Using an AI-driven prediction model and in vitro/in vivo assays, fatty acid synthase inhibitor TVB-2640 is identified as a potential therapeutic agent for disrupting metabolic vulnerability and suppressing NSCLC BMs. Here, FASN is linked to non-small cell lung carcinoma.