Additionally, key genes such as IL2RA and CD247, linked with risk genes PTPN22, PTPN2, and RUNX1, are consistently implicated across multiple conditions, including RA, lupus erythematosus, B-cell lymphomas, and autoimmune diseases. This evidence concerns the gene RUNX1 and rheumatoid arthritis.