Using single-cell multi-omics analysis, we identified the activation of transcriptional programs in RA patients following TNF stimulation that are associated with antigen presentation (CD83, LAMP3), migration to lymphoid tissues (CCR7, ADAM19), and the production of pro-inflammatory mediators (TRAF1, IL24, ANXA1). This evidence concerns the gene CCR7 and rheumatoid arthritis.