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Linking chondrocyte and synovial transcriptional profile to clinical phenotype in osteoarthritis
OBJECTIVES: To determine how gene expression profiles in osteoarthritis joint tissues relate to patient phenotypes and whether molecular subtypes can be reproducibly captured by a molecular classification algorithm. METHODS: We analysed RNA sequencing data from cartilage and synovium in 113 osteoart...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BMJ Publishing Group
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8292595/ https://www.ncbi.nlm.nih.gov/pubmed/33903094 http://dx.doi.org/10.1136/annrheumdis-2020-219760 |
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author | Steinberg, Julia Southam, Lorraine Fontalis, Andreas Clark, Matthew J Jayasuriya, Raveen L Swift, Diane Shah, Karan M Brooks, Roger A McCaskie, Andrew W Wilkinson, Jeremy Mark Zeggini, Eleftheria |
author_facet | Steinberg, Julia Southam, Lorraine Fontalis, Andreas Clark, Matthew J Jayasuriya, Raveen L Swift, Diane Shah, Karan M Brooks, Roger A McCaskie, Andrew W Wilkinson, Jeremy Mark Zeggini, Eleftheria |
author_sort | Steinberg, Julia |
collection | PubMed |
description | OBJECTIVES: To determine how gene expression profiles in osteoarthritis joint tissues relate to patient phenotypes and whether molecular subtypes can be reproducibly captured by a molecular classification algorithm. METHODS: We analysed RNA sequencing data from cartilage and synovium in 113 osteoarthritis patients, applying unsupervised clustering and Multi-Omics Factor Analysis to characterise transcriptional profiles. We tested the association of the molecularly defined patient subgroups with clinical characteristics from electronic health records. RESULTS: We detected two patient subgroups in low-grade cartilage (showing no/minimal degeneration, cartilage normal/softening only), with differences associated with inflammation, extracellular matrix-related and cell adhesion pathways. The high-inflammation subgroup was associated with female sex (OR 4.12, p=0.0024) and prescription of proton pump inhibitors (OR 4.21, p=0.0040). We identified two independent patient subgroupings in osteoarthritis synovium: one related to inflammation and the other to extracellular matrix and cell adhesion processes. A seven-gene classifier including MMP13, APOD, MMP2, MMP1, CYTL1, IL6 and C15orf48 recapitulated the main axis of molecular heterogeneity in low-grade knee osteoarthritis cartilage (correlation ρ=−0.88, p<10(−10)) and was reproducible in an independent patient cohort (ρ=−0.85, p<10(−10)). CONCLUSIONS: These data support the reproducible stratification of osteoarthritis patients by molecular subtype and the exploration of new avenues for tailored treatments. |
format | Online Article Text |
id | pubmed-8292595 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-82925952021-08-05 Linking chondrocyte and synovial transcriptional profile to clinical phenotype in osteoarthritis Steinberg, Julia Southam, Lorraine Fontalis, Andreas Clark, Matthew J Jayasuriya, Raveen L Swift, Diane Shah, Karan M Brooks, Roger A McCaskie, Andrew W Wilkinson, Jeremy Mark Zeggini, Eleftheria Ann Rheum Dis Osteoarthritis OBJECTIVES: To determine how gene expression profiles in osteoarthritis joint tissues relate to patient phenotypes and whether molecular subtypes can be reproducibly captured by a molecular classification algorithm. METHODS: We analysed RNA sequencing data from cartilage and synovium in 113 osteoarthritis patients, applying unsupervised clustering and Multi-Omics Factor Analysis to characterise transcriptional profiles. We tested the association of the molecularly defined patient subgroups with clinical characteristics from electronic health records. RESULTS: We detected two patient subgroups in low-grade cartilage (showing no/minimal degeneration, cartilage normal/softening only), with differences associated with inflammation, extracellular matrix-related and cell adhesion pathways. The high-inflammation subgroup was associated with female sex (OR 4.12, p=0.0024) and prescription of proton pump inhibitors (OR 4.21, p=0.0040). We identified two independent patient subgroupings in osteoarthritis synovium: one related to inflammation and the other to extracellular matrix and cell adhesion processes. A seven-gene classifier including MMP13, APOD, MMP2, MMP1, CYTL1, IL6 and C15orf48 recapitulated the main axis of molecular heterogeneity in low-grade knee osteoarthritis cartilage (correlation ρ=−0.88, p<10(−10)) and was reproducible in an independent patient cohort (ρ=−0.85, p<10(−10)). CONCLUSIONS: These data support the reproducible stratification of osteoarthritis patients by molecular subtype and the exploration of new avenues for tailored treatments. BMJ Publishing Group 2021-08 2021-04-26 /pmc/articles/PMC8292595/ /pubmed/33903094 http://dx.doi.org/10.1136/annrheumdis-2020-219760 Text en © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/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: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Osteoarthritis Steinberg, Julia Southam, Lorraine Fontalis, Andreas Clark, Matthew J Jayasuriya, Raveen L Swift, Diane Shah, Karan M Brooks, Roger A McCaskie, Andrew W Wilkinson, Jeremy Mark Zeggini, Eleftheria Linking chondrocyte and synovial transcriptional profile to clinical phenotype in osteoarthritis |
title | Linking chondrocyte and synovial transcriptional profile to clinical phenotype in osteoarthritis |
title_full | Linking chondrocyte and synovial transcriptional profile to clinical phenotype in osteoarthritis |
title_fullStr | Linking chondrocyte and synovial transcriptional profile to clinical phenotype in osteoarthritis |
title_full_unstemmed | Linking chondrocyte and synovial transcriptional profile to clinical phenotype in osteoarthritis |
title_short | Linking chondrocyte and synovial transcriptional profile to clinical phenotype in osteoarthritis |
title_sort | linking chondrocyte and synovial transcriptional profile to clinical phenotype in osteoarthritis |
topic | Osteoarthritis |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8292595/ https://www.ncbi.nlm.nih.gov/pubmed/33903094 http://dx.doi.org/10.1136/annrheumdis-2020-219760 |
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