Secondly, eight genes associated with RA immune heterogeneity were obtained by fuzzy C-mean clustering and post-tuning XGboost regression model calculations: IFNG, IL7R, CCR7, KLRB1, CXCL9, CXCL13, SELL, and PTPRC. Here, IFNG is linked to rheumatoid arthritis.