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RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage
- Source :
- Annals of the Rheumatic Diseases, Annals of the Rheumatic Diseases, 78(2), 270-277, Annals of the Rheumatic Diseases: an international peer-reviewed journal for health professionals and researchers in the rheumatic diseases
- Publication Year :
- 2018
- Publisher :
- BMJ Publishing Group, 2018.
-
Abstract
- ObjectiveTo uncover the microRNA (miRNA) interactome of the osteoarthritis (OA) pathophysiological process in the cartilage.MethodsWe performed RNA sequencing in 130 samples (n=35 and n=30 pairs for messenger RNA (mRNA) and miRNA, respectively) on macroscopically preserved and lesioned OA cartilage from the same patient and performed differential expression (DE) analysis of miRNA and mRNAs. To build an OA-specific miRNA interactome, a prioritisation scheme was applied based on inverse Pearson’s correlations and inverse DE of miRNAs and mRNAs. Subsequently, these were filtered by those present in predicted (TargetScan/microT-CDS) and/or experimentally validated (miRTarBase/TarBase) public databases. Pathway enrichment analysis was applied to elucidate OA-related pathways likely mediated by miRNA regulatory mechanisms.ResultsWe found 142 miRNAs and 2387 mRNAs to be differentially expressed between lesioned and preserved OA articular cartilage. After applying prioritisation towards likely miRNA-mRNA targets, a regulatory network of 62 miRNAs targeting 238 mRNAs was created. Subsequent pathway enrichment analysis of these mRNAs (or genes) elucidated that genes within the ‘nervous system development’ are likely mediated by miRNA regulatory mechanisms (familywise error=8.4×10−5). Herein NTF3 encodes neurotrophin-3, which controls survival and differentiation of neurons and which is closely related to the nerve growth factor.ConclusionsBy an integrated approach of miRNA and mRNA sequencing data of OA cartilage, an OA miRNA interactome and related pathways were elucidated. Our functional data demonstrated interacting levels at which miRNA affects expression of genes in the cartilage and exemplified the complexity of functionally validating a network of genes that may be targeted by multiple miRNAs.
- Subjects :
- 0301 basic medicine
Cartilage, Articular
mRNA
Immunology
Computational biology
Interactome
General Biochemistry, Genetics and Molecular Biology
03 medical and health sciences
0302 clinical medicine
regulatory networks
Rheumatology
microRNA
Osteoarthritis
medicine
Immunology and Allergy
Humans
RNA, Messenger
Gene
data integration
030203 arthritis & rheumatology
Messenger RNA
MiRTarBase
business.industry
Sequence Analysis, RNA
Cartilage
RNA
Computational Biology
MicroRNAs
030104 developmental biology
medicine.anatomical_structure
MRNA Sequencing
business
Subjects
Details
- Language :
- English
- ISSN :
- 14682060 and 00034967
- Volume :
- 78
- Issue :
- 2
- Database :
- OpenAIRE
- Journal :
- Annals of the Rheumatic Diseases
- Accession number :
- edsair.doi.dedup.....1553fede868c84478f8211bb55f55624