Building on pharmacological research foundations, this study investigates the neuroprotective effects of GCK through multiple pathways in an in vitro AD model, while comprehensively exploring its multidimensional neuroprotective mechanisms and translational medical value. Here, GCK is linked to Alzheimer disease.