The large-scale functional connectivity correlates of consciousness and arousal during the healthy and pathological human sleep cycle

&NA; Advances in neuroimaging have greatly improved our understanding of human sleep from a systems neuroscience perspective. However, cognition and awareness are reduced during sleep, hindering the applicability of standard task‐based paradigms. Methods recently developed to study spontaneous brain activity fluctuations have proven useful to overcome this limitation. In this review, we focus on the concept of functional connectivity (FC, i.e. statistical covariance between brain activity signals) and its application to functional magnetic resonance imaging (fMRI) data acquired during sleep. We discuss how FC analyses of endogenous brain activity during sleep have contributed towards revealing the large‐scale neural networks associated with arousal and conscious awareness. We argue that the neuroimaging of deep sleep can be used to evaluate the predictions of theories of consciousness; at the same time, we highlight some apparent limitations of deep sleep as an experimental model of unconsciousness. In resting state fMRI experiments, the onset of sleep can be regarded as the object of interest but also as an undesirable confound. We discuss a series of articles contributing towards the disambiguation of wakefulness from sleep on the basis of fMRI‐derived dynamic FC, and then outline a plan for the development of more general and data‐driven sleep classifiers. To complement our review of studies investigating the brain systems of arousal and consciousness during healthy sleep, we then turn to pathological and abnormal sleep patterns. We review the current literature on sleep deprivation studies and sleep disorders, adopting the critical stance that lack of independent vigilance monitoring during fMRI experiments is liable for false positives related to atypical sleep propensity in clinical and sleep‐deprived populations. Finally, we discuss multimodal neuroimaging as a promising future direction to achieve a better understanding of the large‐scale FC of the brain during sleep and its relationship to mechanisms at the cellular level. HighlightsWe perform an extensive literature review on functional connectivity during sleep.We discuss how sleep can be used as a model to study arousal and consciousness.We discuss the limitations of using sleep to study loss of consciousness.We review articles showing that sleep is a possible statistical confound during rest.Sleep disorders are discussed under the light of possible sleep confounds.

[1]  M H Bonnet,et al.  Physiological Activation in Patients With Sleep State Misperception , 1997, Psychosomatic medicine.

[2]  Sergey Borisov,et al.  Large-scale brain functional modularity is reflected in slow electroencephalographic rhythms across the human non-rapid eye movement sleep cycle , 2013, NeuroImage.

[3]  S. Dehaene,et al.  Timing of the brain events underlying access to consciousness during the attentional blink , 2005, Nature Neuroscience.

[4]  M. Raichle The brain's dark energy. , 2010 .

[5]  Foulkes Wd Dream reports from different stages of sleep. , 1962 .

[6]  M. Czisch,et al.  Development of the brain's default mode network from wakefulness to slow wave sleep. , 2011, Cerebral cortex.

[7]  W. Foulkes Dream reports from different stages of sleep. , 1962, Journal of abnormal and social psychology.

[8]  Yi-Xiang J. Wang,et al.  Altered intrinsic regional brain spontaneous activity and subjective sleep quality in patients with chronic primary insomnia: a resting-state fMRI study , 2014, Neuropsychiatric disease and treatment.

[9]  G. Tononi,et al.  Sleep function and synaptic homeostasis. , 2006, Sleep medicine reviews.

[10]  Enzo Tagliazucchi,et al.  Dynamic BOLD functional connectivity in humans and its electrophysiological correlates , 2012, Front. Hum. Neurosci..

[11]  M. Sigman,et al.  Signature of consciousness in the dynamics of resting-state brain activity , 2015, Proceedings of the National Academy of Sciences.

[12]  A. Seth,et al.  Global and local complexity of intracranial EEG decreases during NREM sleep , 2017, Neuroscience of consciousness.

[13]  H. Blumenfeld Consciousness and epilepsy: why are patients with absence seizures absent? , 2005, Progress in brain research.

[14]  Milan Scheidegger,et al.  Sleep deprivation increases dorsal nexus connectivity to the dorsolateral prefrontal cortex in humans , 2013, Proceedings of the National Academy of Sciences.

[15]  Steven Laureys,et al.  Dynamic Change of Global and Local Information Processing in Propofol-Induced Loss and Recovery of Consciousness , 2013, PLoS Comput. Biol..

[16]  Manuel Schabus,et al.  Hemodynamic cerebral correlates of sleep spindles during human non-rapid eye movement sleep , 2007, Proceedings of the National Academy of Sciences.

[17]  A. Kleinschmidt,et al.  Electroencephalographic signatures of attentional and cognitive default modes in spontaneous brain activity fluctuations at rest , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[18]  Jonathan D. Power,et al.  Modulation of the brain's functional network architecture in the transition from wake to sleep. , 2011, Progress in brain research.

[19]  Christian Kaufmann,et al.  Functional MRI during sleep: BOLD signal decreases and their electrophysiological correlates , 2004, The European journal of neuroscience.

[20]  Theodoros N. Arvanitis,et al.  Altered thalamocortical and intra-thalamic functional connectivity during light sleep compared with wake , 2016, NeuroImage.

[21]  J. Armony,et al.  Auditory Processing across the Sleep-Wake Cycle Simultaneous EEG and fMRI Monitoring in Humans , 2000, Neuron.

[22]  Joshua J. LaRocque,et al.  Assessing sleep consciousness within subjects using a serial awakening paradigm , 2013, Front. Psychol..

[23]  M. Bonnet Hyperarousal and insomnia. , 2010, Sleep medicine reviews.

[24]  Alan C. Evans,et al.  Cortical Structural Connectivity Alterations in Primary Insomnia: Insights from MRI-Based Morphometric Correlation Analysis , 2015, BioMed research international.

[25]  N. Tzourio-Mazoyer,et al.  Automated Anatomical Labeling of Activations in SPM Using a Macroscopic Anatomical Parcellation of the MNI MRI Single-Subject Brain , 2002, NeuroImage.

[26]  Gustavo Deco,et al.  Modeling resting-state functional networks when the cortex falls asleep: local and global changes. , 2014, Cerebral cortex.

[27]  Enzo Tagliazucchi,et al.  Automatic sleep staging using fMRI functional connectivity data , 2012, NeuroImage.

[28]  M. Carskadon,et al.  Chapter 2 - Normal Human Sleep : An Overview , 2005 .

[29]  Karl J. Friston,et al.  Movement‐Related effects in fMRI time‐series , 1996, Magnetic resonance in medicine.

[30]  Vinod Menon,et al.  Functional connectivity in the resting brain: A network analysis of the default mode hypothesis , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[31]  M. Chee,et al.  Functional Imaging of Working Memory after 24 Hr of Total Sleep Deprivation , 2004, The Journal of Neuroscience.

[32]  B. Baars IN THE THEATRE OF CONSCIOUSNESS Global Workspace Theory, A Rigorous Scientific Theory of Consciousness. , 1997 .

[33]  Richard Gao,et al.  Field Potential Reflects the Balance of Synaptic Excitation and Inhibition , 2016 .

[34]  Rasmus M. Birn,et al.  The role of physiological noise in resting-state functional connectivity , 2012, NeuroImage.

[35]  Georg Northoff,et al.  How is our self related to midline regions and the default-mode network? , 2011, NeuroImage.

[36]  Stephen M Smith,et al.  Correspondence of the brain's functional architecture during activation and rest , 2009, Proceedings of the National Academy of Sciences.

[37]  Cheng Luo,et al.  Disrupted Functional Brain Connectivity in Partial Epilepsy: A Resting-State fMRI Study , 2012, PloS one.

[38]  G. Moruzzi,et al.  Brain stem reticular formation and activation of the EEG. , 1949, Electroencephalography and clinical neurophysiology.

[39]  M. Boly,et al.  Breakdown of within- and between-network Resting State Functional Magnetic Resonance Imaging Connectivity during Propofol-induced Loss of Consciousness , 2010, Anesthesiology.

[40]  T. Dang-Vu,et al.  What Is the Link Between Hallucinations, Dreams, and Hypnagogic-Hypnopompic Experiences? , 2016, Schizophrenia bulletin.

[41]  B. Biswal,et al.  Functional connectivity in the motor cortex of resting human brain using echo‐planar mri , 1995, Magnetic resonance in medicine.

[42]  Masaki Fukunaga,et al.  Decreased connectivity between the thalamus and the neocortex during human nonrapid eye movement sleep. , 2014, Sleep.

[43]  Jennifer R. Ramautar,et al.  Individual Differences in White Matter Diffusion Affect Sleep Oscillations , 2013, The Journal of Neuroscience.

[44]  V. Calhoun,et al.  The Chronnectome: Time-Varying Connectivity Networks as the Next Frontier in fMRI Data Discovery , 2014, Neuron.

[45]  Daniel J Buysse,et al.  Human regional cerebral glucose metabolism during non-rapid eye movement sleep in relation to waking. , 2002, Brain : a journal of neurology.

[46]  E. Pace-Schott,et al.  Cortical GABA levels in primary insomnia. , 2012, Sleep.

[47]  M. Czisch,et al.  Brain activation and hypothalamic functional connectivity during human non-rapid eye movement sleep: an EEG/fMRI study. , 2006, Brain : a journal of neurology.

[48]  G. Tononi,et al.  Breakdown of Cortical Effective Connectivity During Sleep , 2005, Science.

[49]  G. Tononi An information integration theory of consciousness , 2004, BMC Neuroscience.

[50]  H. Vrenken,et al.  Reduced Orbitofrontal and Parietal Gray Matter in Chronic Insomnia: A Voxel-Based Morphometric Study , 2010, Biological Psychiatry.

[51]  I. Liberzon,et al.  Trauma exposure and sleep: using a rodent model to understand sleep function in PTSD , 2014, Experimental Brain Research.

[52]  R. Ogilvie,et al.  The detection of sleep onset: behavioral and physiological convergence. , 1984, Psychophysiology.

[53]  S. Dehaene,et al.  Neural processes underlying conscious perception: Experimental findings and a global neuronal workspace framework , 2004, Journal of Physiology-Paris.

[54]  John R. Huguenard,et al.  Neurons that Fire Together Also Conspire Together: Is Normal Sleep Circuitry Hijacked to Generate Epilepsy? , 2009, Neuron.

[55]  Enzo Tagliazucchi,et al.  Sleep Neuroimaging and Models of Consciousness , 2013, Front. Psychol..

[56]  Y. Shao,et al.  Functional connectivity of paired default mode network subregions in primary insomnia , 2015, Neuropsychiatric disease and treatment.

[57]  M. Raichle,et al.  Cortical network functional connectivity in the descent to sleep , 2009, Proceedings of the National Academy of Sciences.

[58]  G. Jackson,et al.  Functional connectivity networks are disrupted in left temporal lobe epilepsy , 2006, Annals of neurology.

[59]  Y. D. van der Werf,et al.  I Keep a Close Watch on This Heart of Mine: Increased Interoception in Insomnia. , 2016, Sleep.

[60]  G. Tononi,et al.  Rethinking segregation and integration: contributions of whole-brain modelling , 2015, Nature Reviews Neuroscience.

[61]  Giulio Tononi,et al.  Responses in Rat Core Auditory Cortex are Preserved during Sleep Spindle Oscillations. , 2016, Sleep.

[62]  M. Greicius Resting-state functional connectivity in neuropsychiatric disorders , 2008, Current opinion in neurology.

[63]  E. Straus [On memory traces]. , 1960, Der Nervenarzt.

[64]  J Hasan,et al.  Quantitative topographic electroencephalographic mapping during drowsiness and sleep onset. , 1995, Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society.

[65]  P. Chauvel,et al.  Decreased basal fMRI functional connectivity in epileptogenic networks and contralateral compensatory mechanisms , 2009, Human brain mapping.

[66]  Stephen D. Mayhew,et al.  Variability in Cumulative Habitual Sleep Duration Predicts Waking Functional Connectivity. , 2016, Sleep.

[67]  Peter Fransson,et al.  Resting-state networks in the infant brain , 2007, Proceedings of the National Academy of Sciences.

[68]  A. Braun,et al.  Decoupling of the brain's default mode network during deep sleep , 2009, Proceedings of the National Academy of Sciences.

[69]  Bharat B. Biswal,et al.  Variations in Connectivity in the Sensorimotor and Default-Mode Networks During the First Nocturnal Sleep Cycle , 2012, Brain Connect..

[70]  Edward T. Bullmore,et al.  Validation of non-REM sleep stage decoding from resting state fMRI using linear support vector machines , 2016, NeuroImage.

[71]  Helmut Laufs,et al.  To wake or not to wake? The two-sided nature of the human K-complex , 2012, NeuroImage.

[72]  J. Born,et al.  The memory function of sleep , 2010, Nature Reviews Neuroscience.

[73]  Jonathan D. Power,et al.  Recent progress and outstanding issues in motion correction in resting state fMRI , 2015, NeuroImage.

[74]  Hal Blumenfeld,et al.  Simultaneous EEG, fMRI, and behavior in typical childhood absence seizures , 2010, Epilepsia.

[75]  E. V. van Someren,et al.  Insomnia heterogeneity: Characteristics to consider for data-driven multivariate subtyping. , 2017, Sleep medicine reviews.

[76]  Bedda L. Rosario,et al.  Sleep-Wake Differences in Relative Regional Cerebral Metabolic Rate for Glucose among Patients with Insomnia Compared with Good Sleepers. , 2016, Sleep.

[77]  A. Braun,et al.  Regional cerebral blood flow throughout the sleep-wake cycle. An H2(15)O PET study. , 1997, Brain : a journal of neurology.

[78]  Wei Liao,et al.  Dynamical intrinsic functional architecture of the brain during absence seizures , 2013, Brain Structure and Function.

[79]  G. Glover,et al.  Increased insula coactivation with salience networks in insomnia , 2014, Biological Psychology.

[80]  J. Montplaisir,et al.  Experimentally induced arousals during sleep: a cross‐modality matching paradigm , 2004, Journal of sleep research.

[81]  Karl J. Friston,et al.  Gamma Oscillations and Neural Field DCMs Can Reveal Cortical Excitability and Microstructure , 2014 .

[82]  M H Bonnet,et al.  The threshold of sleep: perception of sleep as a function of time asleep and auditory threshold. , 1982, Sleep.

[83]  Biyu J. He,et al.  Electrophysiological correlates of the brain's intrinsic large-scale functional architecture , 2008, Proceedings of the National Academy of Sciences.

[84]  Steven Laureys,et al.  Self-consciousness in non-communicative patients , 2007, Consciousness and Cognition.

[85]  J. Parvizi,et al.  Functional MRI of sleep spindles and K-complexes , 2012, Clinical Neurophysiology.

[86]  Enzo Tagliazucchi,et al.  More Severe Insomnia Complaints in People with Stronger Long-Range Temporal Correlations in Wake Resting-State EEG , 2016, Front. Physiol..

[87]  Giulio Tononi,et al.  Breakdown of effective connectivity during slow wave sleep: investigating the mechanism underlying a cortical gate using large-scale modeling. , 2009, Journal of neurophysiology.

[88]  T. Bekinschtein,et al.  Cognitive processing during the transition to sleep. , 2012, Archives italiennes de biologie.

[89]  Y. D. van der Werf,et al.  The caudate: a key node in the neuronal network imbalance of insomnia? , 2013, Brain : a journal of neurology.

[90]  H. Laufs,et al.  Breakdown of long-range temporal dependence in default mode and attention networks during deep sleep , 2013, Proceedings of the National Academy of Sciences.

[91]  Dae-Shik Kim,et al.  Global and local fMRI signals driven by neurons defined optogenetically by type and wiring , 2010, Nature.

[92]  T. Paus Functional anatomy of arousal and attention systems in the human brain. , 2000, Progress in brain research.

[93]  B. Feige,et al.  The hyperarousal model of insomnia: a review of the concept and its evidence. , 2010, Sleep medicine reviews.

[94]  Steven Laureys,et al.  A role for the default mode network in the bases of disorders of consciousness , 2012, Annals of neurology.

[95]  Edward T. Bullmore,et al.  Deep sleep divides the cortex into opposite modes of anatomical–functional coupling , 2016, Brain Structure and Function.

[96]  Seung-Schik Yoo,et al.  The Unrested Resting Brain: Sleep Deprivation Alters Activity within the Default-mode Network , 2010, Journal of Cognitive Neuroscience.

[97]  M. Bonnet The MSLT and MWT should not be used for the assessment of workplace safety. , 2006, Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine.

[98]  M. Schölvinck,et al.  Tracking brain arousal fluctuations with fMRI , 2016, Proceedings of the National Academy of Sciences.

[99]  Helmut Laufs,et al.  'Brain activation and hypothalamic functional connectivity during human non-rapid eye movement sleep: an EEG/fMRI study'--its limitations and an alternative approach. , 2007, Brain : a journal of neurology.

[100]  H. Stefánsson,et al.  Genome-wide association analysis of insomnia complaints identifies risk genes and genetic overlap with psychiatric and metabolic traits , 2017, Nature Genetics.

[101]  Eswar Damaraju,et al.  Tracking whole-brain connectivity dynamics in the resting state. , 2014, Cerebral cortex.

[102]  R. Nathan Spreng,et al.  Patterns of Brain Activity Supporting Autobiographical Memory, Prospection, and Theory of Mind, and Their Relationship to the Default Mode Network , 2010, Journal of Cognitive Neuroscience.

[103]  Tadao Hori,et al.  Topographical EEG changes and the hypnagogic experience. , 1994 .

[104]  J. Changeux,et al.  Opinion TRENDS in Cognitive Sciences Vol.10 No.5 May 2006 Conscious, preconscious, and subliminal processing: a testable taxonomy , 2022 .

[105]  L. Tarassenko,et al.  A new approach to the analysis of the human sleep/wakefulness continuum , 1996, Journal of sleep research.

[106]  A. Owen Disorders of Consciousness , 2008, Annals of the New York Academy of Sciences.

[107]  H. Magoun,et al.  An ascending reticular activating system in the brain stem. , 1952, Harvey lectures.

[108]  Dante R Chialvo,et al.  Brain organization into resting state networks emerges at criticality on a model of the human connectome. , 2012, Physical review letters.

[109]  G H Glover,et al.  Image‐based method for retrospective correction of physiological motion effects in fMRI: RETROICOR , 2000, Magnetic resonance in medicine.

[110]  C. Stam,et al.  Is Disturbed Intracortical Excitability a Stable Trait of Chronic Insomnia? A Study Using Transcranial Magnetic Stimulation Before and After Multimodal Sleep Therapy , 2010, Biological Psychiatry.

[111]  C. J. Honeya,et al.  Predicting human resting-state functional connectivity from structural connectivity , 2009 .

[112]  M I Posner,et al.  The neuroimaging of human brain function. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[113]  E. Tagliazucchi,et al.  Wake High-Density Electroencephalographic Spatiospectral Signatures of Insomnia. , 2016, Sleep.

[114]  Stephen M. Smith,et al.  Investigations into resting-state connectivity using independent component analysis , 2005, Philosophical Transactions of the Royal Society B: Biological Sciences.

[115]  Harald E. Möller,et al.  Carbon-wire loop based artifact correction outperforms post-processing EEG/fMRI corrections—A validation of a real-time simultaneous EEG/fMRI correction method , 2016, NeuroImage.

[116]  Meng Li,et al.  Abnormal spontaneous regional brain activity in primary insomnia: a resting-state functional magnetic resonance imaging study , 2016, Neuropsychiatric disease and treatment.

[117]  H. Blumenfeld Impaired consciousness in epilepsy , 2012, The Lancet Neurology.

[118]  R. Velluti,et al.  Interactions between sleep and sensory physiology , 1997, Journal of sleep research.

[119]  M. Czisch,et al.  On the Need of Objective Vigilance Monitoring: Effects of Sleep Loss on Target Detection and Task-Negative Activity Using Combined EEG/fMRI , 2012, Front. Neur..

[120]  Timothy O. Laumann,et al.  Methods to detect, characterize, and remove motion artifact in resting state fMRI , 2014, NeuroImage.

[121]  V. Lamme,et al.  No-Report Paradigms: Extracting the True Neural Correlates of Consciousness , 2015, Trends in Cognitive Sciences.

[122]  S. Dehaene,et al.  Towards a cognitive neuroscience of consciousness: basic evidence and a workspace framework , 2001, Cognition.

[123]  Lars T. Westlye,et al.  The brain functional connectome is robustly altered by lack of sleep , 2016, NeuroImage.

[124]  Kuncheng Li,et al.  Abnormal amygdala connectivity in patients with primary insomnia: evidence from resting state fMRI. , 2012, European journal of radiology.

[125]  B. Feige,et al.  Reduced anterior internal capsule white matter integrity in primary insomnia , 2014, Human brain mapping.

[126]  Roland N. Boubela,et al.  On the generalizability of resting-state fMRI machine learning classifiers , 2014, Front. Hum. Neurosci..

[127]  Bonnet Mh,et al.  Physiological activation in patients with Sleep State Misperception. , 1997 .

[128]  O. Shriki,et al.  Fading Signatures of Critical Brain Dynamics during Sustained Wakefulness in Humans , 2013, The Journal of Neuroscience.

[129]  J. Valach,et al.  [Disorders of consciousness]. , 1950, Slovensky lekar.

[130]  Michael W. L. Chee,et al.  Sleep deprivation reduces default mode network connectivity and anti-correlation during rest and task performance , 2012, NeuroImage.

[131]  Andrew P. Bagshaw,et al.  Multimodal neuroimaging investigations of alterations to consciousness: The relationship between absence epilepsy and sleep , 2014, Epilepsy & Behavior.

[132]  A. Chesson,et al.  The American Academy of Sleep Medicine (AASM) Manual for the Scoring of Sleep and Associated Events: Rules, Terminology and Technical Specifications , 2007 .

[133]  Steven Laureys The neural correlate of (un)awareness: lessons from the vegetative state , 2005, Trends in Cognitive Sciences.

[134]  M. Czisch,et al.  Sleep Spindles and Hippocampal Functional Connectivity in Human NREM Sleep , 2011, The Journal of Neuroscience.

[135]  Joshua J. LaRocque,et al.  The neural correlates of dreaming , 2014, Nature Neuroscience.

[136]  D. Shi,et al.  Functional connectivity changes between parietal and prefrontal cortices in primary insomnia patients: evidence from resting-state fMRI , 2014, European Journal of Medical Research.

[137]  B. Feige,et al.  Slow dissolving of emotional distress contributes to hyperarousal , 2016, Proceedings of the National Academy of Sciences.

[138]  I. Feinberg,et al.  Mental activity after early afternoon nap awakenings in healthy subjects , 2004, Brain Research Bulletin.

[139]  M. Raichle The brain's default mode network. , 2015, Annual review of neuroscience.

[140]  Thierry Bal,et al.  Sensory gating mechanisms of the thalamus , 1994, Current Opinion in Neurobiology.

[141]  Manuel Schabus,et al.  Hierarchical clustering of brain activity during human nonrapid eye movement sleep , 2012, Proceedings of the National Academy of Sciences.

[142]  H. Schulz,et al.  A taxonomic analysis of sleep stages. , 2006, Sleep.

[143]  M. Schölvinck,et al.  Neural basis of global resting-state fMRI activity , 2010, Proceedings of the National Academy of Sciences.

[144]  M. Greicius,et al.  Resting-state functional connectivity reflects structural connectivity in the default mode network. , 2009, Cerebral cortex.

[145]  Giulio Tononi,et al.  Modeling sleep and wakefulness in the thalamocortical system. , 2005, Journal of neurophysiology.

[146]  Anne Germain,et al.  Functional neuroimaging evidence for hyperarousal in insomnia. , 2004, The American journal of psychiatry.

[147]  Manuel S. Schröter,et al.  Development of a Large-Scale Functional Brain Network during Human Non-Rapid Eye Movement Sleep , 2010, The Journal of Neuroscience.

[148]  S. Rombouts,et al.  Prefrontal hypoactivation and recovery in insomnia. , 2008, Sleep.

[149]  Nanyin Zhang,et al.  Dynamic Connectivity Patterns in Conscious and Unconscious Brain , 2017, Brain Connect..

[150]  A. Braun,et al.  fMRI differences between early and late stage-1 sleep , 2008, Neuroscience Letters.

[151]  D. Riemann "Hyperarousal and insomnia: state of the science". , 2010, Sleep medicine reviews.

[152]  J. Shaw,et al.  The form voltage distribution and physiological significance of the K-complex. , 1956, Electroencephalography and clinical neurophysiology.

[153]  M. Walker,et al.  Neural correlates of working memory performance in primary insomnia. , 2013, Sleep.

[154]  M. Boly,et al.  Default network connectivity reflects the level of consciousness in non-communicative brain-damaged patients. , 2010, Brain : a journal of neurology.

[155]  W. Qin,et al.  Increased interhemispheric resting-state functional connectivity after sleep deprivation: a resting-state fMRI study , 2015, Brain Imaging and Behavior.

[156]  J. Hobson,et al.  REM sleep and dreaming: towards a theory of protoconsciousness , 2009, Nature Reviews Neuroscience.

[157]  Gustavo Deco,et al.  Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling , 2017, Scientific Reports.

[158]  A. Braun,et al.  Regional cerebral blood flow throughout the sleep- wake cycle , 1997 .

[159]  B. Penninx,et al.  Orbitofrontal Gray Matter Relates to Early Morning Awakening: A Neural Correlate of Insomnia Complaints? , 2012, Front. Neur..

[160]  M E J Newman,et al.  Finding and evaluating community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[161]  S Laureys,et al.  Intrinsic Brain Activity in Altered States of Consciousness , 2008, Annals of the New York Academy of Sciences.

[162]  O. Jensen,et al.  Memory traces of long‐range coordinated oscillations in the sleeping human brain , 2015, Human brain mapping.

[163]  Satoru Miyauchi,et al.  Connectivity pattern changes in default-mode network with deep non-REM and REM sleep , 2011, Neuroscience Research.

[164]  Florian Holsboer,et al.  Acoustic Oddball during NREM Sleep: A Combined EEG/fMRI Study , 2009, PloS one.

[165]  Olaf Sporns,et al.  Complex network measures of brain connectivity: Uses and interpretations , 2010, NeuroImage.

[166]  G. Lavigne,et al.  Sleep arousal response to experimental thermal stimulation during sleep in human subjects free of pain and sleep problems , 2000, PAIN®.

[167]  Jorge Bosch-Bayard,et al.  Enhanced frontoparietal synchronized activation during the wake-sleep transition in patients with primary insomnia. , 2012, Sleep.

[168]  J. Changeux,et al.  Neural Mechanisms for Access to Consciousness , 2004 .

[169]  D. Giles,et al.  Beta EEG activity and insomnia. , 2001, Sleep medicine reviews.

[170]  Christian Kaufmann,et al.  Altered Processing of Acoustic Stimuli during Sleep: Reduced Auditory Activation and Visual Deactivation Detected by a Combined fMRI/EEG Study , 2002, NeuroImage.

[171]  E. Peterson,et al.  Inferring Synaptic Excitation/Inhibition Balance from Field Potentials , 2016, bioRxiv.

[172]  K. Kuriyama,et al.  Dreaming during non-rapid eye movement sleep in the absence of prior rapid eye movement sleep. , 2004, Sleep.

[173]  M. Chee Functional imaging of primary insomnia: new images and fresh opportunities. , 2013, Sleep.

[174]  M. Czisch,et al.  Increased sleep pressure reduces resting state functional connectivity , 2010, Magnetic Resonance Materials in Physics, Biology and Medicine.

[175]  O. Sporns,et al.  Mapping the Structural Core of Human Cerebral Cortex , 2008, PLoS biology.

[176]  D. Kupfer,et al.  Forebrain activation in REM sleep: an FDG PET study 1 Presented in abstract form at the Society for Neuroscience Meeting, 1996. 1 , 1997, Brain Research.

[177]  Giovanni Piantoni,et al.  Sleep deprivation leads to a loss of functional connectivity in frontal brain regions , 2014, BMC Neuroscience.

[178]  E. Thompson,et al.  Does Consciousness Disappear in Dreamless Sleep? , 2016, Trends in Cognitive Sciences.

[179]  Pablo M. Gleiser,et al.  Frontoparietal Connectivity and Hierarchical Structure of the Brain’s Functional Network during Sleep , 2011, Front. Neur..

[180]  H. Laufs,et al.  Decoding Wakefulness Levels from Typical fMRI Resting-State Data Reveals Reliable Drifts between Wakefulness and Sleep , 2014, Neuron.

[181]  G. Tononi,et al.  Consciousness and Anesthesia , 2008, Science.

[182]  D. Hu,et al.  Decreased Thalamocortical Functional Connectivity after 36 Hours of Total Sleep Deprivation: Evidence from Resting State fMRI , 2013, PloS one.

[183]  M. Raichle,et al.  Disease and the brain's dark energy , 2010, Nature Reviews Neurology.

[184]  Penny A. MacDonald,et al.  Anesthesia and neuroimaging: investigating the neural correlates of unconsciousness , 2015, Trends in Cognitive Sciences.

[185]  A. Braun,et al.  Rhythmic alternating patterns of brain activity distinguish rapid eye movement sleep from other states of consciousness , 2013, Proceedings of the National Academy of Sciences.

[186]  Elizabeth Redcay,et al.  fMRI during natural sleep as a method to study brain function during early childhood , 2007, NeuroImage.

[187]  Olaf Sporns,et al.  Network attributes for segregation and integration in the human brain , 2013, Current Opinion in Neurobiology.

[188]  O. Sporns,et al.  Complex brain networks: graph theoretical analysis of structural and functional systems , 2009, Nature Reviews Neuroscience.

[189]  G. Tononi,et al.  Human cortical excitability increases with time awake. , 2013, Cerebral cortex.

[190]  Juan Zhou,et al.  Spontaneous eyelid closures link vigilance fluctuation with fMRI dynamic connectivity states , 2016, Proceedings of the National Academy of Sciences.

[191]  Wei Wang,et al.  Reduced brain GABA in primary insomnia: preliminary data from 4T proton magnetic resonance spectroscopy (1H-MRS). , 2008, Sleep.

[192]  Arousal and Sleep , 1996 .

[193]  Dustin Scheinost,et al.  Altered functional connectivity in seizure onset zones revealed by fMRI intrinsic connectivity , 2014, Neurology.

[194]  M. Corbetta,et al.  Electrophysiological signatures of resting state networks in the human brain , 2007, Proceedings of the National Academy of Sciences.

[195]  M. V. D. Heuvel,et al.  Exploring the brain network: A review on resting-state fMRI functional connectivity , 2010, European Neuropsychopharmacology.

[196]  Meng Li,et al.  Regional homogeneity changes in patients with primary insomnia , 2016, European Radiology.

[197]  Yi-Xiang J. Wang,et al.  Long-term total sleep deprivation decreases the default spontaneous activity and connectivity pattern in healthy male subjects: a resting-state fMRI study , 2015, Neuropsychiatric disease and treatment.

[198]  F. Mauguière,et al.  Thalamic deactivation at sleep onset precedes that of the cerebral cortex in humans , 2010, Proceedings of the National Academy of Sciences.

[199]  C. Cirelli,et al.  Disrupted Sleep: From Molecules to Cognition , 2015, The Journal of Neuroscience.

[200]  Steven Laureys,et al.  Large-scale signatures of unconsciousness are consistent with a departure from critical dynamics , 2015, Journal of The Royal Society Interface.

[201]  D. Chalmers Facing Up to the Problem of Consciousness , 1995 .

[202]  Tom M. Mitchell,et al.  Machine learning classifiers and fMRI: A tutorial overview , 2009, NeuroImage.

[203]  R. Kahn,et al.  Functionally linked resting‐state networks reflect the underlying structural connectivity architecture of the human brain , 2009, Human brain mapping.

[204]  M. Raichle,et al.  Human cortical–hippocampal dialogue in wake and slow-wave sleep , 2016, Proceedings of the National Academy of Sciences.