ArticleBMJ (Clinical research ed.)2018
Education and myopia: assessing the direction of causality by mendelian randomisation.
Article in BMJ (Clinical research ed.), 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to trial NCT04666870 (Shanghai Guanghua Integrated Traditional Chinese and Western Medicine Hospital, Guanghua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China), which is not on this map. Cited by 177 papers, 12 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Shanghai Guanghua Integrated Traditional Chinese and Western Medicine Hospital, Guanghua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China
Who cites it
177 citing papers in PubMed, 12 syntheses or guidelines pooled it, 294 citations in OpenAlex.
- Proteome-wide Mendelian randomisation identifies causal links between blood proteins and myopia.Journal of global health · 2026Pooled it
- Effects of table tennis on vision in children and adolescents: a multilevel dose-response meta-analysis.Frontiers in medicine · 2026Pooled it
- Strengthening the reporting of observational studies in epidemiology using Mendelian randomization (STROBE-MR): a Korean translation of explanation and elaboration.Ewha medical journal · 2025Guideline
- Interventions for myopia control in children: a living systematic review and network meta-analysis.The Cochrane database of systematic reviews · 2025Pooled it
- Prevalence of clinically significant refractive error in children in Europe: Systematic review and meta-analysis.PloS one · 2025Pooled it
- Global estimates on the number of people blind or visually impaired by Uncorrected Refractive Error: a meta-analysis from 2000 to 2020.Eye (London, England) · 2024Pooled it
- The association between screen time exposure and myopia in children and adolescents: a meta-analysis.BMC public health · 2024Pooled it
- Interventions for myopia control in children: a living systematic review and network meta-analysis.The Cochrane database of systematic reviews · 2023Pooled it
- Effectiveness of myopia control interventions: A systematic review of 12 randomized control trials published between 2019 and 2021.Frontiers in public health · 2023Pooled it
- Genetically predicted education attainment in relation to somatic and mental health.Scientific reports · 2021Pooled it
- Meta-analysis of 542,934 subjects of European ancestry identifies new genes and mechanisms predisposing to refractive error and myopia.Nature genetics · 2020Pooled it
- Pooled it
- Prevalence of Myopia in Europe: An Umbrella Review of Systematic Reviews and Meta-Analyses.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026Review
- Deep learning-derived retinal age gap and its associations with lifestyle, systemic, and ocular health in a health screening cohort.GeroScience · 2026Article
- Shared Genetic Architecture and Multidimensional Modifiable Correlates between Myopia and Retinal-Optic Nerve Diseases.Ophthalmology science · 2026Article
- Behavioral and Structural Correlates of Axial Length in School-Aged Children: Baseline Findings from the Seoul Myopia Cohort Study.Life (Basel, Switzerland) · 2026Article
- Impact of multi-dimensional urbanization on poor vision and myopia among Chinese children and adolescents: evidence from national surveys between 2010 and 2019.BMC public health · 2026Article
- Effectiveness and implementation of an intervention strategy-based health promoting schools framework to reduce idiopathic scoliosis and myopia among children and adolescents in Shanghai, China: study protocol.BMC public health · 2026Article
- Understanding the effect of educational attainment on the risk of retinal detachment: a Mendelian randomization mediation analysis.International journal of retina and vitreous · 2026Article
- Visual System Alterations for Identifying Teacher-Reported Academic Difficulties in Schoolchildren: A Machine Learning Analysis.Children (Basel, Switzerland) · 2026Article
117 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
8 authors at 2 institutions in 1 country.
Funding
Abstract
objectivesTo determine whether more years spent in education is a causal risk factor for myopia, or whether myopia is a causal risk factor for more years in education.
designBidirectional, two sample mendelian randomisation study.
settingPublically available genetic data from two consortiums applied to a large, independent population cohort. Genetic variants used as proxies for myopia and years of education were derived from two large genome wide association studies: 23andMe and Social Science Genetic Association Consortium (SSGAC), respectively.
participants67 798 men and women from England, Scotland, and Wales in the UK Biobank cohort with available information for years of completed education and refractive error.
main outcome measuresMendelian randomisation analyses were performed in two directions: the first exposure was the genetic predisposition to myopia, measured with 44 genetic variants strongly associated with myopia in 23andMe, and the outcome was years in education; and the second exposure was the genetic predisposition to higher levels of education, measured with 69 genetic variants from SSGAC, and the outcome was refractive error.
resultsConventional regression analyses of the observational data suggested that every additional year of education was associated with a more myopic refractive error of -0.18 dioptres/y (95% confidence interval -0.19 to -0.17; P<2e-16). Mendelian randomisation analyses suggested the true causal effect was even stronger: -0.27 dioptres/y (-0.37 to -0.17; P=4e-8). By contrast, there was little evidence to suggest myopia affected education (years in education per dioptre of refractive error -0.008 y/dioptre, 95% confidence interval -0.041 to 0.025, P=0.6). Thus, the cumulative effect of more years in education on refractive error means that a university graduate from the United Kingdom with 17 years of education would, on average, be at least -1 dioptre more myopic than someone who left school at age 16 (with 12 years of education). Myopia of this magnitude would be sufficient to necessitate the use of glasses for driving. Sensitivity analyses showed minimal evidence for genetic confounding that could have biased the causal effect estimates.
conclusionsThis study shows that exposure to more years in education contributes to the rising prevalence of myopia. Increasing the length of time spent in education may inadvertently increase the prevalence of myopia and potential future visual disability.
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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.