{"doi":"10.3389/fgene.2021.794820","title":"Educational Attainment and Ischemic Stroke: A Mendelian Randomization Study","abstract":"<jats:p>Observational studies have evaluated the potential association of socioeconomic factors such as higher education with the risk of stroke but reported controversial findings. The objective of our study was to evaluate the potential causal association between higher education and the risk of stroke. Here, we performed a Mendelian randomization analysis to evaluate the potential association of educational attainment with ischemic stroke (IS) using large-scale GWAS datasets from the Social Science Genetic Association Consortium (SSGAC, 293,723 individuals), UK Biobank (111,349 individuals), and METASTROKE consortium (74,393 individuals). We selected three Mendelian randomization methods including inverse-variance-weighted meta-analysis (IVW), weighted median regression, and MR–Egger regression. IVW showed that each additional 3.6-year increase in years of schooling was significantly associated with a reduced IS risk (OR = 0.54, 95% CI: 0.41–0.71, and <jats:italic>p</jats:italic> = 1.16 × 10<jats:sup>–5</jats:sup>). Importantly, the estimates from weighted median (OR = 0.49, 95% CI: 0.33–0.73, and <jats:italic>p</jats:italic> = 1.00 × 10<jats:sup>–3</jats:sup>) and MR–Egger estimate (OR = 0.18, 95% CI: 0.06–0.60, and <jats:italic>p</jats:italic> = 5.00 × 10<jats:sup>–3</jats:sup>) were consistent with the IVW estimate in terms of direction and magnitude. In summary, we provide genetic evidence that high education could reduce IS risk.</jats:p>","journal":"Frontiers in Genetics","year":2022,"id":654679,"datarank":0.32958368660043297,"base_score":2.1972245773362196,"endowment":2.1972245773362196,"self_citation_contribution":0.32958368660043297,"citation_network_contribution":0.0,"self_endowment_contribution":0.32958368660043297,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":8,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":null,"is_data_producer":false,"deposit_databanks":null,"is_oa":false,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":null,"fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":687020,"name":"Kun Wang","orcid":"0000-0003-3414-2552","position":1,"is_corresponding":false},{"id":1708653,"name":"Qing-Bin Ni","orcid":null,"position":2,"is_corresponding":false},{"id":1708654,"name":"Hongguang Fan","orcid":null,"position":3,"is_corresponding":false},{"id":12548,"name":"Lan Zhao","orcid":"0000-0003-2681-7695","position":4,"is_corresponding":false},{"id":249675,"name":"Lei Huang","orcid":"0000-0002-1996-944X","position":5,"is_corresponding":false},{"id":1611478,"name":"Mingfeng Yang","orcid":null,"position":6,"is_corresponding":false},{"id":1708655,"name":"Huanming Li","orcid":null,"position":7,"is_corresponding":false},{"id":1708652,"name":"Luyan Gao","orcid":null,"position":0,"is_corresponding":false}],"reference_count":0,"raw_metadata":{"has_enrichment":true,"resolved":true,"title":"Educational Attainment and Ischemic Stroke: A Mendelian Randomization Study","abstract":"<jats:p>Observational studies have evaluated the potential association of socioeconomic factors such as higher education with the risk of stroke but reported controversial findings. The objective of our study was to evaluate the potential causal association between higher education and the risk of stroke. Here, we performed a Mendelian randomization analysis to evaluate the potential association of educational attainment with ischemic stroke (IS) using large-scale GWAS datasets from the Social Science Genetic Association Consortium (SSGAC, 293,723 individuals), UK Biobank (111,349 individuals), and METASTROKE consortium (74,393 individuals). We selected three Mendelian randomization methods including inverse-variance-weighted meta-analysis (IVW), weighted median regression, and MR–Egger regression. IVW showed that each additional 3.6-year increase in years of schooling was significantly associated with a reduced IS risk (OR = 0.54, 95% CI: 0.41–0.71, and <jats:italic>p</jats:italic> = 1.16 × 10<jats:sup>–5</jats:sup>). Importantly, the estimates from weighted median (OR = 0.49, 95% CI: 0.33–0.73, and <jats:italic>p</jats:italic> = 1.00 × 10<jats:sup>–3</jats:sup>) and MR–Egger estimate (OR = 0.18, 95% CI: 0.06–0.60, and <jats:italic>p</jats:italic> = 5.00 × 10<jats:sup>–3</jats:sup>) were consistent with the IVW estimate in terms of direction and magnitude. In summary, we provide genetic evidence that high education could reduce IS risk.</jats:p>","is_dataset_classified":null,"base_score":2.1972245773362196,"endowment":2.1972245773362196,"datacite_reuse_total":0,"file_count":0,"downloads":0,"views":0,"has_version_chain":false,"is_dataset":false,"is_oa":false,"pmid":"35222520","pmcid":"PMC8876515","openalex_id":"https://openalex.org/W4211259114","authors":[],"funders":[{"funder_name":"National Natural Science Foundation of China","grant_id":"81871855","title":null}],"total_grants":1,"fwci":2.024,"citation_percentile":0.86669261,"influential_citations":0,"citation_trend":[{"year":2023,"count":6},{"year":2024,"count":1},{"year":2025,"count":1}],"oa_status":"gold","license":"cc-by","oa_locations":[{"url":"https://doi.org/10.3389/fgene.2021.794820","host_type":"journal"},{"url":"https://doi.org/10.3389/fgene.2021.794820","host_type":"publisher"},{"url":"https://www.frontiersin.org/articles/10.3389/fgene.2021.794820/full","host_type":"publisher"},{"url":"https://pubmed.ncbi.nlm.nih.gov/35222520","host_type":"repository"},{"url":"https://doaj.org/article/772d8721ea0c416a943f55be990d1467","host_type":"repository"},{"url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8876515","host_type":"repository"},{"url":"https://www.frontiersin.org/articles/10.3389/fgene.2021.794820/pdf","host_type":"Unpaywall"},{"url":"https://europepmc.org/articles/PMC8876515","host_type":"Europe_PMC"},{"url":"https://europepmc.org/articles/PMC8876515?pdf=render","host_type":"Europe_PMC"}],"fields_of_study":["Genetic Associations and Epidemiology","Atherosclerosis and Cardiovascular Diseases","Cancer-related molecular mechanisms research"],"mesh_terms":[],"keywords":["Mendelian randomization","Genome-wide association study","Observational study","Genetic association","Medicine","Stroke (engine)","Internal medicine","Educational attainment","Demography","Oncology","Genetics","Single-nucleotide polymorphism","Biology","Genetic variants","Genotype","Gene","Stroke","Ischaemic Stroke","Genome-wide Association Studies"],"sdg_mappings":[{"sdg_number":0,"sdg_label":"Quality Education"}],"linked_datasets":[],"clinical_trials":[],"software_tools":[],"database_accessions":[{"name":"refsnp"}],"source":"live","citation_network_status":"fetched"},"created_at":"2026-08-11T07:48:46.961298Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}