits: A Bidirectional Two-Sample Mendelian Randomization Study.Biomedicines · 2025Article
- Association of socioeconomic status with diabetic microvascular complications: a UK Biobank prospective cohort study.Diabetology & metabolic syndrome · 2025Article
- Clinical, laboratory and genetic factors associated with smoking in a Brazilian Sickle Cell Disease (SCD) cohort.PloS one · 2025Article
- Identification and validation of plasma protein biomarkers as therapeutic targets in acute myeloid leukemia: an integrative multi-omics study.Frontiers in immunology · 2025Article
- Metabolic syndrome and spatial disparities: The role of socioeconomic deprivation and medical resource availability in the Cijin district, Taiwan.The Kaohsiung journal of medical sciences · 2024Article
- Mendelian Randomization Analysis of the Causal Effect of Cigarette Smoking on Hospital Costs.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2024Article
- Chronic Low Back Pain Causal Risk Factors Identified by Mendelian Randomization: a Cross-Sectional Cohort Analysis.medRxiv : the preprint server for health sciences · 2024Article
- Socioeconomic traits and the risk of Barrett's esophagus and gastroesophageal reflux disease: A Mendelian randomization study.World journal of gastrointestinal oncology · 2024Article
- Estimating the causal effects of income on health: how researchers' definitions of "income" matter.BMC public health · 2024Article
- Evaluating the causal relationship between educational attainment and mental health.medRxiv : the preprint server for health sciences · 2024Article
- Associations between systemic inflammation indicators and nonalcoholic fatty liver disease: evidence from a prospective study.Frontiers in immunology · 2024Article
Corrections and comments
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Authors and funding
13 authors at 7 institutions in 2 countries.
Funding
Abstract
backgroundWe 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.
methodsWe 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.
resultsResults 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.
conclusionsHigher 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.
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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.