In comparison, treatment naïve and active RA had increased proportions of MerTK- CD48- SPP1+ and MerTK- CD48- S100A12+ clusters which showed a pro-inflammatory transcriptome phenotype. The gene discussed is CD48; the disease is rheumatoid arthritis.