Recent RNA-seq studies of synovium in established, long-standing RA have identified novel cell populations including PD-1 high TPH cells (Rao et al., 2017) and distinct fibroblast subsets (Mizoguchi et al., 2018). This evidence concerns the gene PDCD1 and rheumatoid arthritis.