VGLL3 drives the IRF3-induced IFN-β1 secretion in RA-FLS by inhibiting WWTR1 expression and subsequently promotes the type I IFN signature expression through autocrine IFN-β1 signaling (Fig. 6). This evidence concerns the gene IFNB1 and rheumatoid arthritis.