Cell and Developmental Biology Commons^™

Expert And Crowd-Sourced Validation Of An Individualized Sleep Spindle Detection Method Employing Complex Demodulation And Individualized Normalization, Laura B. Ray, Stephane Sockeel, Melissa Soon, Arnaud Bore, Ayako Myhr, Bobby Stojanoski, Rhodri Cusack, Adrian M. Owen, Julien Doyon, Stuart M. Fogel

Anatomy and Cell Biology Publications

A spindle detection method was developed that: (1) extracts the signal of interest (i.e., spindle-related phasic changes in sigma) relative to ongoing "background" sigma activity using complex demodulation, (2) accounts for variations of spindle characteristics across the night, scalp derivations and between individuals, and (3) employs a minimum number of sometimes arbitrary, user-defined parameters. Complex demodulation was used to extract instantaneous power in the spindle band. To account for intra- and inter individual differences, the signal was z-score transformed using a 60 s sliding window, per channel, over the course of the recording. Spindle events were detected with a z-score …