This review analyzes the complex modes of action of AE, emphasizing its significant anti-cancer effects by targeting critical signaling pathways like PI3K/Akt, MAPK, and NF-κB, which induce apoptosis and cell cycle arrest, regulate autophagy, and inhibit metastasis. This evidence concerns the gene NFKB1 and cancer.