Ontology highlight
ABSTRACT:
SUBMITTER: Sun H
PROVIDER: S-EPMC7355395 | biostudies-literature | 2020 Jul
REPOSITORIES: biostudies-literature
Sun Haoqi H Ganglberger Wolfgang W Panneerselvam Ezhil E Leone Michael J MJ Quadri Syed A SA Goparaju Balaji B Tesh Ryan A RA Akeju Oluwaseun O Thomas Robert J RJ Westover M Brandon MB
Sleep 20200701 7
<h4>Study objectives</h4>Sleep is reflected not only in the electroencephalogram but also in heart rhythms and breathing patterns. We hypothesized that it is possible to accurately stage sleep based on the electrocardiogram (ECG) and respiratory signals.<h4>Methods</h4>Using a dataset including 8682 polysomnograms, we develop deep neural networks to stage sleep from ECG and respiratory signals. Five deep neural networks consisting of convolutional networks and long- and short-term memory network ...[more]