<b>Conclusions</b>: The findings suggest EMPA-loaded Cs/Fb/PLA NFs as a promising non-invasive, sustained-release buccal delivery platform for AD therapy, offering multimodal neuroprotection through modulation of the Aβ-AGER-p-tau axis. The gene discussed is AGER; the disease is Alzheimer disease.