多组织全转录组关联研究发现白内障新的候选易感基因

Hélène Choquet, Matthieu Duot, Victor A. Herrera, Sanjaya K. Shrestha, Travis J. Meyers, Thomas J. Hoffmann, P. Sangani, S. Lachke
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引用次数: 0

摘要

白内障是全球老年人失明的主要原因。双生子和家族研究表明,遗传因素在白内障易感性中起着重要作用,其遗传率估计高达 58%。迄今为止,全基因组关联研究(GWAS)已确定了 55 个白内障基因位点,但要确定致病基因还有很多工作要做。我们使用 FUSION 软件进行了组织特异性和多组织 TWAS 分析,以评估 54 个组织(包括基因型组织表达(GTEx)项目 v8 中的 49 个组织)的估算基因表达与白内障之间的关联。我们对来自两个队列(GERA 和英国生物库)的 59,944 例白内障病例和 478,571 例对照进行了元分析 GWAS 统计摘要。然后,我们使用 iSyTE 数据库检测了新基因在晶状体组织中的表达情况。通过组织特异性分析和多组织分析,我们确定了 99 个基因,在校正多重检验后,这些基因的基因预测表达与白内障有关。在这 99 个基因中,有 20 个(AC007773.1、ANKH、ASIP、ATP13A2、CAPZB、CEP95、COQ6、CREB1、CROCC、DDX5、EFEMP1、EIF2S2、ESRRB、GOSR2、HERC4、INSRR、NIPSNAP2、PICALM、SENP3 和 SH3YL1)与之前报道的白内障相关基因位点不重叠。组织特异性分析发现了 202 个与白内障有显著关联的基因-组织,其中 166 个(82.2%)(代表 9 个独特的基因)归因于之前报道的 11q13.3 基因座。组织富集分析显示,胃肠道组织是 Bonferroni 显著基因-组织关联比例最高的组织之一(21.3%)。此外,在校正了组织供体数量和每个参考面板的可归因基因后,胃肠道组织类型是我们的研究结果中唯一显著富集的解剖类别。最后,大多数新型白内障基因(如 Capzb)都在 iSyTE 晶状体数据中得到了稳健表达。我们的研究结果证明了基于归因的 TWAS 方法在描述已知 GWAS 风险位点和鉴定新型候选基因方面的实用性,这些基因可能会增加我们对白内障病因学的了解。我们的研究结果还强调了一个事实,即与白内障易感性相关的基因表达并不一定局限于晶状体组织。
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Multi-tissue transcriptome-wide association study identifies novel candidate susceptibility genes for cataract
Cataract is the leading cause of blindness among the elderly worldwide. Twin and family studies support an important role for genetic factors in cataract susceptibility with heritability estimates up to 58%. To date, 55 loci for cataract have been identified by genome-wide association studies (GWAS), however, much work remains to identify the causal genes. Here, we conducted a transcriptome-wide association study (TWAS) of cataract to prioritize causal genes and identify novel ones, and examine the impact of their expression.We performed tissue-specific and multi-tissue TWAS analyses to assess associations between imputed gene expression from 54 tissues (including 49 from the Genotype Tissue Expression (GTEx) Project v8) with cataract using FUSION software. Meta-analyzed GWAS summary statistics from 59,944 cataract cases and 478,571 controls, all of European ancestry and from two cohorts (GERA and UK Biobank) were used. We then examined the expression of the novel genes in the lens tissue using the iSyTE database.Across tissue-specific and multi-tissue analyses, we identified 99 genes for which genetically predicted gene expression was associated with cataract after correcting for multiple testing. Of these 99 genes, 20 (AC007773.1, ANKH, ASIP, ATP13A2, CAPZB, CEP95, COQ6, CREB1, CROCC, DDX5, EFEMP1, EIF2S2, ESRRB, GOSR2, HERC4, INSRR, NIPSNAP2, PICALM, SENP3, and SH3YL1) did not overlap with previously reported cataract-associated loci. Tissue-specific analysis identified 202 significant gene-tissue associations for cataract, of which 166 (82.2%), representing 9 unique genes, were attributed to the previously reported 11q13.3 locus. Tissue-enrichment analysis revealed that gastrointestinal tissues represented one of the highest proportions of the Bonferroni-significant gene-tissue associations (21.3%). Moreover, this gastrointestinal tissue type was the only anatomical category significantly enriched in our results, after correcting for the number of tissue donors and imputable genes for each reference panel. Finally, most of the novel cataract genes (e.g., Capzb) were robustly expressed in iSyTE lens data.Our results provide evidence of the utility of imputation-based TWAS approaches to characterize known GWAS risk loci and identify novel candidate genes that may increase our understanding of cataract etiology. Our findings also highlight the fact that expression of genes associated with cataract susceptibility is not necessarily restricted to lens tissue.
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