Nevertheless, we verified the expression patterns of the key genes in tissue samples of RA patients by comparing with controls and discovered the top three upregulated (FUT7, KCNJ2, TREML2) and downregulated (BIN1, ZFP36, PNPO) key genes. The gene discussed is PNPO; the disease is rheumatoid arthritis.