Khondoker, Mizanur ORCID: https://orcid.org/0000-0002-1801-1635, Newhouse, Stephen, Westman, Eric, Muehlboeck, J-Sebastian, Mecocci, Patrizia, Vellas, Bruno, Tsolaki, Magda, Kloszewska, Iwona, Soininen, Hilkka, Lovestone, Simon, Dobson, Richard and Simmons, Andrew and AddNeuroMed Consortium, Alzheimer's Disease Neuroimaging Initiative (2015) Linking genetics of brain changes to Alzheimer's disease: Sparse whole genome association scan of regional MRI volumes in the ADNI and AddNeuroMed cohorts. Journal of Alzheimers Disease, 45 (3). pp. 851-864. ISSN 1387-2877
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Abstract
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 = 8.7x10(-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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