ArticleJournal of orthopaedic surgery and research2023
Ferroptosis-related genes LPCAT3 and PGD are potential diagnostic biomarkers for osteoarthritis.
Article in Journal of orthopaedic surgery and research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 14 citations in OpenAlex.
- Signal-driven interplay between lipid peroxidation and ferroptosis orchestrates osteoarthritis degeneration.Journal of orthopaedic translation · 2026Review
- Exploring the Therapeutic Potential of MIR-140-3p in Osteoarthritis: Targeting CILP and Ferroptosis for Novel Treatment Strategies.Cell proliferation · 2025Article
- Sodium tanshinone IIA sulfonate alleviates osteoarthritis through targeting SIRT1.Chinese medicine · 2025Article
- Identification of telomere-related diagnostic markers in osteoarthritis based on bioinformatics analysis and machine learning.The Korean journal of physiology & pharmacology : official journal of the Korean Physiological Society and the Korean Society of Pharmacology · 2025Article
- Application of Nanomaterial-Mediated Ferroptosis Regulation in Kidney Disease.International journal of nanomedicine · 2025Review
- Ferroptosis in osteoarthritis: metabolic reprogramming, immunometabolic crosstalk, and targeted intervention strategies.Frontiers in immunology · 2025Review
- Iron homeostasis and ferroptosis in human diseases: mechanisms and therapeutic prospects.Signal transduction and targeted therapy · 2024Review
- Ferroptosis in Arthritis: Driver of the Disease or Therapeutic Option?International journal of molecular sciences · 2024Review
- IGF2BP1 Bolsters the Chondrocytes Ferroptosis of Osteoarthritis by Targeting mInternational journal of general medicine · 2024Article
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Authors and funding
6 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundOsteoarthritis (OA) is the most common chronic joint disease and how ferroptosis contributes to OA has garnered much attention recently. Bioinformatics promoted the discovery of ferroptosis-related biomarkers for OA. But since OA is a whole-joint disease, sensitive biomarkers for OA are still limited. We herein focused on subchondral bone, a joint component often-ignored by existing bioinformatic reports, to identify ferroptosis-related diagnostic biomarkers for OA.
methodMicroarray datasets GSE51588 and GSE55457 were downloaded from Gene Expression Omnibus database. Ferroptosis-related differential expression genes (Ferr-DEGs) between OA and normal samples were identified and their functional enrichment was analyzed. Common genes for OA diagnosis were selected from Ferr-DEGs using the combination of SVM-RFE, LASSO regression, and RandomForest machine learning algorithms. Common genes' diagnostic value was verified by receiver operating characteristic (ROC) curve and their association with immune infiltration was analyzed by CIBERSORT. Finally, candidate gene's expression was verified in chondrocytes from OA patients and in an in vitro IL-1β-induced OA model, by RT-PCR.
resultsTwo ferroptosis-related genes, LPCAT3 and PGD, were identified as OA diagnostic biomarkers and confirmed by ROC diagnostic test. The association of LPCAT3 and PGD with the infiltration of several types of immune cells was identified. The decreased expression of LPCAT3 and PGD was both confirmed in OA chondrocytes and IL-1β-induced OA condition.
conclusionsWe identified ferroptosis-related genes LPCAT3 and PGD as potential diagnostic biomarkers for OA, which may offer insight into the role of ferroptosis in OA and provides useful information for the diagnosis and treatment of OA.
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