ArticleBrain : a journal of neurology2023
Educational attainment, structural brain reserve and Alzheimer's disease: a Mendelian randomization analysis.
Article in Brain : a journal of neurology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 79 papers, 4 of them syntheses that pooled it.
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Who cites it
79 citing papers in PubMed, 4 syntheses or guidelines pooled it, 121 citations in OpenAlex.
- Trends in the Prevalence and Development of Alzheimer's Disease Among the Elderly Chinese Population: A Systematic Review.Revista de neurologia · 2025Pooled it
- Association Between Cognitive Impairment and Dysphagia: A Two-Sample Mendelian Randomization Study.Brain and behavior · 2025Pooled it
- The EEG analysis and identification of Alzheimer's disease: a review.Frontiers in aging neuroscience · 2025Pooled it
- Identifying potential repurposable medications for Parkinson's disease through Mendelian randomization analysis.Scientific reports · 2024Pooled it
- Plasma Concentrations of Amyloid-β Peptides, BACE-1, and Tau Proteins in Alzheimer's Disease.Turkish journal of pharmaceutical sciences · 2026Article
- Brain-cognition relationships and treatment outcome in treatment-resistant late-life depression.Nature communications · 2026Article
- Brain imaging-wide exploration of site-specific pain: genetic correlation and Mendelian randomization study.Psychological medicine · 2026Article
- Use of Machine Learning to Identify Markers of Risk for Fragile X-Associated Tremor/Ataxia Syndrome: A Preliminary Analysis.Annals of neurology · 2026Article
- Reconstructing cerebral lymphatic clearance: an emerging target in the Alzheimer's disease therapeutic pipeline.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Review
- Social determinants of health, behavioral factors, and incident dementia: a prospective cohort study.Alzheimer's research & therapy · 2026Article
- Subjective Cognitive Decline in Brazilian Adults: Prevalence and Associated Social, Lifestyle, and Health-Related Factors: A Nationally Representative Cross-Sectional Analysis from the ELSI-Brazil Cohort.Neurology international · 2026Article
- A community screening tool for neuropsychiatric symptoms in the elderly: integrating cortisol, microbiome, and social factors with machine learning.Translational psychiatry · 2026Observational
- Divergent trends in Alzheimer's disease burden: a comparative analysis of the US and G20 nations.International journal of public health · 2026Article
- Factors influencing residents' willingness to choose medical institutions first for treatment in the highland agricultural and pastoral areas of Qinghai province: a study based on the Anderson model.Frontiers in health services · 2026Article
- Shaping the cognitive reserve: the role of lifelong enrichment and education in the Alzheimer's disease continuum.Frontiers in aging neuroscience · 2026Article
- Genetically inferred effects of brain structure and gene expression on neurodegenerative diseases: a Mendelian randomization study.Archives of medical science : AMS · 2026Article
- Lifestyle and Transcriptional Signatures Associated with Ethnicity/Race-Related Variations in the Functional Connectome.Research (Washington, D.C.) · 2026Article
- Bridging cognitive reserve and cerebellar networks: counteracting brain damage in patients with Alzheimer's disease at different clinical stages.Frontiers in cellular neuroscience · 2026Article
- Causal relationships between neuroimaging phenotypes and the risk of early and late-onset alzheimer's disease.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2025Article
- Exploring the association and mediation between educational attainment and intracerebral hemorrhage: an integrated Mendelian randomization and global burden of disease analysis.Neurosurgical review · 2025Article
19 more citing papers are in PubMed but not listed here.
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Authors and funding
6 authors at 2 institutions in 2 countries.
Funding
Abstract
Higher educational attainment is observationally associated with lower risk of Alzheimer's disease. However, the biological mechanisms underpinning this association remain unclear. The protective effect of education on Alzheimer's disease may be mediated via increased brain reserve. We used two-sample Mendelian randomization to explore putative causal relationships between educational attainment, structural brain reserve as proxied by MRI phenotypes and Alzheimer's disease. Summary statistics were obtained from genome-wide association studies of educational attainment (n = 1 131 881), late-onset Alzheimer's disease (35 274 cases, 59 163 controls) and 15 measures of grey or white matter macro- or micro-structure derived from structural or diffusion MRI (nmax = 33 211). We conducted univariable Mendelian randomization analyses to investigate bidirectional associations between (i) educational attainment and Alzheimer's disease; (ii) educational attainment and imaging-derived phenotypes; and (iii) imaging-derived phenotypes and Alzheimer's disease. Multivariable Mendelian randomization was used to assess whether brain structure phenotypes mediated the effect of education on Alzheimer's disease risk. Genetically proxied educational attainment was inversely associated with Alzheimer's disease (odds ratio per standard deviation increase in genetically predicted years of schooling = 0.70, 95% confidence interval 0.60, 0.80). There were positive associations between genetically predicted educational attainment and four cortical metrics (standard deviation units change in imaging phenotype per one standard deviation increase in genetically predicted years of schooling): surface area 0.30 (95% confidence interval 0.20, 0.40); volume 0.29 (95% confidence interval 0.20, 0.37); intrinsic curvature 0.18 (95% confidence interval 0.11, 0.25); local gyrification index 0.21 (95% confidence interval 0.11, 0.31)]; and inverse associations with cortical intracellular volume fraction [-0.09 (95% confidence interval -0.15, -0.03)] and white matter hyperintensities volume [-0.14 (95% confidence interval -0.23, -0.05)]. Genetically proxied levels of surface area, cortical volume and intrinsic curvature were positively associated with educational attainment [standard deviation units change in years of schooling per one standard deviation increase in respective genetically predicted imaging phenotype: 0.13 (95% confidence interval 0.10, 0.16); 0.15 (95% confidence interval 0.11, 0.19) and 0.12 (95% confidence interval 0.04, 0.19)]. We found no evidence of associations between genetically predicted imaging-derived phenotypes and Alzheimer's disease. The inverse association of genetically predicted educational attainment with Alzheimer's disease did not attenuate after adjusting for imaging-derived phenotypes in multivariable analyses. Our results provide support for a protective causal effect of educational attainment on Alzheimer's disease risk, as well as potential bidirectional causal relationships between education and brain macro- and micro-structure. However, we did not find evidence that these structural markers affect risk of Alzheimer's disease. The protective effect of education on Alzheimer's disease may be mediated via other measures of brain reserve not included in the present study, or by alternative mechanisms.
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