Deciphering genetic associations with blood pressure in peripheral blood mononuclear cells through single-cell transcriptomic profiling.

IF 4.6 2区 医学 Q1 PERIPHERAL VASCULAR DISEASE
Huan Zhang, Kedi Fan, Shuanglong Jia, Qianyi Gao, Zhentao Zhang, Jianing Long, Dianyuan Li, Xingbo Mo
{"title":"Deciphering genetic associations with blood pressure in peripheral blood mononuclear cells through single-cell transcriptomic profiling.","authors":"Huan Zhang, Kedi Fan, Shuanglong Jia, Qianyi Gao, Zhentao Zhang, Jianing Long, Dianyuan Li, Xingbo Mo","doi":"10.1038/s41440-025-02344-3","DOIUrl":null,"url":null,"abstract":"<p><p>Functional genes within genomic loci associated with blood pressure (BP) identified by genome-wide association studies (GWASs) are cell type-specific. This study aims to identify such genes in immune cells by employing single-cell transcriptomic analysis in peripheral blood mononuclear cells (PBMCs). By integration of single-cell transcriptomic sequencing data with GWAS (1 million individuals) findings using the summary data-based Mendelian randomization (SMR) method, we identified candidate BP-associated genes across diverse immune cell subsets. We performed single-cell RNA sequencing on PBMCs (111,694 cells) from 10 individuals (three hypertensive, three pre-hypertensive and four normotensive), identifying gene expression in distinct cell types associated with hypertension. Finally, publicly available data from eight individuals were utilized for validation (28,919 cells). Single-cell expression quantitative trait locus analysis revealed that the BP-associated SNPs were associated with expression levels of 353 genes across 14 distinct immune cell types. The single-cell SMR analysis identified 566 significant associations between expression levels of 159 genes and BP. The analysis of data from hypertensive and normotensive individuals unveils 99 differential expression genes across various immune cell types, with ERAP2 exhibiting significant dysregulation in CD8+ T cells and natural killer cells. These findings were corroborated through validation analyses. Our study contributes to a comprehensive understanding of the intricate relationships between genetic variation, immune cell-specific gene expression, and BP. We demonstrate a compelling association between ERAP2 expression levels in CD8+ T cells and natural killer cells and BP.</p>","PeriodicalId":13029,"journal":{"name":"Hypertension Research","volume":" ","pages":""},"PeriodicalIF":4.6000,"publicationDate":"2025-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Hypertension Research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1038/s41440-025-02344-3","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PERIPHERAL VASCULAR DISEASE","Score":null,"Total":0}
引用次数: 0

Abstract

Functional genes within genomic loci associated with blood pressure (BP) identified by genome-wide association studies (GWASs) are cell type-specific. This study aims to identify such genes in immune cells by employing single-cell transcriptomic analysis in peripheral blood mononuclear cells (PBMCs). By integration of single-cell transcriptomic sequencing data with GWAS (1 million individuals) findings using the summary data-based Mendelian randomization (SMR) method, we identified candidate BP-associated genes across diverse immune cell subsets. We performed single-cell RNA sequencing on PBMCs (111,694 cells) from 10 individuals (three hypertensive, three pre-hypertensive and four normotensive), identifying gene expression in distinct cell types associated with hypertension. Finally, publicly available data from eight individuals were utilized for validation (28,919 cells). Single-cell expression quantitative trait locus analysis revealed that the BP-associated SNPs were associated with expression levels of 353 genes across 14 distinct immune cell types. The single-cell SMR analysis identified 566 significant associations between expression levels of 159 genes and BP. The analysis of data from hypertensive and normotensive individuals unveils 99 differential expression genes across various immune cell types, with ERAP2 exhibiting significant dysregulation in CD8+ T cells and natural killer cells. These findings were corroborated through validation analyses. Our study contributes to a comprehensive understanding of the intricate relationships between genetic variation, immune cell-specific gene expression, and BP. We demonstrate a compelling association between ERAP2 expression levels in CD8+ T cells and natural killer cells and BP.

通过单细胞转录组分析解读外周血单核细胞与血压的遗传关联。
全基因组关联研究(GWASs)发现的与血压(BP)相关的基因组位点内的功能基因是细胞类型特异性的。本研究旨在通过外周血单核细胞(PBMCs)的单细胞转录组学分析来鉴定免疫细胞中的这些基因。通过使用基于汇总数据的孟德尔随机化(SMR)方法将单细胞转录组测序数据与GWAS(100万个体)结果整合,我们在不同的免疫细胞亚群中确定了候选bp相关基因。我们对来自10个个体(3个高血压患者,3个高血压前期患者和4个正常高血压患者)的PBMCs(111,694个细胞)进行了单细胞RNA测序,鉴定了与高血压相关的不同细胞类型的基因表达。最后,利用来自8个个体的公开数据进行验证(28,919个细胞)。单细胞表达数量性状位点分析显示,bp相关snp与14种不同免疫细胞类型中353个基因的表达水平相关。单细胞SMR分析发现159个基因的表达水平与血压之间存在566个显著相关性。对高血压和正常血压个体数据的分析揭示了99个不同免疫细胞类型的差异表达基因,其中ERAP2在CD8+ T细胞和自然杀伤细胞中表现出显著的失调。这些发现通过验证分析得到证实。我们的研究有助于全面了解遗传变异、免疫细胞特异性基因表达和BP之间的复杂关系。我们证明了ERAP2在CD8+ T细胞、自然杀伤细胞和BP中的表达水平之间存在令人信服的关联。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Hypertension Research
Hypertension Research 医学-外周血管病
CiteScore
7.40
自引率
16.70%
发文量
249
审稿时长
3-8 weeks
期刊介绍: Hypertension Research is the official publication of the Japanese Society of Hypertension. The journal publishes papers reporting original clinical and experimental research that contribute to the advancement of knowledge in the field of hypertension and related cardiovascular diseases. The journal publishes Review Articles, Articles, Correspondence and Comments.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信