We then screened out DEGs between RA and normal tissues, and the DEGs were annotated into several novel immune-related signatures in addition to the classic RA pathway, such as the activation of chemokines, Th1, 2, 17 cell differentiation, and inhibition of tyrosine metabolism, insulin, calcium, and AMPK signaling pathways. Here, INS is linked to rheumatoid arthritis.