Collectively, these findings demonstrate that FGFR1 functions as a context-dependent tumor suppressor in OC by modulating SIRT3-mediated metabolic reprogramming and histone lactylation, suggesting that targeting the FGFR1-SIRT3 axis may represent a potential therapeutic strategy for ovarian cancer. The gene discussed is FGFR1; the disease is ovarian carcinoma.