APOE and Mental deterioration: These age group-based analyses reveal age and APOE4-dependent modulation of EEG peak frequencies, extending prior work on genetic and demographic influences in cognitive decline (Smailovic et al., 2021; Choi et al., 2023; Finley et al., 2023).