Literature DB >> 27340842

Evaluation of a Genetic Risk Score to Improve Risk Prediction for Alzheimer's Disease.

Vincent Chouraki1,2, Christiane Reitz3, Fleur Maury4, Joshua C Bis5, Celine Bellenguez4, Lei Yu6, Johanna Jakobsdottir7, Shubhabrata Mukherjee5, Hieab H Adams8, Seung Hoan Choi9, Eric B Larson5,10, Annette Fitzpatrick5, Andre G Uitterlinden8, Philip L de Jager11, Albert Hofman8, Vilmundur Gudnason7,12, Badri Vardarajan3, Carla Ibrahim-Verbaas8, Sven J van der Lee8, Oscar Lopez13, Jean-François Dartigues14, Claudine Berr15, Philippe Amouyel4, David A Bennett6, Cornelia van Duijn8, Anita L DeStefano9, Lenore J Launer16, M Arfan Ikram8, Paul K Crane5,10, Jean-Charles Lambert4, Richard Mayeux3, Sudha Seshadri1,2.   

Abstract

Effective prevention of Alzheimer's disease (AD) requires the development of risk prediction tools permitting preclinical intervention. We constructed a genetic risk score (GRS) comprising common genetic variants associated with AD, evaluated its association with incident AD and assessed its capacity to improve risk prediction over traditional models based on age, sex, education, and APOEɛ4. In eight prospective cohorts included in the International Genomics of Alzheimer's Project (IGAP), we derived weighted sum of risk alleles from the 19 top SNPs reported by the IGAP GWAS in participants aged 65 and older without prevalent dementia. Hazard ratios (HR) of incident AD were estimated in Cox models. Improvement in risk prediction was measured by the difference in C-index (Δ-C), the integrated discrimination improvement (IDI) and continuous net reclassification improvement (NRI>0). Overall, 19,687 participants at risk were included, of whom 2,782 developed AD. The GRS was associated with a 17% increase in AD risk (pooled HR = 1.17; 95% CI =   [1.13-1.21] per standard deviation increase in GRS; p-value =  2.86×10-16). This association was stronger among persons with at least one APOEɛ4 allele (HRGRS = 1.24; 95% CI =   [1.15-1.34]) than in others (HRGRS = 1.13; 95% CI =   [1.08-1.18]; pinteraction = 3.45×10-2). Risk prediction after seven years of follow-up showed a small improvement when adding the GRS to age, sex, APOEɛ4, and education (Δ-Cindex =  0.0043 [0.0019-0.0067]). Similar patterns were observed for IDI and NRI>0. In conclusion, a risk score incorporating common genetic variation outside the APOEɛ4 locus improved AD risk prediction and may facilitate risk stratification for prevention trials.

Entities:  

Keywords:  Alzheimer’s disease; IGAP; clinical utility; cohort studies; genetic risk score; meta-analysis; risk prediction

Mesh:

Substances:

Year:  2016        PMID: 27340842      PMCID: PMC5036102          DOI: 10.3233/JAD-150749

Source DB:  PubMed          Journal:  J Alzheimers Dis        ISSN: 1387-2877            Impact factor:   4.472


  33 in total

1.  The association between a polygenic Alzheimer score and cortical thickness in clinically normal subjects.

Authors:  Mert R Sabuncu; Randy L Buckner; Jordan W Smoller; Phil Hyoun Lee; Bruce Fischl; Reisa A Sperling
Journal:  Cereb Cortex       Date:  2011-12-13       Impact factor: 5.357

2.  Late-onset Alzheimer's risk variants in memory decline, incident mild cognitive impairment, and Alzheimer's disease.

Authors:  Minerva M Carrasquillo; Julia E Crook; Otto Pedraza; Colleen S Thomas; V Shane Pankratz; Mariet Allen; Thuy Nguyen; Kimberly G Malphrus; Li Ma; Gina D Bisceglio; Rosebud O Roberts; John A Lucas; Glenn E Smith; Robert J Ivnik; Mary M Machulda; Neill R Graff-Radford; Ronald C Petersen; Steven G Younkin; Nilüfer Ertekin-Taner
Journal:  Neurobiol Aging       Date:  2014-08-04       Impact factor: 4.673

3.  Influence of Alzheimer's disease genes on cognitive decline: the Guangzhou Biobank Cohort Study.

Authors:  Hongsheng Gui; Chao Qiang Jiang; Stacey S Cherny; Pak Chung Sham; Lin Xu; Bin Liu; Ya Li Jin; Tong Zhu; Wei Sen Zhang; G Neil Thomas; Kar Keung Cheng; Tai Hing Lam
Journal:  Neurobiol Aging       Date:  2014-04-30       Impact factor: 4.673

4.  Apolipoprotein genotype for prediction of Alzheimer's disease in older Japanese: the Hisayama Study.

Authors:  Tomoyuki Ohara; Toshiharu Ninomiya; Michiaki Kubo; Yoichiro Hirakawa; Yasufumi Doi; Jun Hata; Toru Iwaki; Shigenobu Kanba; Yutaka Kiyohara
Journal:  J Am Geriatr Soc       Date:  2011-06-07       Impact factor: 5.562

Review 5.  Alzheimer's Prevention Initiative: a plan to accelerate the evaluation of presymptomatic treatments.

Authors:  Eric M Reiman; Jessica B S Langbaum; Adam S Fleisher; Richard J Caselli; Kewei Chen; Napatkamon Ayutyanont; Yakeel T Quiroz; Kenneth S Kosik; Francisco Lopera; Pierre N Tariot
Journal:  J Alzheimers Dis       Date:  2011       Impact factor: 4.472

6.  Genetic risk of neurodegenerative diseases is associated with mild cognitive impairment and conversion to dementia.

Authors:  Hieab H H Adams; Renée F A G de Bruijn; Albert Hofman; André G Uitterlinden; Cornelia M van Duijn; Meike W Vernooij; Peter J Koudstaal; M Arfan Ikram
Journal:  Alzheimers Dement       Date:  2015-04-24       Impact factor: 21.566

7.  Genetic risk score predicting accelerated progression from mild cognitive impairment to Alzheimer's disease.

Authors:  E Rodríguez-Rodríguez; P Sánchez-Juan; J L Vázquez-Higuera; I Mateo; A Pozueta; J Berciano; S Cervantes; D Alcolea; P Martínez-Lage; J Clarimón; A Lleó; P Pastor; O Combarros
Journal:  J Neural Transm (Vienna)       Date:  2012-11-20       Impact factor: 3.575

8.  Multilocus genetic profiling to empower drug trials and predict brain atrophy.

Authors:  Omid Kohannim; Xue Hua; Priya Rajagopalan; Derrek P Hibar; Neda Jahanshad; Joshua D Grill; Liana G Apostolova; Arthur W Toga; Clifford R Jack; Michael W Weiner; Paul M Thompson
Journal:  Neuroimage Clin       Date:  2013-06-13       Impact factor: 4.881

9.  Common variants at MS4A4/MS4A6E, CD2AP, CD33 and EPHA1 are associated with late-onset Alzheimer's disease.

Authors:  Adam C Naj; Gyungah Jun; Gary W Beecham; Li-San Wang; Badri Narayan Vardarajan; Jacqueline Buros; Paul J Gallins; Joseph D Buxbaum; Gail P Jarvik; Paul K Crane; Eric B Larson; Thomas D Bird; Bradley F Boeve; Neill R Graff-Radford; Philip L De Jager; Denis Evans; Julie A Schneider; Minerva M Carrasquillo; Nilufer Ertekin-Taner; Steven G Younkin; Carlos Cruchaga; John S K Kauwe; Petra Nowotny; Patricia Kramer; John Hardy; Matthew J Huentelman; Amanda J Myers; Michael M Barmada; F Yesim Demirci; Clinton T Baldwin; Robert C Green; Ekaterina Rogaeva; Peter St George-Hyslop; Steven E Arnold; Robert Barber; Thomas Beach; Eileen H Bigio; James D Bowen; Adam Boxer; James R Burke; Nigel J Cairns; Chris S Carlson; Regina M Carney; Steven L Carroll; Helena C Chui; David G Clark; Jason Corneveaux; Carl W Cotman; Jeffrey L Cummings; Charles DeCarli; Steven T DeKosky; Ramon Diaz-Arrastia; Malcolm Dick; Dennis W Dickson; William G Ellis; Kelley M Faber; Kenneth B Fallon; Martin R Farlow; Steven Ferris; Matthew P Frosch; Douglas R Galasko; Mary Ganguli; Marla Gearing; Daniel H Geschwind; Bernardino Ghetti; John R Gilbert; Sid Gilman; Bruno Giordani; Jonathan D Glass; John H Growdon; Ronald L Hamilton; Lindy E Harrell; Elizabeth Head; Lawrence S Honig; Christine M Hulette; Bradley T Hyman; Gregory A Jicha; Lee-Way Jin; Nancy Johnson; Jason Karlawish; Anna Karydas; Jeffrey A Kaye; Ronald Kim; Edward H Koo; Neil W Kowall; James J Lah; Allan I Levey; Andrew P Lieberman; Oscar L Lopez; Wendy J Mack; Daniel C Marson; Frank Martiniuk; Deborah C Mash; Eliezer Masliah; Wayne C McCormick; Susan M McCurry; Andrew N McDavid; Ann C McKee; Marsel Mesulam; Bruce L Miller; Carol A Miller; Joshua W Miller; Joseph E Parisi; Daniel P Perl; Elaine Peskind; Ronald C Petersen; Wayne W Poon; Joseph F Quinn; Ruchita A Rajbhandary; Murray Raskind; Barry Reisberg; John M Ringman; Erik D Roberson; Roger N Rosenberg; Mary Sano; Lon S Schneider; William Seeley; Michael L Shelanski; Michael A Slifer; Charles D Smith; Joshua A Sonnen; Salvatore Spina; Robert A Stern; Rudolph E Tanzi; John Q Trojanowski; Juan C Troncoso; Vivianna M Van Deerlin; Harry V Vinters; Jean Paul Vonsattel; Sandra Weintraub; Kathleen A Welsh-Bohmer; Jennifer Williamson; Randall L Woltjer; Laura B Cantwell; Beth A Dombroski; Duane Beekly; Kathryn L Lunetta; Eden R Martin; M Ilyas Kamboh; Andrew J Saykin; Eric M Reiman; David A Bennett; John C Morris; Thomas J Montine; Alison M Goate; Deborah Blacker; Debby W Tsuang; Hakon Hakonarson; Walter A Kukull; Tatiana M Foroud; Jonathan L Haines; Richard Mayeux; Margaret A Pericak-Vance; Lindsay A Farrer; Gerard D Schellenberg
Journal:  Nat Genet       Date:  2011-04-03       Impact factor: 38.330

10.  Follow-up of loci from the International Genomics of Alzheimer's Disease Project identifies TRIP4 as a novel susceptibility gene.

Authors:  A Ruiz; S Heilmann; T Becker; I Hernández; H Wagner; M Thelen; A Mauleón; M Rosende-Roca; C Bellenguez; J C Bis; D Harold; A Gerrish; R Sims; O Sotolongo-Grau; A Espinosa; M Alegret; J L Arrieta; A Lacour; M Leber; J Becker; A Lafuente; S Ruiz; L Vargas; O Rodríguez; G Ortega; M-A Dominguez; R Mayeux; J L Haines; M A Pericak-Vance; L A Farrer; G D Schellenberg; V Chouraki; L J Launer; C van Duijn; S Seshadri; C Antúnez; M M Breteler; M Serrano-Ríos; F Jessen; L Tárraga; M M Nöthen; W Maier; M Boada; A Ramírez
Journal:  Transl Psychiatry       Date:  2014-02-04       Impact factor: 6.222

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  32 in total

Review 1.  Genetics of Alzheimer's Disease: the Importance of Polygenic and Epistatic Components.

Authors:  Neha Raghavan; Giuseppe Tosto
Journal:  Curr Neurol Neurosci Rep       Date:  2017-08-21       Impact factor: 5.081

Review 2.  A multiomics approach to heterogeneity in Alzheimer's disease: focused review and roadmap.

Authors:  AmanPreet Badhwar; G Peggy McFall; Shraddha Sapkota; Sandra E Black; Howard Chertkow; Simon Duchesne; Mario Masellis; Liang Li; Roger A Dixon; Pierre Bellec
Journal:  Brain       Date:  2020-05-01       Impact factor: 13.501

3.  Cardiovascular health, genetic risk, and risk of dementia in the Framingham Heart Study.

Authors:  Gina M Peloso; Alexa S Beiser; Claudia L Satizabal; Vanessa Xanthakis; Ramachandran S Vasan; Matthew P Pase; Anita L Destefano; Sudha Seshadri
Journal:  Neurology       Date:  2020-07-20       Impact factor: 9.910

4.  Polygenic hazard score, amyloid deposition and Alzheimer's neurodegeneration.

Authors:  Chin Hong Tan; Luke W Bonham; Chun Chieh Fan; Elizabeth C Mormino; Leo P Sugrue; Iris J Broce; Christopher P Hess; Jennifer S Yokoyama; Gil D Rabinovici; Bruce L Miller; Kristine Yaffe; Gerard D Schellenberg; Karolina Kauppi; Dominic Holland; Linda K McEvoy; Walter A Kukull; Duygu Tosun; Michael W Weiner; Reisa A Sperling; David A Bennett; Bradley T Hyman; Ole A Andreassen; Anders M Dale; Rahul S Desikan
Journal:  Brain       Date:  2019-02-01       Impact factor: 13.501

5.  A Network of Genetic Effects on Non-Demented Cognitive Aging: Alzheimer's Genetic Risk (CLU + CR1 + PICALM) Intensifies Cognitive Aging Genetic Risk (COMT + BDNF) Selectively for APOEɛ4 Carriers.

Authors:  Shraddha Sapkota; Roger A Dixon
Journal:  J Alzheimers Dis       Date:  2018       Impact factor: 4.472

6.  Harnessing Genetic Complexity to Enhance Translatability of Alzheimer's Disease Mouse Models: A Path toward Precision Medicine.

Authors:  Sarah M Neuner; Sarah E Heuer; Matthew J Huentelman; Kristen M S O'Connell; Catherine C Kaczorowski
Journal:  Neuron       Date:  2018-12-27       Impact factor: 17.173

Review 7.  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

8.  Towards precision medicine in Alzheimer's disease: deciphering genetic data to establish informative biomarkers.

Authors:  Ornit Chiba-Falek; Michael W Lutz
Journal:  Expert Rev Precis Med Drug Dev       Date:  2017-02-01

9.  Polygenic risk scores in familial Alzheimer disease.

Authors:  Giuseppe Tosto; Thomas D Bird; Debby Tsuang; David A Bennett; Bradley F Boeve; Carlos Cruchaga; Kelley Faber; Tatiana M Foroud; Martin Farlow; Alison M Goate; Sarah Bertlesen; Neill R Graff-Radford; Martin Medrano; Rafael Lantigua; Jennifer Manly; Ruth Ottman; Roger Rosenberg; Daniel J Schaid; Nicole Schupf; Yaakov Stern; Robert A Sweet; Richard Mayeux
Journal:  Neurology       Date:  2017-02-17       Impact factor: 9.910

10.  Polygenic risk score in postmortem diagnosed sporadic early-onset Alzheimer's disease.

Authors:  Sultan Chaudhury; Tulsi Patel; Imelda S Barber; Tamar Guetta-Baranes; Keeley J Brookes; Sally Chappell; James Turton; Rita Guerreiro; Jose Bras; Dena Hernandez; Andrew Singleton; John Hardy; David Mann; Kevin Morgan
Journal:  Neurobiol Aging       Date:  2017-10-10       Impact factor: 4.673

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