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Genome‐wide study of the human lipidome and links to Alzheimer’s disease risk: Genome‐metabolome‐phenome: Towards an integrated molecular atlas for Alzheimer's disease
Abstract Background Dysregulation of lipid metabolism is as an important – and modifiable – risk factor for the initiation and progression of Alzheimer’s disease (AD). Although lipid metabolism is established as crucial to numerous biological processes, the genetic factors that influence inter‐indiv...
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Published in: | Alzheimer's & dementia 2020-12, Vol.16 (S2) |
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Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , |
Format: | Article |
Language: | English |
Online Access: | Get full text |
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Summary: | Abstract
Background
Dysregulation of lipid metabolism is as an important – and modifiable – risk factor for the initiation and progression of Alzheimer’s disease (AD). Although lipid metabolism is established as crucial to numerous biological processes, the genetic factors that influence inter‐individual variation are still not well understood. To address this issue, we apply an integrative approach to link genetic variants with altered lipid metabolism and AD.
Method
Lipidomic profiling was performed using liquid chromatography coupled electrospray‐ionization tandem‐mass spectrometry on 4,492 genotyped individuals from the Busselton Family Health Study. We performed genome‐wide association analysis of 596 lipid species and 33 lipid classes using linear‐mixed models, correcting for age, sex, their interactions, 10 genomic principal components and an empirical genetic relatedness matrix. To account for lipoprotein mediated associations, the analysis was repeated with HDL‐C, triglycerides and total cholesterol as covariates. Additionally, collider bias was avoided by conditioning using multi‐trait‐based conditional and joint analysis. Validation of genome‐wide significant associations is supported by replication in the Australian Imaging, Biomarker & Lifestyle Study of Ageing (n = 1,112) and Alzheimer’s Disease Neuroimaging Initiative (n = 757) cohorts.
Result
Over 70,000 genome‐wide significant (p |
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ISSN: | 1552-5260 1552-5279 |
DOI: | 10.1002/alz.045600 |