Cell-type-specific characterization of miRNA gene dynamics in immune cell subpopulations during aging and atherosclerosis disease development at single-cell resolution

Author:

de Sande Ana Hernández,Turunen TanjaORCID,Bouvy-Liivrand Maria,Örd Tiit,Palani Senthil,Tundidor-Centeno Celia,Liljenbäck Heidi,Virta Jenni,Smålander Olli-Pekka,Sinkkonen LasseORCID,Sauter ThomasORCID,Roivainen AnneORCID,Lönnberg Tapio,Kaikkonen Minna UORCID,Heinäniemi MerjaORCID

Abstract

ABSTRACTMicroRNAs (miRNAs) are a class of regulatory non-coding RNAs that finetune cellular functions by modulating the stability and abundance of their target mRNAs, thereby contributing to regulation of tissue homeostasis. MiRNA genes are transcribed similarly to protein-coding genes and recent studies have enabled their annotation and quantification genome-wide from bulk nascent transcriptomes. Here, we developed an approach to quantify and integrate miRNA gene signatures into single-cell studies. To characterize miRNA gene expression dynamics, we first compared the suitability of droplet and plate-based single-cell RNA-sequencing (scRNA-seq) platforms using the matched datasets provided by the Tabula Muris Senis and Tabula Sapiens consortiums. We found high concordance between the platforms and with cell type-specific bulk expression data. Based on the comprehensive aging profiles, our analysis comparing spleen immune cells between young and old mice revealed a concordant regulation of miRNAs involved in senescence and inflammatory pathways in multiple immune cell types, including up-regulation of mmu-mir-146a, mmu-mir-101a and mmu-mir-30 family genes. To study the aberrant regulation of immune cell homeostasis and tissue inflammation that pre-dispose to aging-related disease development, we collected transcriptome profiles from atherosclerosis development in LDLR-/-ApoB100/100mice. We found an elevated myeloid cell proportion in the adipose tissue and further characterized the cell subtypes based on reproducible transcriptome clusters. We then compared miRNA gene expression in early versus late disease and upon inflammatory challenge to monitor different stages during disease progression. At atherosclerotic stage, pro-inflammatory mmu-mir-511 expression increased in several macrophage subtypes, while immunosuppressive mmu-mir-23b∼mir-24-2∼mir-27b up-regulation was specific to Trem2+ lipid-associated macrophages. The infiltrating monocytes up-regulated mmu-mir-1938 and mmu-mir-22 expression and in classical monocytes maturation further increased mmu-mir-221∼222, mmu-mir-511 and mmu-mir-155 expression. To validate that these changes detected from single cell profiles represent miRNA gene transcriptional regulation, we used nascent transcriptomics data fromex vivomacrophage cultures with pro-inflammatory stimulation, confirming both rapid and long-lasting transcriptional activation of the miRNA loci studied. Collectively, our work enables integrating miRNA gene analysis to current single cell genomics pipelines and facilitates characterization of miRNA regulatory networks during aging and disease development.

Publisher

Cold Spring Harbor Laboratory

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3