Neurobiology of Sleep and Circadian Rhythms最新文献

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A review of the current state of knowledge on sex differences in sleep and circadian phenotypes in rodents 啮齿类动物睡眠和昼夜节律表型的性别差异研究现状综述
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-11-01 DOI: 10.1016/j.nbscr.2021.100068
Rama Dib , Nicole J. Gervais , Valérie Mongrain
{"title":"A review of the current state of knowledge on sex differences in sleep and circadian phenotypes in rodents","authors":"Rama Dib ,&nbsp;Nicole J. Gervais ,&nbsp;Valérie Mongrain","doi":"10.1016/j.nbscr.2021.100068","DOIUrl":"10.1016/j.nbscr.2021.100068","url":null,"abstract":"<div><p>Sleep is a vital part of our lives as it is required to maintain health and optimal cognition. In humans, sex differences are relatively well-established for many sleep phenotypes. However, precise differences in sleep phenotypes between male and female rodents are less documented. The main goal of this article is to review sex differences in sleep architecture and electroencephalographic (EEG) activity during wakefulness and sleep in rodents. The effects of acute sleep deprivation on sleep duration and EEG activity in male and female rodents will also be covered, in addition to sex differences in specific circadian phenotypes. When possible, the contribution of the female estrous cycle to the observed differences between males and females will be described. In general, male rodents spend more time in non-rapid eye movement sleep (NREMS) in comparison to females, while other differences between sexes in sleep phenotypes are species- and estrous cycle phase-dependent. Altogether, the review illustrates the need for a sex-based perspective in basic sleep and circadian research, including the consideration of sex chromosomes and gonadal hormones in sleep and circadian phenotypes.</p></div>","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"11 ","pages":"Article 100068"},"PeriodicalIF":0.0,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100068","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39046237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 20
Rapid eye movement (REM) sleep microarchitecture is altered in patients with wake-up ischemic stroke: A polysomnographic study 唤醒性缺血性卒中患者的快速眼动睡眠微结构改变:一项多导睡眠图研究
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-11-01 DOI: 10.1016/j.nbscr.2021.100069
Jaidaa Mekky, Osama El-Kholy, Eman Hamdy, Akram Fawzy
{"title":"Rapid eye movement (REM) sleep microarchitecture is altered in patients with wake-up ischemic stroke: A polysomnographic study","authors":"Jaidaa Mekky,&nbsp;Osama El-Kholy,&nbsp;Eman Hamdy,&nbsp;Akram Fawzy","doi":"10.1016/j.nbscr.2021.100069","DOIUrl":"10.1016/j.nbscr.2021.100069","url":null,"abstract":"<div><p>It is well established that certain alteration of sleep disorders occur in patients with wake-up stroke (WUS) such as sleep disordered breathing, periodic limb movements and sleep duration. However, the data are lacking about the microarchitecture of different sleep stages among those patients.</p></div><div><h3>Aim of work</h3><p>To compare the polysomnographic microarchitecture of rapid eye movement (REM) sleep between WUS and daytime stroke (DTS).</p></div><div><h3>Methods</h3><p>A cross-sectional polysomnographic study was conducted on 20 patients with WUS and 20 patients with DTS, with analysis of REM sleep microarchitecture in specific.</p></div><div><h3>Results</h3><p>Patients with WUS had significantly shorter REM stage (11.76 ± 5.48% in WUS versus 16.59 ± 5.33% in DTS, P = 0.008), longer early morning REM was (25.70 ± 13.13 min in WUS versus 4.15 ± 4.69 min in DTS, P=&lt;0.001), higher apnea-hypopnea index (AHI) during REM (6.29 ± 10.18 in WUS versus 1.10 ± 4.57 in DTS, P = 0.009), and lower mean Oxygen saturation during REM (92.70 ± 3.63 WUS versus 95.45 ± 1.35 DTS, P = 0.012). The OR of early morning REM duration was 1.8 (CI 1.099–3.130, p = 0.021) for WUS.</p></div><div><h3>Conclusion</h3><p>The microarchitecture of REM sleep is disrupted in patients with wake-up stroke.</p></div>","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"11 ","pages":"Article 100069"},"PeriodicalIF":0.0,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100069","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39181958","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Chronic methamphetamine uncovers a circadian rhythm in multiple-unit neural activity in the dorsal striatum which is independent of the suprachiasmatic nucleus 慢性甲基苯丙胺揭示了背纹状体中独立于视交叉上核的多单元神经活动的昼夜节律
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-11-01 DOI: 10.1016/j.nbscr.2021.100070
Shota Miyazaki , Yu Tahara , Christopher S. Colwell , Gene D. Block , Wataru Nakamura , Takahiro J. Nakamura
{"title":"Chronic methamphetamine uncovers a circadian rhythm in multiple-unit neural activity in the dorsal striatum which is independent of the suprachiasmatic nucleus","authors":"Shota Miyazaki ,&nbsp;Yu Tahara ,&nbsp;Christopher S. Colwell ,&nbsp;Gene D. Block ,&nbsp;Wataru Nakamura ,&nbsp;Takahiro J. Nakamura","doi":"10.1016/j.nbscr.2021.100070","DOIUrl":"10.1016/j.nbscr.2021.100070","url":null,"abstract":"<div><p>The dorsal striatum forms part of the basal ganglia circuit that is a major regulator of voluntary motor behavior. Dysfunction in this circuit is a critical factor in the pathology of neurological (Parkinson's and Huntington's disease) as well as psychiatric disorders. In this study, we employed <em>in vivo</em> real-time monitoring of multiple unit neural activity (MUA) in the dorsal striatum of freely moving mice. We demonstrate that the striatum exhibits robust diurnal and circadian rhythms in MUA that peak in the night. These rhythms are dependent upon the central circadian clock located in the suprachiasmatic nucleus (SCN) as lesions of this structure caused the loss of rhythmicity measured in the striatum. Nonetheless, chronic treatment of methamphetamine (METH) makes circadian rhythms appear in MUA recorded from the striatum of SCN-lesioned mice. These data demonstrate that the physiological properties of neurons in the dorsal striatum are regulated by the circadian system and that METH drives circadian rhythms in striatal physiology in the absence of the SCN. The finding of SCN-driven circadian rhythms in striatal physiology has important implications for an understanding of the temporal regulation of motor control as well as revealing how disease processes may disrupt this regulation.</p></div>","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"11 ","pages":"Article 100070"},"PeriodicalIF":0.0,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100070","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39220703","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Spatial sensitivity of human circadian response: Melatonin suppression from on-axis and off-axis light exposures 人类昼夜节律反应的空间敏感性:轴上和离轴光照射对褪黑激素的抑制
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-11-01 DOI: 10.1016/j.nbscr.2021.100071
Rohan Nagare, Mark S. Rea, Mariana G. Figueiro
{"title":"Spatial sensitivity of human circadian response: Melatonin suppression from on-axis and off-axis light exposures","authors":"Rohan Nagare,&nbsp;Mark S. Rea,&nbsp;Mariana G. Figueiro","doi":"10.1016/j.nbscr.2021.100071","DOIUrl":"10.1016/j.nbscr.2021.100071","url":null,"abstract":"<div><p>A better understanding of the spatial sensitivity of the human circadian system to photic stimulation can provide practical solutions for optimized circadian light exposures. Two psychophysical experiments, involving 25 adult participants in Experiment 1 (mean age = 34.0 years [SD 15.5]; 13 females) and 15 adult participants in Experiment 2 (mean age = 43.0 years [SD 12.6]; 12 females), were designed to investigate whether varying only the spatial distribution of luminous stimuli in the environment while maintaining a constant spectrally weighted irradiance at the eye could influence nocturnal melatonin suppression. Two spatial distributions were employed, one where the luminous stimulus was presented On-axis (along the line of sight) and one where two luminous stimuli were both presented Off-axis (laterally displaced at center by 14°). Two narrowband LED light sources, blue (<em>λ<sub>max</sub></em> = 451 nm) for first experiment and green (<em>λ<sub>max</sub></em> = 522 nm) for second experiment, were used in both the On-axis and the Off-axis spatial distributions. The blue luminous stimulus targeting the fovea and parafovea (On-axis) was about three times more effective for suppressing melatonin than the photometrically and spectrally matched stimulus targeting the more peripheral retina (Off-axis). The green luminous stimulus targeting the fovea and parafovea (On-axis) was about two times more effective for suppressing melatonin than the photometrically and spectrally matched stimulus targeting the more peripheral retina (Off-axis).</p></div>","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"11 ","pages":"Article 100071"},"PeriodicalIF":0.0,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100071","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39204522","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Night shift schedule alters endogenous regulation of circulating cytokines 夜班安排改变循环细胞因子的内源性调节
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-05-01 DOI: 10.1016/j.nbscr.2021.100063
Peter Y. Liu , Michael R. Irwin , James M. Krueger , Shobhan Gaddameedhi , Hans P.A. Van Dongen
{"title":"Night shift schedule alters endogenous regulation of circulating cytokines","authors":"Peter Y. Liu ,&nbsp;Michael R. Irwin ,&nbsp;James M. Krueger ,&nbsp;Shobhan Gaddameedhi ,&nbsp;Hans P.A. Van Dongen","doi":"10.1016/j.nbscr.2021.100063","DOIUrl":"10.1016/j.nbscr.2021.100063","url":null,"abstract":"<div><p>Night shift work is a risk factor for viral infection, suggesting that night shift schedules compromise host defense mechanisms. Prior studies have investigated changes in the temporal profiles of circulating cytokines important for priming and restraining the immune response to infectious challenges from night shift work, but not by way of a 24-h constant routine of continuous wakefulness devoid of behavioral or environmental influences. Hence the true <strong><em>endogenous</em></strong> pattern of cytokines, and the combined effect of sleep loss and circadian misalignment on these cytokines remains unknown. Here, 14 healthy young men and women underwent three days of either a simulated night shift or a simulated day shift schedule under dim light in a controlled in-laboratory environment. This was followed by a 24-h constant routine protocol during which venous blood was collected at 3-h intervals. Those who had been in the night shift schedule showed lower mean circulating TNF-α (t<sub>13</sub> = -6.03, p &lt; 0.001), without any significant differences in IL-1β, IL-8 and IL-10, compared with those who had been in the day shift (i.e., control) schedule. Furthermore, circulating IL-6 increased with time awake in both shift work conditions (t<sub>13</sub> = 6.03, p &lt; 0.001), such that temporal changes in IL-6 were markedly shifted relative to circadian clock time in the night shift condition. These results indicate that night shift work compromises host defense by creating cytokine conditions that initially impede anti-viral immunity (lower TNF-α) and may eventually promote autoimmunity (mistimed rise in IL-6).</p></div>","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"10 ","pages":"Article 100063"},"PeriodicalIF":0.0,"publicationDate":"2021-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100063","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"25502339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 18
Relative light sensitivities of four retinal hemi-fields for suppressing the synthesis of melatonin at night 夜间抑制褪黑激素合成的四种视网膜半场的相对光敏度
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-05-01 DOI: 10.1016/j.nbscr.2021.100066
Mark S. Rea, Rohan Nagare, Mariana G. Figueiro
{"title":"Relative light sensitivities of four retinal hemi-fields for suppressing the synthesis of melatonin at night","authors":"Mark S. Rea,&nbsp;Rohan Nagare,&nbsp;Mariana G. Figueiro","doi":"10.1016/j.nbscr.2021.100066","DOIUrl":"10.1016/j.nbscr.2021.100066","url":null,"abstract":"<div><p>The magnitude of the stimulus to the biological clock will depend upon the distribution of circadian phototransduction circuits across the retinae and the spatial distribution of luminous stimuli in the environment. The present study compared nocturnal melatonin suppression for light exposures to the superior, inferior, nasal, and temporal retina in one eye independent of shading from the brow and the nose. The stimulus was a 40° diameter luminous disc, half of which was blue light (LED, λ<sub>peak</sub> = 470 nm) and the other amber light (LED, λ<sub>peak</sub> = 590 nm). Experimentally, the orientation of the bipartite disc was rotated to each of the four cardinal points of the visual field. A full, 40° blue disc was also employed by replacing the amber half-disc with another blue half-disc. The blue full- and half-discs always produced 100 photopic lx at the cornea. As hypothesized, nocturnal melatonin suppression was statistically greatest when the blue half-disc was delivered to the nasal hemi-field (35%); the other three hemi-fields were equally affected by the blue half-disc (≈20%). Melatonin suppression for the full-disc was 24%, which was not statistically different than the average suppression for the four hemi-fields of 27%.</p></div>","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"10 ","pages":"Article 100066"},"PeriodicalIF":0.0,"publicationDate":"2021-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100066","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"38987739","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Challenging sleep homeostasis 挑战睡眠平衡
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-05-01 DOI: 10.1016/j.nbscr.2021.100060
Marcos G. Frank
{"title":"Challenging sleep homeostasis","authors":"Marcos G. Frank","doi":"10.1016/j.nbscr.2021.100060","DOIUrl":"10.1016/j.nbscr.2021.100060","url":null,"abstract":"<div><p>In this commentary, I play the Devil’s advocate and assume the title of High Contrarian. I intend to be provocative to challenge long-standing ideas about sleep. I blame all on Professor Craig Heller, who taught me to think this way as a graduate student in his laboratory. Scientists should fearlessly jump into the foaming edge of what we know, but also consider how safe are their intellectual harbors. There are many ideas we accept as ‘known’: that sleep is ubiquitous in the animal kingdom, that it serves vital functions, that it plays an essential role in brain plasticity. All of this could be wrong. As one example, I reexamine the idea that sleep is regulated by a mysterious ‘homeostat’ that determines sleep need based on prior wake time.</p></div>","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"10 ","pages":"Article 100060"},"PeriodicalIF":0.0,"publicationDate":"2021-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100060","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"25383321","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
A population-based prospective study on rest-activity rhythm and mild cognitive impairment among Hong Kong healthy community-dwelling older adults 香港健康社区老年人休息-活动节律与轻度认知障碍的一项基于人群的前瞻性研究
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-05-01 DOI: 10.1016/j.nbscr.2021.100065
Priscilla Ming Yi Lee, Bonnie Ho Ling Kwok, Julie Yuen Ting Ma, Lap Ah Tse
{"title":"A population-based prospective study on rest-activity rhythm and mild cognitive impairment among Hong Kong healthy community-dwelling older adults","authors":"Priscilla Ming Yi Lee,&nbsp;Bonnie Ho Ling Kwok,&nbsp;Julie Yuen Ting Ma,&nbsp;Lap Ah Tse","doi":"10.1016/j.nbscr.2021.100065","DOIUrl":"10.1016/j.nbscr.2021.100065","url":null,"abstract":"<div><h3>Background</h3><p>Relatively few studies investigated the association between rest-activity circadian rhythm and cognitive impairment in population-based study, and the evidence from Asian populations is sparse. We aimed to examine the relationship of actigraphy measured rest-activity circadian rhythm with mild cognitive impairment (MCI) or cognitive impairment in Hong Kong healthy community-dwelling older adults.</p></div><div><h3>Methods</h3><p>We recruited 174 Hong Kong healthy adults aged ≥65 years (36 male vs. 138 female) during April–September 2018, and followed up them for 12 months. Participants were invited to wear wrist actigraphy for 7 days in both baseline and follow-up study. We used the actigraph data to calculate their midline statistic of rhythm (MESOR), amplitude, acrophase and percent rhythm. Montreal Cognitive Assessment (MoCA) was used to assess their cognitive scores at baseline and follow-up. Multivariate logistic regression model was performed to estimate the association of rest-activity circadian rhythm parameters with MCI; whilst multinomial logistic regression model was used to examine the association between rhythm parameters and changes of cognitive scores (i.e., worsen: &lt;-1, stable: -1 to 1, better cognition: ≥2) after 12-months follow-up respectively.</p></div><div><h3>Results</h3><p>There was no association between rest-activity circadian rhythm parameters and MCI or cognitive impairment at baseline. Compared to those with an averaged value of acrophase (1:24pm-3:00pm), results of multinominal logistic regression showed that participants with a delayed acrophase (after 3:00pm) were less likely to have better cognition (adjusted odds ratio (AOR) = 0.32, 95% confidence interval (CI) = 0.11–0.88). Upon one year of follow-up, participants who delayed their acrophase for 24 min than their baseline measurements were also less likely to have better cognitive functions (AOR = 0.26, 95%CI = 0.08–0.79).</p></div><div><h3>Conclusions</h3><p>Results from both the baseline survey and follow-up study consistently confirmed that older adults, especially in light of the majority of participants being the females, with delayed acrophase were less likely to have better cognition in the Asian population.</p></div>","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"10 ","pages":"Article 100065"},"PeriodicalIF":0.0,"publicationDate":"2021-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100065","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"38987738","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Question what is “known” 质疑什么是“已知的”
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-05-01 DOI: 10.1016/j.nbscr.2021.100062
H. Craig Heller
{"title":"Question what is “known”","authors":"H. Craig Heller","doi":"10.1016/j.nbscr.2021.100062","DOIUrl":"10.1016/j.nbscr.2021.100062","url":null,"abstract":"","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"10 ","pages":"Article 100062"},"PeriodicalIF":0.0,"publicationDate":"2021-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100062","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"25447472","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Analysis and visualization of sleep stages based on deep neural networks 基于深度神经网络的睡眠阶段分析与可视化
Neurobiology of Sleep and Circadian Rhythms Pub Date : 2021-05-01 DOI: 10.1016/j.nbscr.2021.100064
Patrick Krauss , Claus Metzner , Nidhi Joshi , Holger Schulze , Maximilian Traxdorf , Andreas Maier , Achim Schilling
{"title":"Analysis and visualization of sleep stages based on deep neural networks","authors":"Patrick Krauss ,&nbsp;Claus Metzner ,&nbsp;Nidhi Joshi ,&nbsp;Holger Schulze ,&nbsp;Maximilian Traxdorf ,&nbsp;Andreas Maier ,&nbsp;Achim Schilling","doi":"10.1016/j.nbscr.2021.100064","DOIUrl":"10.1016/j.nbscr.2021.100064","url":null,"abstract":"<div><p>Automatic sleep stage scoring based on deep neural networks has come into focus of sleep researchers and physicians, as a reliable method able to objectively classify sleep stages would save human resources and simplify clinical routines. Due to novel open-source software libraries for machine learning, in combination with enormous recent progress in hardware development, a paradigm shift in the field of sleep research towards automatic diagnostics might be imminent. We argue that modern machine learning techniques are not just a tool to perform automatic sleep stage classification, but are also a creative approach to find hidden properties of sleep physiology. We have already developed and established algorithms to visualize and cluster EEG data, facilitating first assessments on sleep health in terms of sleep-apnea and consequently reduced daytime vigilance. In the following study, we further analyze cortical activity during sleep by determining the probabilities of momentary sleep stages, represented as hypnodensity graphs and then computing vectorial cross-correlations of different EEG channels. We can show that this measure serves to estimate the period length of sleep cycles and thus can help to find disturbances due to pathological conditions.</p></div>","PeriodicalId":37827,"journal":{"name":"Neurobiology of Sleep and Circadian Rhythms","volume":"10 ","pages":"Article 100064"},"PeriodicalIF":0.0,"publicationDate":"2021-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.nbscr.2021.100064","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"25526824","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 27
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