The identification of two CD4−CD8− double-negative T cell clusters, TCL31 and TCL35, predominantly in SP-RA and characterized by CD161+ and HLA-DR+CD38+TIM-3+ expression respectively, offers critical insights into their diverse immunological roles in SP-RA. Here, HAVCR2 is linked to rheumatoid arthritis.