Hubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan, Hubei, China.
Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA.
Neurobiol Aging. 2020 Sep;93:61-68. doi: 10.1016/j.neurobiolaging.2020.04.025. Epub 2020 Apr 29.
Genome-wide association studies have identified many loci associated with Alzheimer's dementia. However, these variants only explain part of the heritability of Alzheimer's disease (AD). As genetic epistasis can be a major contributor to the "missing heritability" of AD, we conducted genome-wide epistasis screening for AD pathologies in 2 independent cohorts. First, we performed a genome-wide epistasis study of AD-related brain pathologies (N = 1318) in ROS/MAP. Candidate interactions were validated using cerebrospinal fluid biomarkers of AD in ADNI (N = 1128). Further functional analysis tested the association of candidate interactions with neuroimaging phenotypes. For tau and amyloid-β pathology, we identified 2803 and 464 candidate SNP-SNP interactions, respectively. Associations of candidate SNP-SNP interactions with brain volume and white matter changes from neuroimages provides additional insights into their molecular functions. Transcriptional analysis supported possible gene-gene interactions identified by statistical screening through their co-expression in the brain. In summary, we outlined an exhaustive epistasis analysis to identify novel genetic interactions with potential roles in AD pathologies. We further delved into the functional relevance of candidate interactions by association with neuroimaging phenotypes and analysis of co-expression between corresponding gene pairs.
全基因组关联研究已经确定了许多与阿尔茨海默病痴呆相关的基因座。然而,这些变异仅能解释阿尔茨海默病(AD)部分的遗传率。由于遗传上位性可能是 AD 遗传率缺失的主要原因之一,我们在两个独立的队列中对 AD 病理学进行了全基因组上位性筛选。首先,我们在 ROS/MAP 中对 AD 相关脑病理学(N=1318)进行了全基因组上位性研究。使用 ADNI 中 AD 的脑脊液生物标志物验证候选相互作用(N=1128)。进一步的功能分析测试了候选相互作用与神经影像学表型的关联。对于 tau 和淀粉样蛋白-β病理学,我们分别鉴定了 2803 个和 464 个候选 SNP-SNP 相互作用。候选 SNP-SNP 相互作用与神经影像中的脑体积和白质变化的关联为其分子功能提供了更多的见解。转录分析通过基因在大脑中的共表达,支持通过统计筛选鉴定出的可能的基因-基因相互作用。总之,我们概述了一种详尽的上位性分析方法,以确定在 AD 病理学中具有潜在作用的新的遗传相互作用。我们通过与神经影像学表型的关联以及相应基因对之间的共表达分析,进一步深入研究了候选相互作用的功能相关性。