Although we systematically analyzed the association between FAM regulators and immune cell infiltration, and preliminarily validated the expression of key FAM-related genes through in vitro transcriptomic validation, the precise molecular mechanisms by which these regulators modulate RA progression remain to be elucidated. Here, USP9X is linked to rheumatoid arthritis.