用于遗传力划分和细胞系富集分析的眼部基因集表达文库。

IF 5 2区 医学 Q1 OPHTHALMOLOGY
Pirro G Hysi, Christopher J Hammond
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引用次数: 0

摘要

目的:利用全基因组关联研究(GWASs)与不同组织或细胞系的转录组学阵列相结合,可以揭示相关的细胞谱,显著提高对疾病机制的认识。然而,由于难以获取,很少有眼转录组学数据集可用。这项工作旨在创建并提供一个表达库平台,该平台可以与流行的通用工具(如连锁不平衡评分(LDSC)回归技术)一起使用,以识别眼部疾病中富集的特定细胞系。方法:利用来自6个公开的单细胞和单核RNA序列数据集的转录组信息,获得归一化基因表达矩阵,并估计每个细胞系中10%表达最多的转录物的富集程度。我们使用模拟GWAS数据集测试了1型误差,然后使用LDSC回归分析研究了不同眼病中的富集。结果:建立了超过197个眼细胞系的基因表达数据库。对1000个不同样本量的随机GWASs的模拟显示没有基因组膨胀。GWAS结果的细胞系特异性分析发现,与屈光不正相关的单核苷酸多态性(snp)附近基因在原发性开角型青光眼的视锥细胞(P = 0.008)、视杆细胞(P = 0.002)和周围视网膜 ller细胞(P = 0.002)、关节旁筛状细胞(P = 0.0017)、基质角化细胞(P = 0.0018)和一个束细胞亚群(P = 0.0028)中显著丰富,强调了眼压在其病因学中的重要性。结论:我们已经建立了一个结构化的眼转录组学文库,以估计来自全基因组关联研究的关联信号中的细胞系富集程度,该文库可以通过纳入其他数据集来扩展。我们发现了在常见眼病的遗传学中显得很重要的细胞。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Ocular Gene-Set Expression Library for Heritability Partition and Cell Line Enrichment Analyses.

Purpose: Use of genome-wide association studies (GWASs) in combination with transcriptomic arrays of different tissues or cell lines can reveal relevant cellular profiles and significantly improve understanding of the mechanisms of diseases. However, due to difficulty of access, few ocular transcriptomics datasets are available. This work aimed to create and make available an expression library platform that can be used with popular and versatile tools such as the linkage disequilibrium score (LDSC) regression techniques to identify specific cell lines enriched in ocular diseases.

Methods: We used transcriptome information from six publicly available single-cell and single-nucleus RNA sequence datasets to obtain matrices of normalized gene expression and estimated enrichment of the 10% most expressed transcripts in each cell line. We tested for type 1 error using simulated GWAS datasets and then used LDSC regression analyses to study the enrichment in different eye diseases.

Results: Gene expression databases for over 197 ocular cell lines were generated. Simulations of 1000 random GWASs of varying sample sizes showed no genomic inflation. Cell line-specific analyses of GWAS results found that genes near single nucleotide polymorphisms (SNPs) associated with refractive error were significantly enriched in cones (P = 0.008), rods (P = 0.002) and peripheral retina Müller cells (P = 0.002), juxtacanalicular cribriform cells (P = 0.0017), stromal keratocytes (P = 0.0018), and one beam-cell subpopulation (P = 0.0028) in primary open-angle glaucoma, emphasizing the importance of intraocular pressure in its etiology.

Conclusions: We have built a structured ocular transcriptomics library to estimate cell line enrichment among association signals from genome-wide association studies that may be extended by incorporating other datasets. We identified cells that appear important in the genetics of common eye diseases.

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来源期刊
CiteScore
6.90
自引率
4.50%
发文量
339
审稿时长
1 months
期刊介绍: Investigative Ophthalmology & Visual Science (IOVS), published as ready online, is a peer-reviewed academic journal of the Association for Research in Vision and Ophthalmology (ARVO). IOVS features original research, mostly pertaining to clinical and laboratory ophthalmology and vision research in general.
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