GCK mitigates AD pathology through dual mechanisms-direct inhibition of Aβ neurotoxicity and indirect regulation of microglial homeostasis-with NF-κB signaling suppression as a core mechanism. The gene discussed is NFKB1; the disease is Alzheimer disease.