Nature Communications (Feb 2022)
Quantifying arousal and awareness in altered states of consciousness using interpretable deep learning
- Minji Lee,
- Leandro R. D. Sanz,
- Alice Barra,
- Audrey Wolff,
- Jaakko O. Nieminen,
- Melanie Boly,
- Mario Rosanova,
- Silvia Casarotto,
- Olivier Bodart,
- Jitka Annen,
- Aurore Thibaut,
- Rajanikant Panda,
- Vincent Bonhomme,
- Marcello Massimini,
- Giulio Tononi,
- Steven Laureys,
- Olivia Gosseries,
- Seong-Whan Lee
Affiliations
- Minji Lee
- Department of Brain and Cognitive Engineering, Korea University
- Leandro R. D. Sanz
- Coma Science Group, GIGA-Consciousness, GIGA Research Center, University of Liège
- Alice Barra
- Coma Science Group, GIGA-Consciousness, GIGA Research Center, University of Liège
- Audrey Wolff
- Coma Science Group, GIGA-Consciousness, GIGA Research Center, University of Liège
- Jaakko O. Nieminen
- Wisconsin Institute for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin
- Melanie Boly
- Wisconsin Institute for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin
- Mario Rosanova
- Department of Biomedical and Clinical Sciences “L. Sacco”, University of Milan
- Silvia Casarotto
- Department of Biomedical and Clinical Sciences “L. Sacco”, University of Milan
- Olivier Bodart
- Coma Science Group, GIGA-Consciousness, GIGA Research Center, University of Liège
- Jitka Annen
- Coma Science Group, GIGA-Consciousness, GIGA Research Center, University of Liège
- Aurore Thibaut
- Coma Science Group, GIGA-Consciousness, GIGA Research Center, University of Liège
- Rajanikant Panda
- Coma Science Group, GIGA-Consciousness, GIGA Research Center, University of Liège
- Vincent Bonhomme
- Department of Anesthesia and Intensive Care Medicine, University Hospital of Liège
- Marcello Massimini
- Department of Biomedical and Clinical Sciences “L. Sacco”, University of Milan
- Giulio Tononi
- Wisconsin Institute for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin
- Steven Laureys
- Coma Science Group, GIGA-Consciousness, GIGA Research Center, University of Liège
- Olivia Gosseries
- Coma Science Group, GIGA-Consciousness, GIGA Research Center, University of Liège
- Seong-Whan Lee
- Department of Artificial Intelligence, Korea University
- DOI
- https://doi.org/10.1038/s41467-022-28451-0
- Journal volume & issue
-
Vol. 13,
no. 1
pp. 1 – 14
Abstract
The authors propose an explainable consciousness indicator using deep learning to quantify arousal and awareness under sleep, anesthesia, and in patients with disorders of consciousness.
