ArticleClinical rheumatology2025
Rheumatoid arthritis and gliostatin: a two-sample Mendelian randomization analysis and RT-PCR validation.
Article in Clinical rheumatology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
2 citing papers in PubMed.
- Research Progress of Cuproptosis in Orthopaedics: Opportunities and Challenges.Journal of cellular and molecular medicine · 2026Review
- FOXC1-ATP7A Axis Activates PI3K/AKT Signaling to Suppress Cuproptosis and Drive Fibroblast Pathogenesis in Rheumatoid Arthritis.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026Article
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Authors and funding
5 authors.
Funding
Abstract
backgroundRheumatoid arthritis (RA) is a chronic systemic autoimmune disease of unknown etiology. Cuproptosis, a novel form of cell death, is characterized by cytotoxicity originating from copper ions. To date, the relationship between cuproptosis-related gene gliostatin (GLS) and RA.
methodsAll raw data were retrieved from the Gene Expression Omnibus (GEO) public database. The expression level of genes between RA and healthy samples was evaluated to identify differentially expressed genes. Then, LASSO regression was used to screen disease signature genes, and a nomogram was constructed based on five hub genes to predict disease scores. Validation experiments were performed using quantitative real-time PCR (qRT-PCR) to detect the most significant CRGs. Finally, the causal relationship between GLS and RA was analyzed through Mendelian randomization methodology.
resultsFive differentially expressed CRGs (NLRP3, ATP7A, MTF1, GLS, and DBT) were identified between normal and RA samples, all of which were validated as disease-specific genes through LASSO regression analysis. Meanwhile, the nomogram demonstrated a positive correlation between RA and the expression of GLS. Furthermore, q-PCR revealed that the expression level of GLS was higher in RA patients compared to those in the control group. Taken together, a causal relationship between GLS and RA was corroborated through Mendelian randomization.
conclusionGLS, a cuproptosis-related gene, is closely associated with RA and plays a significant role in its diagnosis. Key Points • The causal relationship between GLS and RA is proved by Mendelian randomization.
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