Linking Genetics of Brain Changes to Alzheimer's Disease: Sparse Whole Genome Association Scan of Regional MRI Volumes in the ADNI and AddNeuroMed Cohorts
Background: Alzheimer’s disease (AD) is a highly heritable disease, but until recently few replicated genetic markers have been identified. Markers identified so far are likely to account for only a tiny fraction of the heritability of AD and many more genetic risk alleles are thought to be undiscov...
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Published in | Journal of Alzheimer's disease Vol. 45; no. 3; pp. 851 - 864 |
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Main Authors | , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
London, England
SAGE Publications
01.01.2015
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Subjects | |
Online Access | Get full text |
ISSN | 1387-2877 1875-8908 |
DOI | 10.3233/JAD-142214 |
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Summary: | Background:
Alzheimer’s disease (AD) is a highly heritable disease, but until recently few replicated genetic markers have been identified. Markers identified so far are likely to account for only a tiny fraction of the heritability of AD and many more genetic risk alleles are thought to be undiscovered.
Objective:
Identifying genetic markers for AD using combined analysis of genetics and brain imaging data.
Methods:
Imaging quantitative trait loci (iQTLs) has recently emerged as an interesting research area for linking genetics of brain changes to AD. We consider a genome-wide association scan of 109 brain-wide regional imaging phenotypes to identify genetic susceptibility loci for AD from a combined set of 1,045 subjects from the Alzheimer’s Disease Neuroimaging Initiative (ADNI) and the AddNeuroMed studies. We use one-SNP-at-a-time as well as multi-SNP Hyperlasso based iQTL methods for the analysis.
Results:
We identified several novel markers associated with AD, namely HOMER2 (rs1256429; intronic, p = 8.7 × 10−10), EOMES (rs2724509; flanking), JAM2 (rs2829841; intronic), and WEE1 (rs10770042; coding). The SNP rs1256429 (HOMER2) was one of the top hits in Hyperlasso as well as in the single-SNP analysis showing an association with the volume of the right thalamus and AD, a brain region reported to be linked with AD in several studies.
Conclusion:
We believe that the markers identified in this study are novel additions to the existing list of genetic variants associated with AD which can be validated in future replicated studies. |
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ISSN: | 1387-2877 1875-8908 |
DOI: | 10.3233/JAD-142214 |