The associations between circulating levels of six proteins, including CFB, CREB3L4, HLA-DQA2, LRPAP1, TFF3 and USP25, and RA were significant in weighted median, IVW, MR-Egger or MR-PRESSO analyses (Table 3). This evidence concerns the gene CREB3L4 and rheumatoid arthritis.