Department of Genetics, North Carolina State University, Raleigh, North Carolina, United States of America.
PLoS One. 2011;6(5):e20649. doi: 10.1371/journal.pone.0020649. Epub 2011 May 31.
The statistical power of genome-wide association (GWA) studies to detect risk alleles for human diseases is limited by the unfavorable ratio of SNPs to study subjects. This multiple testing problem can be surmounted with very large population sizes when common alleles of large effects give rise to disease status. However, GWA approaches fall short when many rare alleles may give rise to a common disease, or when the number of subjects that can be recruited is limited. Here, we demonstrate that this multiple testing problem can be overcome by a comparative genomics approach in which an initial genome-wide screen in a genetically amenable model organism is used to identify human orthologues that may harbor risk alleles for adult-onset primary open angle glaucoma (POAG). Glaucoma is a major cause of blindness, which affects over 60 million people worldwide. Several genes have been associated with juvenile onset glaucoma, but genetic factors that predispose to adult onset primary open angle glaucoma (POAG) remain largely unknown. Previous genome-wide analysis in a Drosophila ocular hypertension model identified transcripts with altered regulation and showed induction of the unfolded protein response (UPR) upon overexpression of transgenic human glaucoma-associated myocilin (MYOC). We selected 16 orthologous genes with 62 polymorphic markers and identified in two independent human populations two genes of the UPR that harbor POAG risk alleles, BIRC6 and PDIA5. Thus, effectiveness of the UPR in response to accumulation of misfolded or aggregated proteins may contribute to the pathogenesis of POAG and provide targets for early therapeutic intervention.
全基因组关联 (GWA) 研究检测人类疾病风险等位基因的统计能力受到 SNP 与研究对象比例不利的限制。当具有大效应的常见等位基因导致疾病状态时,非常大的人口规模可以克服这个多重测试问题。然而,当许多罕见的等位基因可能导致常见疾病,或者可以招募的受试者数量有限时,GWA 方法就会失败。在这里,我们证明了通过比较基因组学方法可以克服这个多重测试问题,该方法在遗传上易于处理的模型生物中进行初始全基因组筛选,以鉴定可能携带成人原发性开角型青光眼 (POAG) 风险等位基因的人类同源物。青光眼是失明的主要原因,影响着全球超过 6000 万人。已经有几个基因与青少年发病性青光眼有关,但导致成人发病原发性开角型青光眼 (POAG) 的遗传因素在很大程度上仍不清楚。在果蝇眼压升高模型中的全基因组分析之前已经确定了转录本的调节发生改变,并显示在过表达转基因人青光眼相关肌球蛋白 (MYOC) 时诱导未折叠蛋白反应 (UPR)。我们选择了 16 个具有 62 个多态性标记的同源基因,并在两个独立的人类群体中确定了两个含有 POAG 风险等位基因的 UPR 基因,BIRC6 和 PDIA5。因此,UPR 对错误折叠或聚集蛋白积累的反应有效性可能有助于 POAG 的发病机制,并为早期治疗干预提供靶点。