In summary, our study integrated relatively large sample size data to uncover the transcriptomic diversities between normal and RA synovial tissue and identified 4 essential genes (LCK, MS4A1, CXCL13, IGHM) by bioinformatics analysis. Here, MS4A1 is linked to rheumatoid arthritis.