Alzheimer’s disease linked to glutamatergic hyperexcitability in RNAseq analysis of ~2,000 human brains. Amyloid beta increases neuronal calcium influx, promoting heightened excitatory network activation across species. Reducing key network genes suppresses neurodegeneration in Drosophila.