Automated preprocessing and phase-amplitude coupling analysis of scalp EEG discriminates infantile spasms from controls during wakefulness

•Without preprocessing, delta-gamma modulation index during the awake state did not distinguish patients from normal controls.•Preprocessing enabled robust classification between patients and normal controls during the awake state.•The sleep-state data showed near-perfect classification between cases and controls, with or without preprocessing.