TY - JOUR SP - 851 VL - 45 N1 - 2015 ? IOS Press and the authors. All rights reserved This article is published online with Open Access and distributed under the terms of the Creative Commons Attribution Non-Commercial License. https://creativecommons.org/licenses/by-nc/3.0/ IS - 3 SN - 1387-2877 UR - http://dx.doi.org/10.3233/JAD-142214 A1 - Khondoker, M A1 - Newhouse, S A1 - Westman, E A1 - Muehlboeck, JS A1 - Mecocci, P A1 - Vellas, B A1 - Tsolaki, M A1 - K?oszewska, I A1 - Soininen, H A1 - Lovestone, S A1 - Dobson, R A1 - Simmons, A A1 - AddNeuroMed consortium A1 - Alzheimer's Disease Neuroimaging Initiative JF - Journal of Alzheimer's Disease EP - 864 AV - public Y1 - 2015/// TI - Linking Genetics of Brain Changes to Alzheimer's Disease: Sparse Whole Genome Association Scan of Regional MRI Volumes in the ADNI and AddNeuroMed Cohorts ID - discovery1468840 N2 - 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 KW - Alzheimer's disease KW - genome wide association study KW - imaging quantitative trait loci KW - magnetic resonance imaging KW - mild cognitive impairment ER -