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Multi-Omics Analysis Reveals MicroRNAs Associated With Cardiometabolic Traits
- Source :
- Frontiers in Genetics, 11:110. Frontiers Media S.A., Frontiers in Genetics, Vol 11 (2020), Frontiers in Genetics
- Publication Year :
- 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.
- Subjects :
- 0301 basic medicine
lcsh:QH426-470
multi-omics data
Population
Genome-wide association study
Computational biology
Biology
03 medical and health sciences
Rotterdam Study
0302 clinical medicine
microRNA
Genetics
GWAS
education
Genetics (clinical)
Original Research
EWAS
Genetic association
education.field_of_study
lcsh:Genetics
030104 developmental biology
CpG site
030220 oncology & carcinogenesis
DNA methylation
Trait
Molecular Medicine
cardiometabolic traits
Subjects
Details
- Language :
- English
- ISSN :
- 16648021
- Database :
- OpenAIRE
- Journal :
- Frontiers in Genetics, 11:110. Frontiers Media S.A., Frontiers in Genetics, Vol 11 (2020), Frontiers in Genetics
- Accession number :
- edsair.doi.dedup.....5dfdb795d0b2b37d595609c112199176