Bioinformatics strategy to advance the interpretation of Alzheimer's disease GWAS discoveries: The roads from association to causation

被引:4
作者
Lutz, Michael W. [1 ]
Sprague, Daniel [1 ,2 ]
Chiba-Falek, Ornit [1 ,2 ]
机构
[1] Duke Univ, Med Ctr, Dept Neurol, Durham, NC 27708 USA
[2] Duke Univ, Med Ctr, Ctr Genom & Computat Biol, Durham, NC 27708 USA
基金
美国国家卫生研究院;
关键词
Late-onset Alzheimer's disease; GWAS; CTCF; Chromatin state segmentation; Virtual circular chromosomal conformation capture (4C); BIN1; PICALM; CELF1; CHROMATIN-STATE DISCOVERY; GENOME-WIDE ASSOCIATION; BRAIN DNA METHYLATION; IDENTIFIES VARIANTS; COMMON VARIANTS; LOCI; EXPRESSION; ONSET; METAANALYSIS; PICALM;
D O I
10.1016/j.jalz.2019.04.014
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Introduction: Genome-wide association studies (GWAS) discovered multiple late-onset Alzheimer's disease (LOAD)-associated SNPs and inferred the genes based on proximity; however, the actual causal genes are yet to be identified. Methods: We defined LOAD-GWAS regions by the most significantly associated SNP +/- 0.5 Mb and developed a bioinformatics pipeline that uses and integrates chromatin state segmentation track to map active enhancers and virtual 4C software to visualize interactions between active enhancers and gene promoters. We augmented our pipeline with biomedical and functional information. Results: We applied the bioinformatics pipeline using three similar to 1 Mb LOAD-GWAS loci: BIN1, PICALM, CELF1. These loci contain 10-24 genes, an average of 106 active enhancers and 80 CTCF sites. Our strategy identified all genes corresponding to the promoters that interact with the active enhancer that is closest to the LOAD-GWAS-SNP and generated a shorter list of prioritized candidate LOAD genes (5-14/loci), feasible for post-GWAS investigations of causality. Discussion: Interpretation of LOAD-GWAS discoveries requires the integration of brain-specific functional genomic data sets and information related to regulatory activity. (C) 2019 the Alzheimer's Association. Published by Elsevier Inc. All rights reserved.
引用
收藏
页码:1048 / 1058
页数:11
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