In this review, we reviewed the roles of neurotrophins (especially on the BDNF/TrkB signaling) in the CNS neurons and their pathological contribution to the normal aging and age-related cognitive diseases, such as POCD and AD (Figure 2). Here, BDNF is linked to Alzheimer disease.