<b>Results</b>: Computational analyses suggested that, in RA, macrophage-associated signaling shifts from TNF-related pathways toward SPP1-associated patterns, coinciding with transcriptional features of MMP3<sup>+</sup> fibroblast-like synoviocytes (FLS). Here, SPP1 is linked to rheumatoid arthritis.