These findings reveal that the glutamine-glutamate/GABA axis and GLUD2 are pivotal targets for RA immunotherapy with reduced side effects, highlighting the anti-inflammatory effects of TCM in treating RA by regulating glutamine metabolism. Here, GLUD2 is linked to rheumatoid arthritis.