To extend this work, RNA-seq and ATAC-seq of resting and TNF-stimulated FLS derived from 3 anatomical location in patients with RA were conducted to evaluate the FLS states in the stable and inflammatory contexts. Here, TNF is linked to rheumatoid arthritis.