Literature DB >> 33936415

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

Eng Yingxuan1, Xiaohui Yao1, Kefei Liu1, Shannon L Risacher2, Andrew J Saykin2, Qi Long1, Yize Zhao3, Li Shen1.   

Abstract

Mediation 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. ©2020 AMIA - All rights reserved.

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Year:  2021        PMID: 33936415      PMCID: PMC8075527     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  18 in total

Review 1.  Recent publications from the Alzheimer's Disease Neuroimaging Initiative: Reviewing progress toward improved AD clinical trials.

Authors:  Michael W Weiner; Dallas P Veitch; Paul S Aisen; Laurel A Beckett; Nigel J Cairns; Robert C Green; Danielle Harvey; Clifford R Jack; William Jagust; John C Morris; Ronald C Petersen; Andrew J Saykin; Leslie M Shaw; Arthur W Toga; John Q Trojanowski
Journal:  Alzheimers Dement       Date:  2017-03-22       Impact factor: 21.566

2.  The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations.

Authors:  R M Baron; D A Kenny
Journal:  J Pers Soc Psychol       Date:  1986-12

3.  Genome-wide mediation analysis of psychiatric and cognitive traits through imaging phenotypes.

Authors:  Xuan Bi; Liuqing Yang; Tengfei Li; Baisong Wang; Hongtu Zhu; Heping Zhang
Journal:  Hum Brain Mapp       Date:  2017-05-22       Impact factor: 5.038

Review 4.  Imaging genetics: perspectives from studies of genetically driven variation in serotonin function and corticolimbic affective processing.

Authors:  Ahmad R Hariri; Emily M Drabant; Daniel R Weinberger
Journal:  Biol Psychiatry       Date:  2006-01-25       Impact factor: 13.382

Review 5.  Genetic studies of quantitative MCI and AD phenotypes in ADNI: Progress, opportunities, and plans.

Authors:  Andrew J Saykin; Li Shen; Xiaohui Yao; Sungeun Kim; Kwangsik Nho; Shannon L Risacher; Vijay K Ramanan; Tatiana M Foroud; Kelley M Faber; Nadeem Sarwar; Leanne M Munsie; Xiaolan Hu; Holly D Soares; Steven G Potkin; Paul M Thompson; John S K Kauwe; Rima Kaddurah-Daouk; Robert C Green; Arthur W Toga; Michael W Weiner
Journal:  Alzheimers Dement       Date:  2015-07       Impact factor: 21.566

Review 6.  Progress in Polygenic Composite Scores in Alzheimer's and Other Complex Diseases.

Authors:  Danai Chasioti; Jingwen Yan; Kwangsik Nho; Andrew J Saykin
Journal:  Trends Genet       Date:  2019-03-25       Impact factor: 11.639

7.  Genome-wide meta-analysis identifies new loci and functional pathways influencing Alzheimer's disease risk.

Authors:  Iris E Jansen; Jeanne E Savage; Stephan Ripke; Ole A Andreassen; Danielle Posthuma; Kyoko Watanabe; Julien Bryois; Dylan M Williams; Stacy Steinberg; Julia Sealock; Ida K Karlsson; Sara Hägg; Lavinia Athanasiu; Nicola Voyle; Petroula Proitsi; Aree Witoelar; Sven Stringer; Dag Aarsland; Ina S Almdahl; Fred Andersen; Sverre Bergh; Francesco Bettella; Sigurbjorn Bjornsson; Anne Brækhus; Geir Bråthen; Christiaan de Leeuw; Rahul S Desikan; Srdjan Djurovic; Logan Dumitrescu; Tormod Fladby; Timothy J Hohman; Palmi V Jonsson; Steven J Kiddle; Arvid Rongve; Ingvild Saltvedt; Sigrid B Sando; Geir Selbæk; Maryam Shoai; Nathan G Skene; Jon Snaedal; Eystein Stordal; Ingun D Ulstein; Yunpeng Wang; Linda R White; John Hardy; Jens Hjerling-Leffler; Patrick F Sullivan; Wiesje M van der Flier; Richard Dobson; Lea K Davis; Hreinn Stefansson; Kari Stefansson; Nancy L Pedersen
Journal:  Nat Genet       Date:  2019-01-07       Impact factor: 38.330

Review 8.  Genetic and Transcriptomic Profiles of Inflammation in Neurodegenerative Diseases: Alzheimer, Parkinson, Creutzfeldt-Jakob and Tauopathies.

Authors:  Irene López González; Paula Garcia-Esparcia; Franc Llorens; Isidre Ferrer
Journal:  Int J Mol Sci       Date:  2016-02-04       Impact factor: 5.923

9.  Two-dimensional enrichment analysis for mining high-level imaging genetic associations.

Authors:  Xiaohui Yao; Jingwen Yan; Sungeun Kim; Kwangsik Nho; Shannon L Risacher; Mark Inlow; Jason H Moore; Andrew J Saykin; Li Shen
Journal:  Brain Inform       Date:  2016-05-13

10.  Meta-analysis of 74,046 individuals identifies 11 new susceptibility loci for Alzheimer's disease.

Authors:  J C Lambert; C A Ibrahim-Verbaas; D Harold; A C Naj; R Sims; C Bellenguez; A L DeStafano; J C Bis; G W Beecham; B Grenier-Boley; G Russo; T A Thorton-Wells; N Jones; A V Smith; V Chouraki; C Thomas; M A Ikram; D Zelenika; B N Vardarajan; Y Kamatani; C F Lin; A Gerrish; H Schmidt; B Kunkle; M L Dunstan; A Ruiz; M T Bihoreau; S H Choi; C Reitz; F Pasquier; C Cruchaga; D Craig; N Amin; C Berr; O L Lopez; P L De Jager; V Deramecourt; J A Johnston; D Evans; S Lovestone; L Letenneur; F J Morón; D C Rubinsztein; G Eiriksdottir; K Sleegers; A M Goate; N Fiévet; M W Huentelman; M Gill; K Brown; M I Kamboh; L Keller; P Barberger-Gateau; B McGuiness; E B Larson; R Green; A J Myers; C Dufouil; S Todd; D Wallon; S Love; E Rogaeva; J Gallacher; P St George-Hyslop; J Clarimon; A Lleo; A Bayer; D W Tsuang; L Yu; M Tsolaki; P Bossù; G Spalletta; P Proitsi; J Collinge; S Sorbi; F Sanchez-Garcia; N C Fox; J Hardy; M C Deniz Naranjo; P Bosco; R Clarke; C Brayne; D Galimberti; M Mancuso; F Matthews; S Moebus; P Mecocci; M Del Zompo; W Maier; H Hampel; A Pilotto; M Bullido; F Panza; P Caffarra; B Nacmias; J R Gilbert; M Mayhaus; L Lannefelt; H Hakonarson; S Pichler; M M Carrasquillo; M Ingelsson; D Beekly; V Alvarez; F Zou; O Valladares; S G Younkin; E Coto; K L Hamilton-Nelson; W Gu; C Razquin; P Pastor; I Mateo; M J Owen; K M Faber; P V Jonsson; O Combarros; M C O'Donovan; L B Cantwell; H Soininen; D Blacker; S Mead; T H Mosley; D A Bennett; T B Harris; L Fratiglioni; C Holmes; R F de Bruijn; P Passmore; T J Montine; K Bettens; J I Rotter; A Brice; K Morgan; T M Foroud; W A Kukull; D Hannequin; J F Powell; M A Nalls; K Ritchie; K L Lunetta; J S Kauwe; E Boerwinkle; M Riemenschneider; M Boada; M Hiltuenen; E R Martin; R Schmidt; D Rujescu; L S Wang; J F Dartigues; R Mayeux; C Tzourio; A Hofman; M M Nöthen; C Graff; B M Psaty; L Jones; J L Haines; P A Holmans; M Lathrop; M A Pericak-Vance; L J Launer; L A Farrer; C M van Duijn; C Van Broeckhoven; V Moskvina; S Seshadri; J Williams; G D Schellenberg; P Amouyel
Journal:  Nat Genet       Date:  2013-10-27       Impact factor: 38.330

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