Furthermore, our analysis revealed several pathogenic cell populations that are shared with adult-onset inflammatory arthritis, as well as age-associated differences in tissue vascularity, prominence of innate immunity and enrichment of TGF-β-responsive stromal subsets that upregulate expression of disease risk-associated genes. This evidence concerns the gene TGFB1 and Adult onset.