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Badanie bayesowskie epigenomu w badaniach edukacyjnych×Randomizacja mendlowska×
DziedzinaBioinformatykaWnioskowanie przyczynowe
RodzinaProcess / pipelineRegression model
Rok powstaniaEWAS framework ~2010–2011; Bayesian EWAS variants ~2013–2017; educational applications ~2015–present1997
TwórcaRakyan, Down, Balding, and Beck (conceptual EWAS framework); Bayesian extensions by multiple groups including Teschendorff and colleaguesGeorge Davey Smith
TypGenomic association study with Bayesian inferenceGenetic instrumental variable framework
Źródło pierwotneRakyan, 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 ↗Davey Smith, G., & Hemani, G. (2014). Mendelian randomization: genetic anchors for causal inference in epidemiological studies. Human Molecular Genetics, 23(R1), R89-R98. DOI ↗
Inne nazwyBayesian EWAS, Bayesian epigenome-wide scan, Bayesian methylation-wide association study, B-EWASMR
Pokrewne32
PodsumowanieA 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.Mendelian randomization is a method for estimating causal effects of exposures on outcomes using genetic variants as instrumental variables. Introduced by George Davey Smith in the 1990s, it exploits Mendel's law of segregation to remove confounding bias. It has become a cornerstone technique in epidemiological causal inference.
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