The expression pattern regarding the top three upregulated (FUT7, KCNJ2, TREML2) and downregulated (BIN1, ZFP36, PNPO) key genes was further verified in the test set (GSE55457, tissue samples) by comparing RA patients against controls. Here, PNPO is linked to rheumatoid arthritis.