Flow cytometry analysis revealed that TNF-α treatment significantly decreased apoptosis in RA-FLSs, while USP5 knockdown or 2-DG treatment led to a significant increase in apoptosis (Fig. 2C). The gene discussed is TNF; the disease is rheumatoid arthritis.