Furthermore, the involvement of circMAPK9/miR-140-3p/PPM1A network in RA-FLSs dysfunction was firstly confirmed, implying the significance and clinical expectation of this axis in RA advancement and therapy. Here, PPM1A is linked to rheumatoid arthritis.