In this review, we summarized the signaling pathways involved in the RA pathogenesis, new potential targets, and associated inhibitors, such as MAPK, WNT, PI3K/AKT, SYK, and JAK/STAT pathways, respectively. Here, SOAT1 is linked to rheumatoid arthritis.