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Badania edukacyjne z wykorzystaniem bayesowskich badań GWAS×Randomizacja mendlowska×
DziedzinaBioinformatykaWnioskowanie przyczynowe
RodzinaProcess / pipelineRegression model
Rok powstania2013–2018 (educational attainment GWAS); Bayesian GWAS framework ~2001–20101997
TwórcaSocial Science Genetic Association Consortium (SSGAC); Bayesian GWAS methods developed by Ter Braak, Meuwissen, and othersGeorge Davey Smith
TypStatistical genomics pipelineGenetic instrumental variable framework
Źródło pierwotneLee, J. J., Wedow, R., Okbay, A., Kong, E., Maghzian, O., Zacher, M., ... & Cesarini, D. (2018). Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals. Nature Genetics, 50(8), 1112–1121. DOI ↗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 GWAS, Bayesian GWAS for educational attainment, B-GWAS, Bayesian polygenic GWASMR
Pokrewne12
PodsumowanieBayesian genome-wide association study (Bayesian GWAS) applies Bayesian statistical models to millions of single-nucleotide polymorphisms (SNPs) to identify genetic variants associated with educational outcomes such as years of schooling or cognitive test scores. Unlike classical frequentist GWAS, Bayesian approaches assign prior distributions over effect sizes, enabling more principled handling of the polygenic architecture typical of educational traits, shrinkage of small effects, and direct posterior probability estimates for variant inclusion.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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ScholarGatePorównaj metody: Bayesian genome-wide association study in educational research · Mendelian Randomization. Pobrano 2026-06-18 z https://scholargate.app/pl/compare