In aging and AD model mice, the expression level of neuronal CTSS is significantly elevated in neurons, which increases neuroinflammation and causes cognitive decline via CX3CL1‐CX3CR1 axis and JAK2‐STAT3 pathway. Here, STAT3 is linked to Alzheimer disease.