In the present study, we employed a single-cell multi-omics approach to investigate the phenotypic and transcriptomic responses of peripheral blood dendritic cells from healthy individuals and patients with RA following TNF stimulation, with a particular focus on how TNF receptor expression profiles modulate dendritic cell activation. The gene discussed is TNF; the disease is rheumatoid arthritis.