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Evaluation of a Genetic Risk Score to Improve Risk Prediction for Alzheimer's Disease
- Source :
- Journal of Alzheimers Disease, 53(3), 921-932. IOS Press BV
- Publication Year :
- 2016
-
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 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.
- Subjects :
- 0301 basic medicine
Male
medicine.medical_specialty
Apolipoprotein E4
Genome-wide association study
Neuropsychological Tests
Polymorphism, Single Nucleotide
Risk Assessment
Article
Cohort Studies
03 medical and health sciences
0302 clinical medicine
Alzheimer Disease
Predictive Value of Tests
Risk Factors
Internal medicine
Statistics
medicine
Humans
Genetic Predisposition to Disease
Genetic Testing
Genetic testing
Aged
Proportional Hazards Models
Aged, 80 and over
Psychiatric Status Rating Scales
Framingham Risk Score
medicine.diagnostic_test
business.industry
Proportional hazards model
General Neuroscience
Hazard ratio
General Medicine
Psychiatry and Mental health
Clinical Psychology
030104 developmental biology
Meta-analysis
Educational Status
Female
Geriatrics and Gerontology
business
Risk assessment
030217 neurology & neurosurgery
Cohort study
Genome-Wide Association Study
Subjects
Details
- ISSN :
- 18758908 and 13872877
- Volume :
- 53
- Issue :
- 3
- Database :
- OpenAIRE
- Journal :
- Journal of Alzheimer's disease : JAD
- Accession number :
- edsair.doi.dedup.....b877fe4e4de5cef227e588e074b28c15