ArticleGeneral psychiatry2024
Exploring the influences of education, intelligence and income on mental disorders.
Article in General psychiatry, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
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- Network analysis of anxiety, depression, stress, and sleep disturbances in healthcare workers.Frontiers in psychiatry · 2026Article
- Exploring Causal Associations Between Plasma Metabolites and Autism Spectrum Disorder.Alpha psychiatry · 2025Article
- Fat-brain axis indicated by mutual impacts between body fat and brain phenotypes.Journal of translational medicine · 2025Article
- Identifying Druggable Inflammatory Proteins Causally Contributing to Parkinson's Disease.Brain and behavior · 2025Article
- Protective Effects of Genetic Proxies of Cognitive Reserve in Parkinson's Disease: A Longitudinal Multi-Cohort Study.Movement disorders : official journal of the Movement Disorder Society · 2025Article
- Exploring causal associations between plasma metabolites and attention-deficit/hyperactivity disorder.BMC psychiatry · 2025Article
- Exploring the Association Between Human Blood Metabolites and Autism Spectrum Disorder Risk: A Bidirectional Mendelian Randomization Study.Health science reports · 2025Article
- Causal Relationships Between Retinal Diseases and Psychiatric Disorders Have Implications for Precision Psychiatry.Molecular neurobiology · 2025Article
- Causal effects of education, intelligence, and income on COVID-19: evidence from a Mendelian randomization study.Human genomics · 2025Article
- Review
- Investigating bidirectional causal relationships between gut microbiota and insomnia.General psychiatry · 2025Article
- Phenome-wide investigation of bidirectional causal relationships between major depressive disorder and common human diseases.Translational psychiatry · 2024Article
- Mendelian Randomization Study Supports Genetic Liability to Obsessive-Compulsive Disorder Associated With the Risk of Alzheimer's Disease.Brain and behavior · 2024Article
- Association between periodontal disease and schizophrenia: a bidirectional two-sample Mendelian randomization study.Scientific reports · 2024Article
- Exploring the genetic and socioeconomic interplay between ADHD and anxiety disorders using Mendelian randomization.Frontiers in psychiatry · 2024Article
- Trajectories of depressive symptoms and risk of cardiovascular disease, cancer and mortality: a prospective cohort study.General psychiatry · 2024Article
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Previous studies have shown that educational attainment (EA), intelligence and income are key factors associated with mental disorders. However, the direct effects of each factor on major mental disorders are unclear. Aims: We aimed to evaluate the overall and independent causal effects of the three psychosocial factors on common mental disorders. Methods: Using genome-wide association study summary datasets, we performed Mendelian randomisation (MR) and multivariable MR (MVMR) analyses to assess potential associations between the 3 factors (EA, N=766 345; household income, N=392 422; intelligence, N=146 808) and 13 common mental disorders, with sample sizes ranging from 9907 to 807 553. Inverse-variance weighting was employed as the main method in the MR analysis. Results: Our MR analysis showed that (1) higher EA was a protective factor for eight mental disorders but contributed to anorexia nervosa, obsessive-compulsive disorder (OCD), bipolar disorder (BD) and autism spectrum disorder (ASD); (2) higher intelligence was a protective factor for five mental disorders but a risk factor for OCD and ASD; (3) higher household income protected against 10 mental disorders but confers risk for anorexia nervosa. Our MVMR analysis showed that (1) higher EA was a direct protective factor for attention-deficit/hyperactivity disorder (ADHD) and insomnia but a direct risk factor for schizophrenia, BD and ASD; (2) higher intelligence was a direct protective factor for schizophrenia but a direct risk factor for major depressive disorder (MDD) and ASD; (3) higher income was a direct protective factor for seven mental disorders, including schizophrenia, BD, MDD, ASD, post-traumatic stress disorder, ADHD and anxiety disorder. Conclusions: Our study reveals that education, intelligence and income intertwine with each other. For each factor, its independent effects on mental disorders present a more complex picture than its overall effects.
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