This study aimed to further investigate the correlation between three effective biomarkers (JUN, SOCS3, CXCL8) and immune infiltrating cells, which play a crucial role in rheumatoid arthritis (RA), specifically in RF-negative pJIA and oJIA. The gene discussed is CXCL8; the disease is rheumatoid arthritis.