You are currently viewing a new version of our website. To view the old version click .

150 Results Found

  • Article
  • Open Access
5 Citations
3,349 Views
10 Pages

Neurobehavioral Associations with NREM and REM Sleep Architecture in Children with Autism Spectrum Disorder

  • Jennifer Nguyen,
  • Bo Zhang,
  • Ellen Hanson,
  • Dimitrios Mylonas and
  • Kiran Maski

30 August 2022

Objective: Insomnia and daytime behavioral problems are common issues in pediatric autism spectrum disorder (ASD), yet specific underlying relationships with NonRapid Eye Movement sleep (NREM) and Rapid Eye Movement (REM) sleep architecture are under...

  • Review
  • Open Access
13 Citations
4,945 Views
21 Pages

Rapid Eye Movement Sleep during Early Life: A Comprehensive Narrative Review

  • Hai-Lin Chen,
  • Jin-Xian Gao,
  • Yu-Nong Chen,
  • Jun-Fan Xie,
  • Yu-Ping Xie,
  • Karen Spruyt,
  • Jian-Sheng Lin,
  • Yu-Feng Shao and
  • Yi-Ping Hou

The ontogenetic sleep hypothesis suggested that rapid eye movement (REM) sleep is ontogenetically primitive. Namely, REM sleep plays an imperative role in the maturation of the central nervous system. In coincidence with a rapidly developing brain du...

  • Review
  • Open Access
4 Citations
7,599 Views
17 Pages

The original conceptualization of REM sleep as paradoxical sleep was based on its EEG resembling wakefulness and its association with dreaming. Over time, the concept of paradox was expanded to include various associations with REM sleep, such as dre...

  • Article
  • Open Access
15 Citations
9,162 Views
21 Pages

18 November 2021

System-specific brain responses—time-locked to rapid eye movements (REMs) in sleep—are characteristically widespread, with robust and clear activation in the primary visual cortex and other structures involved in multisensory integration. This patter...

  • Article
  • Open Access
4 Citations
2,796 Views
15 Pages

Effect of Obstructive Sleep Apnea during Pregnancy on Fetal Development: Gene Expression Profile of Cord Blood

  • Laura Cànaves-Gómez,
  • Aarne Fleischer,
  • Josep Muncunill-Farreny,
  • María Paloma Gimenez,
  • Ainhoa Álvarez Ruiz De Larrinaga,
  • Andrés Sánchez Baron,
  • Mercedes Codina Marcet,
  • Mónica De-La-Peña,
  • Daniel Morell-Garcia and
  • José Peña Zarza
  • + 3 authors

Obstructive sleep apnea (OSA) is quite prevalent during pregnancy and is associated with adverse perinatal outcomes, but its potential influence on fetal development remains unclear. This study investigated maternal OSA impact on the fetus by analyzi...

  • Article
  • Open Access
1,336 Views
11 Pages

Background/Objectives: Rapid eye movements (REMs) during sleep were initially associated with dreaming, suggesting a relationship between REMs and dream content; however, this hypothesis was questioned by their differences with the REMs during wakefu...

  • Review
  • Open Access
2 Citations
5,036 Views
13 Pages

Methods for REM Sleep Density Analysis: A Scoping Review

  • Tamires Tiemi Kishi,
  • Monica Levy Andersen,
  • Ygor Matos Luciano,
  • Viviane Akemi Kakazu,
  • Sergio Tufik and
  • Gabriel Natan Pires

14 December 2023

Rapid eye movements (REM) sleep density is the parameter proposed to explain the variability in the amount of eye movements during REM sleep. Alterations in REM sleep density have been proposed as a screening criterion for individuals with depression...

  • Article
  • Open Access
7 Citations
3,005 Views
15 Pages

10 May 2022

An acute stressor can cause sleep disruptions. Electroencephalography (EEG) is one of the major tools to measure sleep. In rats, sleep stages are classified as rapid-eye movement (REM) sleep and non-rapid-eye movement (NREM) sleep, by different chara...

  • Review
  • Open Access
5 Citations
6,276 Views
22 Pages

Pedunculopontine Gamma Band Activity and Development

  • Edgar Garcia-Rill,
  • Brennon Luster,
  • Susan Mahaffey,
  • Melanie MacNicol,
  • James R. Hyde,
  • Stasia M. D’Onofrio and
  • Cristy Phillips

3 December 2015

This review highlights the most important discovery in the reticular activating system in the last 10 years, the manifestation of gamma band activity in cells of the reticular activating system (RAS), especially in the pedunculopontine nucleus, which...

  • Article
  • Open Access
17 Citations
11,824 Views
7 Pages

Sleep Stage Classification by a Combination of Actigraphic and Heart Rate Signals

  • Emi Yuda,
  • Yutaka Yoshida,
  • Ryujiro Sasanabe,
  • Haruhito Tanaka,
  • Toshiaki Shiomi and
  • Junichiro Hayano

Although heart rate variability and actigraphic data have been used for sleep-wake or sleep stage classifications, there are few studies on the combined use of them. Recent wearable sensors, however, equip both pulse wave and actigraphic sensors. Thi...

  • Article
  • Open Access
7 Citations
3,654 Views
12 Pages

Evaluation of Sleep Quality in a Disaster Evacuee Environment

  • Hitomi Ogata,
  • Momoko Kayaba,
  • Miki Kaneko,
  • Keiko Ogawa and
  • Ken Kiyono

We aimed to evaluate sleep and sleep-related physiological parameters (heart rate variability and glucose dynamics) among evacuees by experimentally recreating the sleep environment of evacuation shelters and cars. Nine healthy young male subjects pa...

  • Article
  • Open Access
4 Citations
3,704 Views
13 Pages

Sleep Pattern Interference in the Cognitive Performance of Lusitano Horses

  • Ângela P. Barbosa,
  • Tiago M. Oliveira,
  • Pedro Henrique E. Trindade,
  • Sarah R. T. Seidel,
  • Paula K. A. Tokawa,
  • Fernando M. Jaramilo,
  • Neimar V. Roncati and
  • Raquel Y. A. Baccarin

21 January 2024

Like most mammalian, polyphasic sleep, equine sleep can be divided into two phases: the REM (rapid eye movement) phase and the NREM (non-rapid eye movement) phase. For this study, a randomized crossover experiment was conducted using ten purebred Lus...

  • Article
  • Open Access
8 Citations
5,276 Views
24 Pages

23 October 2020

Sleep is essential for the survival of most living beings. Numerous researchers have identified a series of genes that are thought to regulate “sleep-state” or the “deprived state”. As sleep has a significant effect on physiol...

  • Article
  • Open Access
6 Citations
3,871 Views
22 Pages

Acute or Chronic Exposure to Corticosterone Promotes Wakefulness in Mice

  • Zhen Yao,
  • Bei-Xuan Zhang,
  • Hui Chen,
  • Xiao-Wei Jiang,
  • Wei-Min Qu and
  • Zhi-Li Huang

18 October 2023

Elevated glucocorticoid levels triggered by stress potentially contribute to sleep disturbances in stress-induced depression. However, sleep changes in response to elevated corticosterone (CORT), the major glucocorticoid in rodents, remain unclear. H...

  • Article
  • Open Access
6 Citations
3,490 Views
17 Pages

Sleep disturbances, a debilitating symptom of Alzheimer’s disease (AD), are associated with neuropathological changes. However, the relationship between these disturbances and regional neuron and astrocyte pathologies remains unclear. This stud...

  • Article
  • Open Access
2 Citations
2,967 Views
11 Pages

A Study on REM Sleep Homeostasis in the Day-Active Tree Shrew (Tupaia belangeri): Cold-Induced Suppression of REM Sleep Is Not Followed by a Rebound

  • Sjoerd J. van Hasselt,
  • Luisa Epifani,
  • Danique Zantinge,
  • Kornelija Vitkute,
  • Martien J. H. Kas,
  • Giancarlo Allocca and
  • Peter Meerlo

18 April 2023

The function and regulation of rapid-eye-movement (REM) sleep is a topic of ongoing debate. It is often assumed that REM sleep is a homeostatically regulated process and that a need for REM sleep builds up, either during prior wakefulness or during p...

  • Review
  • Open Access
1,792 Views
22 Pages

With positron emission tomography followed by functional magnetic resonance imaging (fMRI), we demonstrated that rapid eye movements (REMs) in sleep are saccades that scan dream imagery. The brain “sees” essentially the same way while awa...

  • Article
  • Open Access
3 Citations
2,747 Views
13 Pages

19 November 2021

123I-metaiodobenzylguanidine (MIBG) cardiac scintigraphy was performed to assess cardiac autonomic dysfunction and demonstrate its correlation with clinical and polysomnographic characteristics in patients with isolated rapid eye movement (REM) sleep...

  • Article
  • Open Access
12 Citations
4,328 Views
11 Pages

Insomnia as a Symptom of Rapid Eye Movement-Related Obstructive Sleep Apnea

  • Tetsuro Hoshino,
  • Ryujiro Sasanabe,
  • Kenta Murotani,
  • Reiko Hori,
  • Mamiko Mano,
  • Atsuhiko Nomura,
  • Noriyuki Konishi,
  • Masayo Baku,
  • Aki Arita and
  • Wojciech Kuczynski
  • + 1 author

11 June 2020

Rapid eye movement (REM)-related obstructive sleep apnea (OSA), a polysomnographic phenotype that affects 12–36% of OSA patients, is defined by apnea and hypopnea events that predominantly or exclusively occur during REM sleep. Recent studies i...

  • Article
  • Open Access
5 Citations
2,794 Views
9 Pages

Does REM Sleep-Dependent Obstructive Sleep Apnea Have Clinical Significance?

  • Seung Cheol Lee,
  • Doh-Eui Kim,
  • Young Hwangbo,
  • Mei Ling Song,
  • Kwang Ik Yang and
  • Yong Won Cho

(1) Background: The clinical significance of rapid eye movement (REM) sleep-dependent obstructive sleep apnea (OSA) remains controversial because various criteria have been used to describe it. This study determined the clinical significance of REM-O...

  • Article
  • Open Access
7 Citations
3,988 Views
14 Pages

Unsupervised Detection of Multiple Sleep Stages Using a Single FMCW Radar

  • Young-Keun Yoo,
  • Chae-Won Jung and
  • Hyun-Chool Shin

31 March 2023

The paper proposes a unsupervised method for detecting the three stages of sleep—wake, rapid eye movement (REM) sleep, and non-REM sleep—using biosignals obtained from a 61 GHz single frequency modulated continuous wave (FMCW) radar. To d...

  • Review
  • Open Access
11 Citations
5,815 Views
14 Pages

21 February 2023

Rapid eye movements (REMs), an expression of REM sleep phasic activity, occur against a stable background of cortical desynchronization and the absence of axial tone. The significance of REMs during the sleep period was initially attributed to the me...

  • Article
  • Open Access
3 Citations
3,223 Views
11 Pages

(1) Background: The human gut microbiome may regulate sleep through the gut–brain axis. However, the sleep-promoting effects of gut microbiota remain unclear. (2) Methods: We obtained sleep–wake profiles from 25 rats receiving P. histicol...

  • Article
  • Open Access
3 Citations
3,066 Views
14 Pages

No studies have looked at the effects of cumulative sleep restriction (CSR) on sleep architecture or the power spectrum of sleep EEG (electroencephalogram) in school-age children, as recorded by PSG (polysomnography). This is true for both typically...

  • Article
  • Open Access
19 Citations
4,888 Views
14 Pages

(1) Background: An unresolved phenomenon of insomnia disorder is a discrepancy between objectively measured sleep and subjective complaints. It has been shown that rapid eye movement (REM) sleep might be especially vulnerable to an altered perception...

  • Article
  • Open Access
2,517 Views
14 Pages

Isolated Rem Sleep Behavior Disorder: A Model to Assess the Overnight Habituation of Emotional Reactivity

  • Caterina Leitner,
  • Viviana Greco,
  • Francesca Casoni,
  • Penelope A. Lewis,
  • Luigi Ferini-Strambi and
  • Andrea Galbiati

(1) Background: Phasic events in rapid eye movement (REM) sleep are a core feature of isolated REM behavior disorder (iRBD), which is often associated with emotion dysregulation. This study explores the relationship between sleep and the overnight ha...

  • Article
  • Open Access
3 Citations
2,145 Views
14 Pages

29 March 2024

Birds have an electrophysiological sleep state that resembles mammalian rapid-eye-movement (REM) sleep. However, whether its regulation and function are similar is unclear. In the current experiment, we studied REM sleep regulation in jackdaws (Coloe...

  • Article
  • Open Access
4,624 Views
15 Pages

Assessing REM Sleep as a Biomarker for Depression Using Consumer Wearables

  • Roland Stretea,
  • Zaki Milhem,
  • Vadim Fîntînari,
  • Cătălina Angela Crișan,
  • Alexandru Stan,
  • Dumitru Petreuș and
  • Ioana Valentina Micluția

1 October 2025

Background: Rapid-eye-movement (REM) sleep disinhibition—shorter REM latency and a larger nightly REM fraction—is a well-described laboratory correlate of major depression. Whether the same pattern can be captured efficiently with consume...

  • Article
  • Open Access
29 Citations
6,030 Views
14 Pages

Entropy Analysis of Heart Rate Variability in Different Sleep Stages

  • Chang Yan,
  • Peng Li,
  • Meicheng Yang,
  • Yang Li,
  • Jianqing Li,
  • Hongxing Zhang and
  • Chengyu Liu

8 March 2022

How the complexity or irregularity of heart rate variability (HRV) changes across different sleep stages and the importance of these features in sleep staging are not fully understood. This study aimed to investigate the complexity or irregularity of...

  • Review
  • Open Access
12 Citations
9,093 Views
13 Pages

16 December 2022

Immune function and sleep are two normal physiological processes to protect the living organism from falling sick. There is hardly any disease in which they remain unaffected, though the quantum of effect may differ. Therefore, we propose the existen...

  • Article
  • Open Access
6 Citations
8,629 Views
17 Pages

Background: Caffeine is a central nervous system stimulant that influences both the sleep–wake cycle and the circadian clock and is known to influence neuronal activity in the lateral hypothalamus, an important area involved in sleep–wake...

  • Article
  • Open Access
4 Citations
3,361 Views
10 Pages

The Relationship between Sleep Parameters Measured by Polysomnography and Selected Neurotrophic Factors

  • Marcin Sochal,
  • Agata Binienda,
  • Aleksandra Tarasiuk,
  • Agata Gabryelska,
  • Piotr Białasiewicz,
  • Marta Ditmer,
  • Szymon Turkiewicz,
  • Filip Franciszek Karuga,
  • Jakub Fichna and
  • Adam Wysokiński

3 February 2024

Background: The molecular underpinnings of insufficient sleep remain underexplored, with disruptions in the neurotrophic signaling pathway emerging as a potential explanation. Neurotrophins (NTs), including brain-derived neurotrophic factor (BDNF), n...

  • Article
  • Open Access
5 Citations
3,472 Views
19 Pages

Chaperone Hsp70 (HSPA1) Is Involved in the Molecular Mechanisms of Sleep Cycle Integration

  • Valentina V. Simonova,
  • Mikhail A. Guzeev,
  • Irina V. Ekimova and
  • Yuri F. Pastukhov

The molecular mechanisms of sleep cycle integration at the beginning and the end of the inactive period are not clear. Sleep cycles with a predominance of deep slow-wave sleep (SWS) seem to be associated with accelerated protein synthesis in the brai...

  • Article
  • Open Access
1 Citations
2,887 Views
11 Pages

Effects of Continuous Positive Airway Pressure Therapy on Nocturnal Blood Pressure Fluctuation Patterns in Patients with Obstructive Sleep Apnea

  • Hajime Kumagai,
  • Hiroyuki Sawatari,
  • Tetsuro Hoshino,
  • Noriyuki Konishi,
  • Yuka Kiyohara,
  • Kengo Kawaguchi,
  • Yoko Murase,
  • Ayako Urabe,
  • Aki Arita and
  • Toshiaki Shiomi

This retrospective study was designed to evaluate the effects of continuous positive airway pressure (CPAP) therapy, a well-established treatment for obstructive sleep apnea (OSA), on nocturnal blood pressure fluctuations (NBPFs) during rapid eye mov...

  • Article
  • Open Access
12 Citations
3,197 Views
12 Pages

Lithium Treatment Improves Cardiac Dysfunction in Rats Deprived of Rapid Eye Movement Sleep

  • Pao-Huan Chen,
  • Cheng-Chih Chung,
  • Shuen-Hsin Liu,
  • Yu-Hsun Kao and
  • Yi-Jen Chen

23 September 2022

Rapid eye movement (REM) sleep deprivation triggers mania and induces cardiac fibrosis. Beyond neuroprotection, lithium has cardioprotective potential and antifibrotic activity. This study investigated whether lithium improved REM sleep deprivation-i...

  • Article
  • Open Access
11 Citations
3,937 Views
19 Pages

Sleep/Wake Behavior and EEG Signatures of the TgF344-AD Rat Model at the Prodromal Stage

  • Matthias Kreuzer,
  • Glenda L. Keating,
  • Thomas Fenzl,
  • Lorenz Härtner,
  • Christopher G. Sinon,
  • Ihab Hajjar,
  • Vincent Ciavatta,
  • David B. Rye and
  • Paul S. García

5 December 2020

Transgenic modification of the two most common genes (APPsw, PS1ΔE9) related to familial Alzheimer’s disease (AD) in rats has produced a rodent model that develops pathognomonic signs of AD without genetic tau-protein modification. We use...

  • Article
  • Open Access
5 Citations
2,957 Views
14 Pages

MicroRNAs in Basolateral Amygdala Associated with Stress and Fear Memories Regulate Rapid Eye Movement Sleep in Rats

  • Nagaraja S. Balakathiresan,
  • Manish Bhomia,
  • Min Zhai,
  • Brook L. W. Sweeten,
  • Laurie L. Wellman,
  • Larry D. Sanford and
  • Barbara Knollmann-Ritschel

Stress-related sleep disturbances are distressing clinical symptoms in posttraumatic stress disorder patients. Intensely stressful events and their memories change rapid eye movement (REM) sleep in animal models. REM sleep varies with individual diff...

  • Review
  • Open Access
7 Citations
6,784 Views
15 Pages

The Ponto-Geniculo-Occipital (PGO) Waves in Dreaming: An Overview

  • Jin-Xian Gao,
  • Guizhong Yan,
  • Xin-Xuan Li,
  • Jun-Fan Xie,
  • Karen Spruyt,
  • Yu-Feng Shao and
  • Yi-Ping Hou

20 September 2023

Rapid eye movement (REM) sleep is the main sleep correlate of dreaming. Ponto-geniculo-occipital (PGO) waves are a signature of REM sleep. They represent the physiological mechanism of REM sleep that specifically limits the processing of external inf...

  • Article
  • Open Access
11 Citations
6,229 Views
19 Pages

Estimating Sleep Stages Using a Head Acceleration Sensor

  • Motoki Yoshihi,
  • Shima Okada,
  • Tianyi Wang,
  • Toshihiro Kitajima and
  • Masaaki Makikawa

1 February 2021

Sleep disruption from causes, such as changes in lifestyle, stress from aging, family issues, or life pressures are a growing phenomenon that can lead to serious health problems. As such, sleep disorders need to be identified and addressed early on....

  • Review
  • Open Access
28 Citations
13,307 Views
11 Pages

The Co-Occurrence of Sexsomnia, Sleep Bruxism and Other Sleep Disorders

  • Helena Martynowicz,
  • Joanna Smardz,
  • Tomasz Wieczorek,
  • Grzegorz Mazur,
  • Rafal Poreba,
  • Robert Skomro,
  • Marek Zietek,
  • Anna Wojakowska,
  • Monika Michalek and
  • Mieszko Wieckiewicz

23 August 2018

Background: Sleep sex also known as sexsomnia or somnambulistic sexual behavior is proposed to be classified as NREM (non-rapid eye movement) parasomnia (as a clinical subtype of disorders of arousal from NREM sleep—primarily confusional arousals or...

  • Feature Paper
  • Article
  • Open Access
42 Citations
10,036 Views
18 Pages

REM-Enriched Naps Are Associated with Memory Consolidation for Sad Stories and Enhance Mood-Related Reactivity

  • Médhi Gilson,
  • Gaétane Deliens,
  • Rachel Leproult,
  • Alice Bodart,
  • Antoine Nonclercq,
  • Rudy Ercek and
  • Philippe Peigneux

29 December 2015

Emerging evidence suggests that emotion and affect modulate the relation between sleep and cognition. In the present study, we investigated the role of rapid-eye movement (REM) sleep in mood regulation and memory consolidation for sad stories. In a c...

  • Article
  • Open Access
1 Citations
12,451 Views
8 Pages

Effect of Earthing Mats on Sleep Quality in Rats

  • Minsook Ye,
  • Woojin Jeong,
  • Hyo-jeong Yu,
  • Kyu-ri Kim,
  • Sung Ja Rhie,
  • Yongsuk Kim,
  • Jiyoun Kim and
  • Insop Shim

10 September 2024

Grounding, a therapeutic technique involving direct contact with the earth, has been proposed by various studies to potentially have beneficial effects on pressure, sleep quality, stress, inflammation, and mood. However, the scientific evidence suppo...

  • Article
  • Open Access
36 Citations
5,549 Views
9 Pages

Impact of Gender and Age on Rapid Eye Movement-Related Obstructive Sleep Apnea: A Clinical Study of 3234 Japanese OSA Patients

  • Mamiko Mano,
  • Tetsuro Hoshino,
  • Ryujiro Sasanabe,
  • Kenta Murotani,
  • Atsuhiko Nomura,
  • Reiko Hori,
  • Noriyuki Konishi,
  • Masayo Baku and
  • Toshiaki Shiomi

Rapid eye movement (REM)-related obstructive sleep apnea (OSA) is characterized by apnea and hypopnea events due to airway collapse occurring predominantly or exclusively during REM sleep. Previous studies have reported that REM-related OSA occurs mo...

  • Review
  • Open Access
10 Citations
5,387 Views
23 Pages

Exploring Astrocyte-Mediated Mechanisms in Sleep Disorders and Comorbidity

  • Yujuan Li,
  • Mengxin Que,
  • Xuan Wang,
  • Gaofeng Zhan,
  • Zhiqiang Zhou,
  • Xiaoxiao Luo and
  • Shiyong Li

Astrocytes, the most abundant cells in the brain, are integral to sleep regulation. In the context of a healthy neural environment, these glial cells exert a profound influence on the sleep-wake cycle, modulating both rapid eye movement (REM) and non...

  • Article
  • Open Access
8 Citations
4,355 Views
11 Pages

Oral Administration of Armillaria mellea Mycelia Promotes Non-Rapid Eye Movement and Rapid Eye Movement Sleep in Rats

  • I-Chen Li,
  • Ting-Wei Lin,
  • Tung-Yen Lee,
  • Yun Lo,
  • Yih-Min Jiang,
  • Yu-Hsuan Kuo,
  • Chin-Chu Chen and
  • Fang-Chia Chang

10 May 2021

The present study aimed to explore whether water and ethanol extracts of Armillaria mellea mycelia produce sedative and hypnotic effects in rats. Male Sprague–Dawley rats were surgically implanted with two electroencephalogram electrodes on the skull...

  • Review
  • Open Access
14 Citations
9,878 Views
20 Pages

REM-OSA as a Tool to Understand Both the Architecture of Sleep and Pathogenesis of Sleep Apnea—Literature Review

  • Filip Franciszek Karuga,
  • Piotr Kaczmarski,
  • Piotr Białasiewicz,
  • Bartosz Szmyd,
  • Julia Jaromirska,
  • Filip Grzybowski,
  • Piotr Gebuza,
  • Marcin Sochal and
  • Agata Gabryelska

12 September 2023

Sleep is a complex physiological state, which can be divided into the non-rapid eye movement (NREM) phase and the REM phase. Both have some unique features and functions. This difference is best visible in electroencephalography recordings, respirato...

  • Review
  • Open Access
10 Citations
11,283 Views
25 Pages

Awake or Sleeping? Maybe Both… A Review of Sleep-Related Dissociative States

  • Maria Eduarda Sodré,
  • Isabel Wießner,
  • Muna Irfan,
  • Carlos H. Schenck and
  • Sergio A. Mota-Rolim

6 June 2023

Recent studies have begun to understand sleep not only as a whole-brain process but also as a complex local phenomenon controlled by specific neurotransmitters that act in different neural networks, which is called “local sleep”. Moreover...

  • Article
  • Open Access
1 Citations
3,389 Views
12 Pages

Validation of Visually Identified Muscle Potentials during Human Sleep Using High Frequency/Low Frequency Spectral Power Ratios

  • Mo H. Modarres,
  • Jonathan E. Elliott,
  • Kristianna B. Weymann,
  • Dennis Pleshakov,
  • Donald L. Bliwise and
  • Miranda M. Lim

22 December 2021

Surface electromyography (EMG), typically recorded from muscle groups such as the mentalis (chin/mentum) and anterior tibialis (lower leg/crus), is often performed in human subjects undergoing overnight polysomnography. Such signals have great import...

  • Article
  • Open Access
3 Citations
2,388 Views
20 Pages

REM Sleep Stage Identification with Raw Single-Channel EEG

  • Gabriel Toban,
  • Khem Poudel and
  • Don Hong

This paper focused on creating an interpretable model for automatic rapid eye movement (REM) and non-REM sleep stage scoring for a single-channel electroencephalogram (EEG). Many methods attempt to extract meaningful information to provide to a learn...

of 3