BALP, BGP, OPG, RANKL were strongly associated with immune inflammation-related proteins and poor SPP in RA patients, which can be used to predict poor SPP in RA patients, although the underlying mechanisms need to be further explored. Here, TNFRSF11B is linked to rheumatoid arthritis.