In ACPA- RA, we observed several specific abnormalities in the synovial membrane (Supplementary Table 3), including significant upregulation of CCL13, CCL18 expression in B, DC, and macrophage subsets, and upregulation of MMP3 expression in DC, macrophage, and T cells subsets, respectively. This evidence concerns the gene MMP3 and rheumatoid arthritis.