Clinical disease trajectories that describe neuropsychiatric symptoms were identified using natural language processing for 3,042 brain donors diagnosed with various neurodegenerative disorders. Trajectories revealed distinct temporal patterns that result in the identification of new clinical subtypes, and a subset of misdiagnosed donors.