SPICE analysis facilitated further visual confirmation of site-specific macrophage phenotypes (Fig. 1C), where we demonstrate, as indicated by the deep red pie segment, that the CD206+CD163+CD40+ macrophage subset is markedly greater in RA synovial tissue compared to fluid (Fig. 1C). Here, CD40 is linked to rheumatoid arthritis.