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Studiu Bayesian de Asociație la Nivel de Epigenom în Cercetarea Educațională×Analiza de Mediere×
DomeniuBioinformaticăStatistică
FamilieProcess / pipelineHypothesis test
Anul aparițieiEWAS framework ~2010–2011; Bayesian EWAS variants ~2013–2017; educational applications ~2015–present1986
Autorul originalRakyan, Down, Balding, and Beck (conceptual EWAS framework); Bayesian extensions by multiple groups including Teschendorff and colleaguesBaron & Kenny
TipGenomic association study with Bayesian inferenceIndirect effects / path test
Sursa seminalăRakyan, 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 ↗
Denumiri alternativeBayesian EWAS, Bayesian epigenome-wide scan, Bayesian methylation-wide association study, B-EWASindirect effects analysis, path-based mediation, PROCESS macro mediation, Aracılık Analizi (Mediation / PROCESS)
Înrudite35
RezumatA 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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ScholarGateCompară metode: Bayesian epigenome-wide association study in educational research · Mediation Analysis. Preluat la 2026-06-19 de pe https://scholargate.app/ro/compare