In conclusion, through comprehensive bioinformatics analysis and multiple machine learning methods, this study successfully identified and validated GPX3 and MYC as two key genes related to gut microbial metabolism and ferroptosis in RA progression. This evidence concerns the gene GPX3 and rheumatoid arthritis.