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RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage

Authors :
Szymon M. Kielbasa
Rob G H H Nelissen
H. Eka D. Suchiman
Yolande F M Ramos
P. Eline Slagboom
Nico Lakenberg
Ahmed Mahfouz
Alejandro Rodríguez Ruiz
Rodrigo Coutinho de Almeida
Hailiang Mei
Marcella van Hoolwerff
Marcel J. T. Reinders
E. Houtman
Ingrid Meulenbelt
Wouter den Hollander
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.

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