ArticleFrontiers in immunology2023
A comprehensive analysis of biomarkers associated with synovitis and chondrocyte apoptosis in osteoarthritis.
Article in Frontiers in immunology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
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Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Hyaluronic Acid/Platelet-Rich Plasma Mixture Improves Temporomandibular Joint Biomechanics: A Systematic Review.International journal of molecular sciences · 2024Pooled it
- Revealing the Diagnostic Potential of Three RHO GTPase-Related Genes in Osteoarthritis Based on Single-Cell RNA Sequencing and GEO Dataset Analysis.International journal of genomics · 2026Article
- Revealing key genes and molecular mechanisms associated with dietary restriction in ulcerative colitis.Frontiers in molecular biosciences · 2026Article
- Identification and validation of biomarkers related to mitochondria-associated endoplasmic reticulum membranes in type 2 diabetes mellitus using peripheral blood transcriptomics.European journal of medical research · 2025Article
- Identification and experimental validation of biomarkers associated with macrophages in myocardial ischemia-reperfusion injury.Scientific reports · 2025Article
- Bergapten protects chondrocytes against sodium nitroprusside-induced dedifferentiation and apoptosis through NF-κB and p38 signaling pathway.In vitro cellular & developmental biology. Animal · 2025Article
- Identification and validation of biomarkers associated with cellular senescence and demethylation in acute myocardial infarction.Scientific reports · 2025Article
- Towards stratification in osteoarthritis: a review of the scientific terminology used in published basic research.BMC rheumatology · 2025Review
- Identifying key palmitoylation-associated genes in endometriosis through genomic data analysis.BMC women's health · 2025Article
- Exploring the mechanisms of PANoptosis in osteoarthritis and the therapeutic potential of andrographolide through bioinformatics and single-cell analysis.Biology direct · 2025Article
- Research on biliary atresia and epigenetic factors from the perspective of transcriptomics: identification of key genes and experimental validation.Frontiers in pediatrics · 2025Article
- Comprehensive molecular analyses of an autoimmune-related gene predictive model and immune infiltrations using machine learning methods in intracranial aneurysma.Frontiers in immunology · 2025Article
- Relationship between SPP1 (Osteopontin) and extracellular matrix dynamics: a comprehensive review.Frontiers in medicine · 2025Review
- 4-Octyl itaconate inhibits synovitis in the mouse model of post-traumatic osteoarthritis and alleviates pain.Chinese journal of traumatology = Zhonghua chuang shang za zhi · 2025Article
- Interconnected Pathways: Exploring Inflammation, Pain, and Cognitive Decline in Osteoarthritis.International journal of molecular sciences · 2024Article
- Plasma and synovial fluid extracellular vesicles display altered microRNA profiles in horses with naturally occurring post-traumatic osteoarthritis: an exploratory study.Journal of the American Veterinary Medical Association · 2024Article
- Research progress of procyanidins in repairing cartilage injury after anterior cruciate ligament tear.Heliyon · 2024Review
- Article
- Network analysis,Frontiers in pharmacology · 2023Article
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Authors and funding
4 authors.
Funding
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Abstract
Introduction: Osteoarthritis (OA) is a chronic disease with high morbidity and disability rates whose molecular mechanism remains unclear. This study sought to identify OA markers associated with synovitis and cartilage apoptosis by bioinformatics analysis. Methods: A total of five gene-expression profiles were selected from the Gene Expression Omnibus database. We combined the GEO with the GeneCards database and performed Gene Ontology and Kyoto Encyclopedia of Genes and Genome analyses; then, the least absolute shrinkage and selection operator (LASSO) algorithm was used to identify the characteristic genes, and a predictive risk score was established. We used the uniform manifold approximation and projection (UMAP) method to identify subtypes of OA patients, while the CytoHubba algorithm and GOSemSim R package were used to screen out hub genes. Next, an immunological assessment was performed using single-sample gene set enrichment analysis and CIBERSORTx. Results: A total of 56OA-related differential genes were selected, and 10 characteristic genes were identified by the LASSO algorithm. OA samples were classified into cluster 1 and cluster 2 subtypes byUMAP, and the clustering results showed that the characteristic genes were significantly different between these groups. MYOC, CYP4B1, P2RY14, ADIPOQ, PLIN1, MFAP5, and LYVE1 were highly expressed in cluster 2, and ANKHLRC15, CEMIP, GPR88, CSN1S1, TAC1, and SPP1 were highly expressed in cluster 1. Protein-protein interaction network analysis showed that MMP9, COL1A, and IGF1 were high nodes, and the differential genes affected the IL-17 pathway and tumor necrosis factor pathway. The GOSemSim R package showed that ADIPOQ, COL1A, and SPP1 are closely related to the function of 31 hub genes. In addition, it was determined that mmp9 and Fos interact with multiple transcription factors, and the ssGSEA and CIBERSORTx algorithms revealed significant differences in immune infiltration between the two OA subtypes. Finally, a qPCR experiment was performed to explore the important genes in rat cartilage and synovium tissues; the qPCR results showed that COL1A and IL-17A were both highly expressed in synovitis tissues and cartilage tissues of OA rats, which is consistent with the predicted results. Discussion: In the future, common therapeutic targets might be found forsimultaneous remissions of both phenotypes of OA.
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