• Identified 17 common targets between ferroptosis and rheumatoid arthritis, with EGFR, AR, MAPK8, CDKN1A, and JUN as core targets.
• GO and KEGG enrichment analyses revealed involvement of DNA binding and SMAD2/3 signaling pathways in ferroptosis-mediated RA treatment.
• Natural compounds progesterone, estradiol, and quercetin showed strong molecular docking with core targets, suggesting potential therapeutic agents.
• Bioinformatics approach provides a novel strategy for drug discovery in RA by targeting ferroptosis.
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