ArticleAnnals of the rheumatic diseases2018
Stratification of knee osteoarthritis: two major patient subgroups identified by genome-wide expression analysis of articular cartilage.
Article in Annals of the rheumatic diseases, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 78 papers, 2 of them syntheses that pooled it.
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Who cites it
78 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Identification of therapeutic targets in osteoarthritis by combining heterogeneous transcriptional datasets, drug-induced expression profiles, and known drug-target interactions.Journal of translational medicine · 2024Pooled it
- SkeletalVis: an exploration and meta-analysis data portal of cross-species skeletal transcriptomics data.Bioinformatics (Oxford, England) · 2019Pooled it
- Ozone Therapy versus Hyaluronic Acid Injections for Pain Relief in Patients with Knee Osteoarthritis: Preliminary Findings on Molecular and Clinical Outcomes from a Randomized Controlled Trial.International journal of molecular sciences · 2023Trial
- Type II collagen as a material-mediated instructive platform: Cartilage regeneration and fibrosis suppression via the Tp63-Cytl1 axis.Materials today. Bio · 2026Article
- Recent advances in understanding molecular and clinical heterogeneity in osteoarthritis: one disease or several?Osteoarthritis imaging · 2026Article
- Restoring Metabolic-Inflammatory Homeostasis: Curcumin's Multi-Layered Defense Against Chondrocyte Dysfunction.Metabolites · 2026Article
- Article
- Large-scale molecular endotype discovery in synovial fluid reveals osteoarthritis as a single biological continuum.Nature communications · 2026Article
- The ganglioside GD3 and its synthase (ST8SIA1) as novel senescence markers associated with osteoarthritis.GeroScience · 2026Article
- Identification of a putative progenitor-like chondrocyte subpopulation in osteoarthritic human cartilage.Stem cell research & therapy · 2026Article
- Computational translation of mouse models of osteoarthritis predicts human disease.Osteoarthritis and cartilage · 2026Article
- HIF-1α and BMAL1 in bone regeneration: crosstalk between hypoxia response and circadian rhythm.Bone research · 2026Review
- Transcriptome-based profiling of programmed cell death signatures identifies two osteoarthritis subtypes and the hub gene DNM1L.Frontiers in immunology · 2026Article
- Emerging concepts and challenges in the development of disease-modifying osteoarthritis drugs - a more refined perspective.Archives of pharmacal research · 2025Review
- Cell-integrated serum-induced signalling patterns can differentiate between hand and knee osteoarthritis patients.Rheumatology (Oxford, England) · 2025Article
- Beyond symptomatic alignment: evaluating the integration of causal mechanisms in matching animal models with human pathotypes in osteoarthritis research.Arthritis research & therapy · 2025Review
- Spatiotemperal Dynamics of Osteoarthritis: Bridging Insights from Bench to Bedside.Aging and disease · 2024Review
- Primary cartilage transcriptional signatures reflect cell-type-specific molecular pathways underpinning osteoarthritis.American journal of human genetics · 2024Article
- MiR203a-3p as a potential biomarker for synovial pathology associated with osteoarthritis: a pilot study.Journal of orthopaedic surgery and research · 2024Article
- Classification of distinct tendinopathy subtypes for precision therapeutics.Nature communications · 2024Article
18 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issuedCorrection:2018
Authors and funding
7 authors.
Funding
Abstract
introductionOsteoarthritis (OA) is a heterogeneous and complex disease. We have used a network biology approach based on genome-wide analysis of gene expression in OA knee cartilage to seek evidence for pathogenic mechanisms that may distinguish different patient subgroups.
methodsResults from RNA-Sequencing (RNA-Seq) were collected from intact knee cartilage at total knee replacement from 44 patients with OA, from 16 additional patients with OA and 10 control patients with non-OA. Results were analysed to identify patient subsets and compare major active pathways.
resultsThe RNA-Seq results showed 2692 differentially expressed genes between OA and non-OA. Analysis by unsupervised clustering identified two distinct OA groups: Group A with 24 patients (55%) and Group B with 18 patients (41%). A 10 gene subgroup classifier was validated by RT-qPCR in 16 further patients with OA. Pathway analysis showed increased protein expression in both groups. PhenomeExpress analysis revealed group differences in complement activation, innate immune responses and altered Wnt and TGFβ signalling, but no activation of inflammatory cytokine expression. Both groups showed suppressed circadian regulators and whereas matrix changes in Group A were chondrogenic, in Group B they were non-chondrogenic with changes in mechanoreceptors, calcium signalling, ion channels and in cytoskeletal organisers. The gene expression changes predicted 478 potential biomarkers for detection in synovial fluid to distinguish patients from the two groups.
conclusionsTwo subgroups of knee OA were identified by network analysis of RNA-Seq data with evidence for the presence of two major pathogenic pathways. This has potential importance as a new basis for the stratification of patients with OA for drug trials and for the development of new targeted treatments.
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