These shared macrophage clusters of RA/COVID-19 are also characterized by their cluster-unique mediators, SPP1 (CD48+SPP1+ cluster) and S100A12 (CD48hiS100A12+cluster; ref. 19). Here, SPP1 is linked to rheumatoid arthritis.