The results showed that the levels of CD8 + T cells, memory B cells, B cells and others were significantly upregulated in the synovial tissue of RA patients, while the levels of adipocytes, fibroblasts, NKT cells and others were significantly downregulated. The gene discussed is CD8A; the disease is rheumatoid arthritis.