Polygenic mediation analysis of Alzheimer's disease implicated intermediate amyloid imaging phenotypes

dc.contributor.authorEng, Yingxuan
dc.contributor.authorYao, Xiaohui
dc.contributor.authorLiu, Kefei
dc.contributor.authorRisacher, Shannon L.
dc.contributor.authorSaykin, Andrew J.
dc.contributor.authorLong, Qi
dc.contributor.authorZhao, Yize
dc.contributor.authorShen, Li
dc.contributor.departmentRadiology and Imaging Sciences, School of Medicineen_US
dc.date.accessioned2022-08-17T13:53:49Z
dc.date.available2022-08-17T13:53:49Z
dc.date.issued2021-01-25
dc.description.abstractMediation models have been employed in the study of brain disorders to detect the underlying mechanisms between genetic variants and diagnostic outcomes implicitly mediated by intermediate imaging biomarkers. However, the statistical power is influenced by the modest effects of individual genetic variants on both diagnostic and imaging phenotypes and the limited sample sizes ofimaging genetic cohorts. In this study, we propose a polygenic mediation analysis that comprises a polygenic risk score (PRS) to aggregate genetic effects ofa set ofcandidate variants and then explore the implicit effect ofimaging phenotypes between the PRS and disease status. We applied our proposed method to an amyloid imaging genetic study of Alzheimer's disease (AD), identified multiple imaging mediators linking PRS with AD, and further demonstrated the promise of the PRS on mediator detection over individual variants alone.en_US
dc.eprint.versionFinal published versionen_US
dc.identifier.citationYingxuan E, Yao X, Liu K, et al. Polygenic mediation analysis of Alzheimer's disease implicated intermediate amyloid imaging phenotypes. AMIA Annu Symp Proc. 2021;2020:422-431. Published 2021 Jan 25.en_US
dc.identifier.urihttps://hdl.handle.net/1805/29802
dc.language.isoen_USen_US
dc.publisherAmerican Medical Informatics Associationen_US
dc.relation.journalAMIA Annual Symposium Proceedings Archiveen_US
dc.rightsAttribution 4.0 International*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.sourcePMCen_US
dc.subjectAlzheimer Diseaseen_US
dc.subjectMultifactorial Inheritanceen_US
dc.subjectAmyloid Plaqueen_US
dc.titlePolygenic mediation analysis of Alzheimer's disease implicated intermediate amyloid imaging phenotypesen_US
dc.typeArticleen_US
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