Here, we note a significant enrichment in both IL-1B+CCL20+ and SPP1+MT2A+ macrophage clusters across the evolution of RA disease from healthy individuals to IAR and established RA (Fig. 7G, P < 0.05). Here, MT2A is linked to rheumatoid arthritis.