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RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage
OBJECTIVE: To uncover the microRNA (miRNA) interactome of the osteoarthritis (OA) pathophysiological process in the cartilage. METHODS: We 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 carti...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6352405/ https://www.ncbi.nlm.nih.gov/pubmed/30504444 http://dx.doi.org/10.1136/annrheumdis-2018-213882 |
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author | Coutinho de Almeida, Rodrigo Ramos, Yolande F M Mahfouz, Ahmed den Hollander, Wouter Lakenberg, Nico Houtman, Evelyn van Hoolwerff, Marcella Suchiman, H Eka D Rodríguez Ruiz, Alejandro Slagboom, P Eline Mei, Hailiang Kiełbasa, Szymon M Nelissen, Rob G H H Reinders, Marcel Meulenbelt, Ingrid |
author_facet | Coutinho de Almeida, Rodrigo Ramos, Yolande F M Mahfouz, Ahmed den Hollander, Wouter Lakenberg, Nico Houtman, Evelyn van Hoolwerff, Marcella Suchiman, H Eka D Rodríguez Ruiz, Alejandro Slagboom, P Eline Mei, Hailiang Kiełbasa, Szymon M Nelissen, Rob G H H Reinders, Marcel Meulenbelt, Ingrid |
author_sort | Coutinho de Almeida, Rodrigo |
collection | PubMed |
description | OBJECTIVE: To uncover the microRNA (miRNA) interactome of the osteoarthritis (OA) pathophysiological process in the cartilage. METHODS: We 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. RESULTS: We 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. CONCLUSIONS: By 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. |
format | Online Article Text |
id | pubmed-6352405 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-63524052019-02-21 RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage Coutinho de Almeida, Rodrigo Ramos, Yolande F M Mahfouz, Ahmed den Hollander, Wouter Lakenberg, Nico Houtman, Evelyn van Hoolwerff, Marcella Suchiman, H Eka D Rodríguez Ruiz, Alejandro Slagboom, P Eline Mei, Hailiang Kiełbasa, Szymon M Nelissen, Rob G H H Reinders, Marcel Meulenbelt, Ingrid Ann Rheum Dis Osteoarthritis OBJECTIVE: To uncover the microRNA (miRNA) interactome of the osteoarthritis (OA) pathophysiological process in the cartilage. METHODS: We 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. RESULTS: We 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. CONCLUSIONS: By 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. BMJ Publishing Group 2019-02 2018-12-01 /pmc/articles/PMC6352405/ /pubmed/30504444 http://dx.doi.org/10.1136/annrheumdis-2018-213882 Text en © Author(s) (or their employer(s)) 2019. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: https://creativecommons.org/licenses/by-nc/4.0 |
spellingShingle | Osteoarthritis Coutinho de Almeida, Rodrigo Ramos, Yolande F M Mahfouz, Ahmed den Hollander, Wouter Lakenberg, Nico Houtman, Evelyn van Hoolwerff, Marcella Suchiman, H Eka D Rodríguez Ruiz, Alejandro Slagboom, P Eline Mei, Hailiang Kiełbasa, Szymon M Nelissen, Rob G H H Reinders, Marcel Meulenbelt, Ingrid RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage |
title | RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage |
title_full | RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage |
title_fullStr | RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage |
title_full_unstemmed | RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage |
title_short | RNA sequencing data integration reveals an miRNA interactome of osteoarthritis cartilage |
title_sort | rna sequencing data integration reveals an mirna interactome of osteoarthritis cartilage |
topic | Osteoarthritis |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6352405/ https://www.ncbi.nlm.nih.gov/pubmed/30504444 http://dx.doi.org/10.1136/annrheumdis-2018-213882 |
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