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多组学分析揭示与心脏代谢特征相关的 microRNA

Multi-Omics Analysis Reveals MicroRNAs Associated With Cardiometabolic Traits.

作者信息

Mens Michelle M J, Maas Silvana C E, Klap Jaco, Weverling Gerrit Jan, Klatser Paul, Brakenhoff Just P J, van Meurs Joyce B J, Uitterlinden André G, Ikram M Arfan, Kavousi Maryam, Ghanbari Mohsen

机构信息

Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, Netherlands.

Department of Genetic Identification, Erasmus MC University Medical Center Rotterdam, Rotterdam, Netherlands.

出版信息

Front Genet. 2020 Feb 27;11:110. doi: 10.3389/fgene.2020.00110. eCollection 2020.

Abstract

MicroRNAs (miRNAs) are non-coding RNA molecules that regulate gene expression. Extensive research has explored the role of miRNAs in the risk for type 2 diabetes (T2D) and coronary heart disease (CHD) using single-omics data, but much less by leveraging population-based omics data. Here we aimed to conduct a multi-omics analysis to identify miRNAs associated with cardiometabolic risk factors and diseases. First, we used publicly available summary statistics from large-scale genome-wide association studies to find genetic variants in miRNA-related sequences associated with various cardiometabolic traits, including lipid and obesity-related traits, glycemic indices, blood pressure, and disease prevalence of T2D and CHD. Then, we used DNA methylation and miRNA expression data from participants of the Rotterdam Study to further investigate the link between associated miRNAs and cardiometabolic traits. After correcting for multiple testing, 180 genetic variants annotated to 67 independent miRNAs were associated with the studied traits. Alterations in DNA methylation levels of CpG sites annotated to 38 of these miRNAs were associated with the same trait(s). Moreover, we found that plasma expression levels of 8 of the 67 identified miRNAs were also associated with the same trait. Integrating the results of different omics data showed miR-10b-5p, miR-148a-3p, miR-125b-5p, and miR-100-5p to be strongly linked to lipid traits. Collectively, our multi-omics analysis revealed multiple miRNAs that could be considered as potential biomarkers for early diagnosis and progression of cardiometabolic diseases.

摘要

微小RNA(miRNA)是一类调节基因表达的非编码RNA分子。广泛的研究利用单组学数据探索了miRNA在2型糖尿病(T2D)和冠心病(CHD)风险中的作用,但利用基于人群的组学数据进行的研究则少得多。在此,我们旨在进行多组学分析,以鉴定与心脏代谢风险因素和疾病相关的miRNA。首先,我们使用来自大规模全基因组关联研究的公开汇总统计数据,在与各种心脏代谢特征相关的miRNA相关序列中寻找遗传变异,这些特征包括脂质和肥胖相关特征、血糖指数、血压以及T2D和CHD的疾病患病率。然后,我们使用鹿特丹研究参与者的DNA甲基化和miRNA表达数据,进一步研究相关miRNA与心脏代谢特征之间的联系。在进行多重检验校正后,注释到67个独立miRNA的180个遗传变异与所研究的特征相关。注释到其中38个miRNA的CpG位点的DNA甲基化水平改变与相同的特征相关。此外,我们发现67个已鉴定的miRNA中有8个的血浆表达水平也与相同的特征相关。整合不同组学数据的结果显示,miR-10b-5p、miR-148a-3p、miR-125b-5p和miR-100-5p与脂质特征密切相关。总体而言,我们的多组学分析揭示了多个可被视为心脏代谢疾病早期诊断和进展潜在生物标志物的miRNA。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f043/7056871/fb9c3f0d42f9/fgene-11-00110-g001.jpg

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