Notably, enrichment in Pathways in Cancer and the integrated PI3K-Akt/Ras/MAPK signaling axis highlights alkaloids’ ability to regulate oncogenic proliferation, apoptosis evasion, and metastasis, key mechanisms for chemopreventive strategies. The gene discussed is PIK3CD; the disease is cancer.