Reverse MR identified several reverse causality pairs, indicating that genetically predicted increased risk of RA was associated with higher plasma levels of HAPLN4, FCRL3, and IGSF11, and lower levels of OLFML3 (Supplementary File S1: Table S7). Here, IGSF11 is linked to rheumatoid arthritis.