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

被引:64
作者
Chouraki, Vincent [1 ,2 ]
Reitz, Christiane [3 ]
Maury, Fleur [4 ,5 ]
Bis, Joshua C. [6 ]
Bellenguez, Celine [4 ,5 ]
Yu, Lei [7 ]
Jakobsdottir, Johanna [8 ]
Mukherjee, Shubhabrata [6 ]
Adams, Hieab H. [9 ]
Choi, Seung Hoan
Larson, Eric B. [6 ,11 ]
Fitzpatrick, Annette [6 ]
Uitterlinden, Andre G. [9 ]
de Jager, Philip L. [12 ,13 ]
Hofman, Albert [9 ]
Gudnason, Vilmundur [8 ,14 ]
Vardarajan, Badri [3 ]
Ibrahim-Verbaas, Carla [9 ]
van der Lee, Sven J. [9 ]
Lopez, Oscar [15 ,16 ]
Dartigues, Jean-Francois [17 ]
Berr, Claudine [18 ]
Amouyel, Philippe [4 ,5 ]
Bennett, David A. [7 ]
van Duijn, Cornelia [9 ]
DeStefano, Anita L. [10 ]
Launer, Lenore J. [19 ]
Ikram, M. Arfan [9 ]
Crane, Paul K. [6 ,11 ]
Lambert, Jean-Charles [4 ,5 ]
Mayeux, Richard [3 ]
Seshadri, Sudha [1 ,2 ]
机构
[1] Boston Univ, Sch Med, Dept Neurol, Boston, MA 02118 USA
[2] Framingham Heart Dis Epidemiol Study, Framingham, MA USA
[3] Columbia Univ, New York, NY USA
[4] Univ Lille, Lille Univ Hosp, INSERM, Inst Pasteur Lille,U1167 RID AGE Risk Factors & M, Lille, France
[5] Labex Distalz, Lille, France
[6] Univ Washington, Seattle, WA USA
[7] Rush Alzheimers Dis Ctr, Chicago, IL USA
[8] Iceland Heart Assoc, Kopavogur, Iceland
[9] Erasmus MC, Rotterdam, Netherlands
[10] Boston Univ, Sch Publ Hlth, Boston, MA 02118 USA
[11] Grp Hlth Res Inst, Seattle, WA USA
[12] Brigham & Womens Hosp, Dept Neurol, Program Translat NeuroPsychiat Genom, Boston, MA 02115 USA
[13] Brigham & Womens Hosp, Dept Psychiat, Boston, MA 02115 USA
[14] Univ Iceland, Fac Med, Reykjavik, Iceland
[15] Univ Pittsburgh, Sch Med, Alzheimers Dis Res Ctr, Dept Neurol,Dept Psychiat, Pittsburgh, PA 15261 USA
[16] Univ Pittsburgh, Sch Med, Dept Psychol, Pittsburgh, PA 15261 USA
[17] Univ Bordeaux, Bordeaux Populat Hlth, Inserm U1219, Bordeaux, France
[18] Univ Montpellier, Inserm Neuropsychiat Epidemiol & Clin Res U1061, Montpellier, France
[19] NIA, Bethesda, MD 20892 USA
基金
美国国家卫生研究院;
关键词
Alzheimer's disease; clinical utility; cohort studies; genetic risk score; IGAP; meta-analysis; risk prediction; MILD COGNITIVE IMPAIRMENT; GENOME-WIDE ASSOCIATION; IDENTIFIES VARIANTS; COMMON VARIANTS; LOCI; ONSET; CD33; PREVENTION; TRIALS; CD2AP;
D O I
10.3233/JAD-150749
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
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 APOE epsilon 4. 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 IGAPGWAS 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 (Delta-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 = 2.86x10(-16)). This association was stronger among persons with at least one APOE epsilon 4 allele (HRGRS = 1.24; 95% CI = [1.15-1.34]) than in others (HRGRS = 1.13; 95% CI = [1.08-1.18]; p(interaction) = 3.45x10(-2)). Risk prediction after seven years of follow-up showed a small improvement when adding the GRS to age, sex, APOE epsilon 4, and education (Delta-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 APOE epsilon 4 locus improved AD risk prediction and may facilitate risk stratification for prevention trials.
引用
收藏
页码:921 / 932
页数:12
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