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교육 연구에서의 베이지안 후성유전체 전장 연관성 분석×매개 분석×
분야생물정보학통계학
계열Process / pipelineHypothesis test
기원 연도EWAS framework ~2010–2011; Bayesian EWAS variants ~2013–2017; educational applications ~2015–present1986
창시자Rakyan, Down, Balding, and Beck (conceptual EWAS framework); Bayesian extensions by multiple groups including Teschendorff and colleaguesBaron & Kenny
유형Genomic association study with Bayesian inferenceIndirect effects / path test
원전Rakyan, V. K., Down, T. A., Balding, D. J., & Beck, S. (2011). Epigenome-wide association studies for common human diseases. Nature Reviews Genetics, 12(8), 529–541. link ↗Baron, R. M. & Kenny, D. A. (1986). The moderator-mediator variable distinction in social psychological research. Journal of Personality and Social Psychology, 51(6), 1173–1182. link ↗
별칭Bayesian EWAS, Bayesian epigenome-wide scan, Bayesian methylation-wide association study, B-EWASindirect effects analysis, path-based mediation, PROCESS macro mediation, Aracılık Analizi (Mediation / PROCESS)
관련35
요약A Bayesian epigenome-wide association study (Bayesian EWAS) scans hundreds of thousands of DNA methylation sites across the genome to identify those statistically associated with an educational outcome — such as cognitive ability, attainment, or socioeconomic exposure during schooling. Unlike classical frequentist EWAS, the Bayesian framework incorporates prior biological knowledge to compute posterior probabilities of association, improving power and reducing false discoveries when applied to complex educational phenotypes.Mediation analysis is a statistical procedure that tests whether the effect of an independent variable X on an outcome Y operates wholly or partly through a third variable M, called the mediator. Formalised by Baron and Kenny in 1986, it decomposes the total effect of X on Y into a direct path (c′) and an indirect path (a × b), quantifying how much of the relationship is carried by the mediating mechanism.
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ScholarGate방법 비교: Bayesian epigenome-wide association study in educational research · Mediation Analysis. 2026-06-19에 다음에서 검색함: https://scholargate.app/ko/compare