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通过高分辨率和可解释的 eQTL 绘制肾脏疾病和特征的基因组调控图谱。

Mapping genomic regulation of kidney disease and traits through high-resolution and interpretable eQTLs.

机构信息

Division of Pediatric Nephrology, Boston Children's Hospital, Boston, MA, USA.

Department of Pediatrics, Harvard Medical School, Boston, MA, USA.

出版信息

Nat Commun. 2023 Apr 19;14(1):2229. doi: 10.1038/s41467-023-37691-7.

Abstract

Expression quantitative trait locus (eQTL) studies illuminate genomic variants that regulate specific genes and contribute to fine-mapped loci discovered via genome-wide association studies (GWAS). Efforts to maximize their accuracy are ongoing. Using 240 glomerular (GLOM) and 311 tubulointerstitial (TUBE) micro-dissected samples from human kidney biopsies, we discovered 5371 GLOM and 9787 TUBE genes with at least one variant significantly associated with expression (eGene) by incorporating kidney single-nucleus open chromatin data and transcription start site distance as an "integrative prior" for Bayesian statistical fine-mapping. The use of an integrative prior resulted in higher resolution eQTLs illustrated by (1) smaller numbers of variants in credible sets with greater confidence, (2) increased enrichment of partitioned heritability for GWAS of two kidney traits, (3) an increased number of variants colocalized with the GWAS loci, and (4) enrichment of computationally predicted functional regulatory variants. A subset of variants and genes were validated experimentally in vitro and using a Drosophila nephrocyte model. More broadly, this study demonstrates that tissue-specific eQTL maps informed by single-nucleus open chromatin data have enhanced utility for diverse downstream analyses.

摘要

表达数量性状基因座(eQTL)研究阐明了调节特定基因的基因组变异,并有助于通过全基因组关联研究(GWAS)发现精细定位的基因座。目前正在努力提高其准确性。我们使用来自人类肾活检的 240 个肾小球(GLOM)和 311 个肾小管间质(TUBE)微切割样本,通过整合肾脏单核开放染色质数据和转录起始位点距离作为贝叶斯统计精细映射的“综合先验”,发现了至少有一个变体与表达(eGene)显著相关的 5371 个 GLOM 和 9787 个 TUBE 基因。综合先验的使用导致了更高分辨率的 eQTL,具体表现在(1)置信度更高的可信集中变体数量更少,(2)两个肾脏性状 GWAS 的分区遗传力的富集增加,(3)与 GWAS 基因座共定位的变体数量增加,以及(4)计算预测的功能调节变体的富集。一部分变体和基因在体外和使用果蝇肾细胞模型进行了实验验证。更广泛地说,这项研究表明,由单核开放染色质数据提供的组织特异性 eQTL 图谱增强了对各种下游分析的实用性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/528c/10115815/a995d57c2afb/41467_2023_37691_Fig1_HTML.jpg

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