Specifically, NOTCH3+ sublining fibroblasts (matched with mural cells in the RA-cluster), CXCL12+ sublining fibroblast cells, and GZMK+ CD8+ T cells were enriched in JIA, whereas clusters enriched in RA included GZMB+ CD8 T cells. Here, CD8A is linked to juvenile idiopathic arthritis.