The visual scoring of sleep in adults
Abstract
The 1968 Rechtschaffen and Kales (R & K) sleep scoring manual was published 15 years after REM sleep was discovered. Advances in the ensuing 28 years warranted a re-look at visual scoring of sleep stages. This paper describes the work of the AASM Visual Scoring Task Force, including methodology, a literature review and the rationale behind the new rules. Reliability studies of R & K scoring were reviewed; reliability was low for stage one and moderate for slow wave sleep. Evidence indicated that K complexes and slow waves are expressed maximal frontally, spindles centrally and alpha rhythm over the occipital region. Three derivations of EEG, two of electro-oculography, and one of chin EMG were recommended. Scoring by 30-second epochs was retained. New terminology for sleep stages was proposed. Attenuation of alpha rhythm was determined to be the most valid electrophysiological marker of sleep onset. Alternative measures were proposed for non-alpha generating subjects. K complexes associated with arousals were determined to be insufficient alone to define the new stage N2. No evidence was found to justify dividing slow wave sleep into two stages. No reasons were found to alter the current slow wave amplitude criteria at any age. The phenomena of REM sleep were defined. The rules for defining onset and termination of REM sleep periods were simplified. Movement time was eliminated and major body movements defined. Studies are needed to test the reliability of the new rules. Future advances in technology may require modification of these rules with time.
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Sleep recordings were scored manually by a licensed sleep technician according to the classification criteria of the American Academy of Sleep Medicine.
“Analyses were scored manually by a licensed sleep technician according to the classification criteria of the American Academy of Sleep Medicine (Silber et al., 2017).”
From Sex-specific association of the lunar cycle with sleep (2022) · cites this paper as Silber et al., 2017
Sleep was measured by polysomnography and scored by an experienced scorer according to standard criteria.
“Sleep was subsequently scored by an experienced scorer (J.E.B.) according to standard criteria (Silber et al., 2007).”
From Sleep restriction alters plasma endocannabinoids concentrations before but not after exercise in humans (2016) · cites this paper as Silber et al., 2007
Sleep was recorded by polysomnography and scored by an experienced scorer blinded to study conditions using standardized criteria.
“An experienced scorer blinded to the study conditions adhered to standardized criteria for subsequent sleep analysis [36].”
From Gut microbiota and glucometabolic alterations in response to recurrent partial sleep deprivation in normal-weight young individuals (2016) · cites this paper as [36]
Cites
The Measurement of Observer Agreement for Categorical Data
Landis, J. R., & Koch, G. G. (1977) · Biometrics · doi:10.2307/2529310 · Cited by 81,148 · see citing works
Rechtschaffen, A. (1968) · Medical Entomology and Zoology · Cited by 11,772 · see citing works
Hobson, J. A. (1969) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(69)90021-2 · Cited by 5,215 · see citing works
Principles and Practice of Sleep Medicine
Kryger, M. H., Roth, T. G., & Dement, W. C. (2011) · Elsevier eBooks · doi:10.1016/c2009-0-59875-3 · Cited by 5,118 · see citing works
Self-citationRegularly Occurring Periods of Eye Motility, and Concomitant Phenomena, During Sleep
Aserinsky, E., & Kleitman, N. (1953) · Science · doi:10.1126/science.118.3062.273 · Cited by 2,488 · see citing works
(2001) · Defense Technical Information Center (DTIC) · Cited by 2,158 · see citing works
Dement, W., & Kleitman, N. (1957) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(57)90088-3 · Cited by 1,876 · see citing works
THE BERGER RHYTHM: POTENTIAL CHANGES FROM THE OCCIPITAL LOBES IN MAN
ADRIAN, E. D., & MATTHEWS, B. H. C. (1934) · Brain · doi:10.1093/brain/57.4.355 · Cited by 1,396 · see citing works
Atlas of Electroencephalography
(1941) · JAMA · doi:10.1001/jama.1941.02820290075031 · Cited by 1,002 · see citing works
Cerebral states during sleep, as studied by human brain potentials.
Loomis, A. L., Harvey, E. N., & Hobart, G. (1937) · Journal of Experimental Psychology · doi:10.1037/h0057431 · Cited by 815 · see citing works
Hori, T., Sugita, Y., Koga, E., Shirakawa, S., Inoue, K., Uchida, S., Kuwahara, H., Kousaka, M., Kobayashi, T., Tsuji, Y., et al. (2001) · Psychiatry and Clinical Neurosciences · doi:10.1046/j.1440-1819.2001.00810.x · Cited by 811 · see citing works
Dijk, D., Duffy, J. F., Riel, E., Shanahan, T. L., & Czeisler, C. A. (1999) · The Journal of Physiology · doi:10.1111/j.1469-7793.1999.0611v.x · Cited by 467 · see citing works
Most naturally occurring human saccades have magnitudes of 15 degrees or less.
Bahill, A. T., Adler, D. C., & Stark, L. (1975) · PubMed · Cited by 422 · see citing works
Influence of Sleep Onset on Upper-Airway Muscle Activity in Apnea Patients Versus Normal Controls
Mezzanotte, W. S., Tangel, D. J., & White, D. P. (1996) · American journal of respiratory and critical care medicine · doi:10.1164/ajrccm.153.6.8665050 · Cited by 411 · see citing works
The Electric Currents of the Brain
Caton, R. (1970) · American Journal of EEG Technology · doi:10.1080/00029238.1970.11080764 · Cited by 385 · see citing works
The EEG of Drowsiness in Normal Adults
Santamaría, J., & Chiappa, K. H. (1987) · Journal of Clinical Neurophysiology · doi:10.1097/00004691-198710000-00002 · Cited by 331 · see citing works
ELECTRICAL REACTIONS OF THE HUMAN BRAIN TO AUDITORY STIMULATION DURING SLEEP
Davis, H., Davis, P. A., Loomis, A. L., Harvey, E. N., & Hobart, G. (1939) · Journal of Neurophysiology · doi:10.1152/jn.1939.2.6.500 · Cited by 328 · see citing works
Reliability of Scoring Respiratory Disturbance Indices and Sleep Staging
Whitney, C. W., Gottlieb, D. J., Redline, S., Norman, R. G., Dodge, R. R., Shahar, E., Surovec, S., & Nieto, F. J. (1998) · Sleep · doi:10.1093/sleep/21.7.749 · Cited by 327 · see citing works
Electroencephalography (EEG) of human sleep : clinical applications
Williams, R. L., Karacan, I., & Hursch, C. J. (1974) · Wiley eBooks · Cited by 319 · see citing works
Fronto‐occipital EEG power gradients in human sleep
Werth, E., Achermann, P., & Borbély, A. A. (1997) · Journal of Sleep Research · doi:10.1046/j.1365-2869.1997.d01-36.x · Cited by 276 · see citing works
Spindle frequency activity in the sleep EEG: individual differences and topographical distribution
Werth, E., Achermann, P., Dijk, D., & Borbély, A. A. (1997) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/s0013-4694(97)00070-9 · Cited by 260 · see citing works
Effectiveness of Continuous Positive Airway Pressure in Mild Sleep Apnea–Hypopnea Syndrome
MONASTERIO, C., VIDAL, S., DURAN, J., FERRER, M., CARMONA, C., BARBÉ, F., MAYOS, M., GONZALEZ-MANGADO, N., JUNCADELLA, M., NAVARRO, A., et al. (2001) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/ajrccm.164.6.2008010 · Cited by 260 · see citing works
The effects of normal aging on sleep spindle and K-complex production
Crowley, K. (2002) · Clinical Neurophysiology · doi:10.1016/s1388-2457(02)00237-7 · Cited by 256 · see citing works
Interobserver Agreement Among Sleep Scorers From Different Centers in a Large Dataset
Norman, R. G., Pal, I., Stewart, C., et al. (2000) · SLEEP · doi:10.1093/sleep/23.7.1e · Cited by 246 · see citing works
Interrelations Between Sleep and the Somatotropic Axis
Cauter, E. V., Plat, L., & Copinschi, G. (1998) · SLEEP · doi:10.1093/sleep/21.6.553 · Cited by 243 · see citing works
Thirty-Second Sampling of Plasma Growth Hormone in Man: Correlation with Sleep Stages*
HOLL, R. W., HARTMAN, M. L., VELDHUIS, J. D., TAYLOR, W. M., & THORNER, M. O. (1991) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem-72-4-854 · Cited by 239 · see citing works
Van Cauter, E., Plat, L., Scharf, M. B., Leproult, R., Cespedes, S., L'Hermite-Balériaux, M., & Copinschi, G. (1997) · Journal of Clinical Investigation · doi:10.1172/jci119587 · Cited by 234 · see citing works
Danker‐Hopfe, H., Kunz, D., Gruber, G., et al. (2004) · Journal of Sleep Research · doi:10.1046/j.1365-2869.2003.00375.x · Cited by 224 · see citing works
The form, voltage distribution and physiological significance of the K-complex
Roth, M., Shaw, J. C., & Green, J. (1956) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(56)90004-9 · Cited by 222 · see citing works
Topographic distribution of sleep spindles in young healthy subjects
ZEITLHOFER, J., GRUBER, G., ANDERER, P., ASENBAUM, S., SCHIMICEK, P., & SALETU, B. (1997) · Journal of Sleep Research · doi:10.1046/j.1365-2869.1997.00046.x · Cited by 222 · see citing works
Exercise and Sleep: Body-Heating Effects
Horne, J., & Staff, L. H. E. (1983) · SLEEP · doi:10.1093/sleep/6.1.36 · Cited by 214 · see citing works
HUMAN BRAIN POTENTIALS DURING THE ONSET OF SLEEP
Davis, H., Davis, P. A., Loomis, A. L., Harvey, E. N., & Hobart, G. (1938) · Journal of Neurophysiology · doi:10.1152/jn.1938.1.1.24 · Cited by 214 · see citing works
Homeostatic sleep regulation in habitual short sleepers and long sleepers
Aeschbach, D., Cajochen, C., Landolt, H., & Borbély, A. A. (1996) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.1996.270.1.r41 · Cited by 200 · see citing works
Atlas of electroencephalography
Hughes, J. R. (1990) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(90)90162-d · Cited by 193 · see citing works
Activity of respiratory pump and upper airway muscles during sleep onset
Worsnop, C., Kay, A., Pierce, R. J., Kim, Y., & Trinder, J. C. (1998) · Journal of Applied Physiology · doi:10.1152/jappl.1998.85.3.908 · Cited by 173 · see citing works
Limitations of Rechtschaffen and Kales
Himanen, S., & Hasan, J. (2000) · Sleep Medicine Reviews · doi:10.1053/smrv.1999.0086 · Cited by 173 · see citing works
Further Observations on the Potential Rhythms of the Cerebral Cortex During Sleep
Loomis, A. L., Harvey, E. N., & Hobart, G. (1935) · Science · doi:10.1126/science.82.2122.198 · Cited by 172 · see citing works
Electroencephalography (EEG) of Human Sleep: Clinical Applications
Weitzman, E. D. (1974) · JAMA · doi:10.1001/jama.1974.03240050073035 · Cited by 170 · see citing works
High resolution study of sleep spindles
Żygierewicz, J. (1999) · Clinical Neurophysiology · doi:10.1016/s1388-2457(99)00175-3 · Cited by 163 · see citing works
Age-Related Increase in Awakenings: Impaired Consolidation of NonREM Sleep at All Circadian Phases
Dijk, D., Duffy, J. F., & Czeisler, C. A. (2001) · SLEEP · doi:10.1093/sleep/24.5.565 · Cited by 159 · see citing works
Respiratory instability during sleep onset
Trinder, J., Whitworth, F., Kay, A., & Wilkin, P. (1992) · Journal of Applied Physiology · doi:10.1152/jappl.1992.73.6.2462 · Cited by 157 · see citing works
Changes in upper airway muscle activation and ventilation during phasic REM sleep in normal men
Wiegand, L. A., Zwillich, C. W., Wiegand, D. A., & White, D. P. (1991) · Journal of Applied Physiology · doi:10.1152/jappl.1991.71.2.488 · Cited by 154 · see citing works
Brendel, D. H., Reynolds, C. F., Jennings, J. R., Hoch, C. C., Monk, T. H., Berman, S., Hall, F., Buysse, D. J., & Kupfer, D. J. (1990) · Psychophysiology · doi:10.1111/j.1469-8986.1990.tb03193.x · Cited by 150 · see citing works
Gronfier, C., Luthringer, R., FOLLENIUS, M., Schaltenbrand, N., Macher, J. P., Muzet, A. G., & BRANDENBERGER, G. (1996) · SLEEP · doi:10.1093/sleep/19.10.817 · Cited by 142 · see citing works
FACTORS INFLUENCING BRAIN POTENTIALS DURING SLEEP
Blake, H., Gerard, R. W., & Kleitman, N. (1939) · Journal of Neurophysiology · doi:10.1152/jn.1939.2.1.48 · Cited by 140 · see citing works
Hierarchy of micro-arousals and the microstructure of sleep
Halász, P. (1998) · Neurophysiologie Clinique · doi:10.1016/s0987-7053(99)80016-1 · Cited by 138 · see citing works
Irregular breathing during sleep in patients with panic disorder
Stein, M. B., Millar, T. W., Larsen, D., & Kryger, M. H. (1995) · American Journal of Psychiatry · doi:10.1176/ajp.152.8.1168 · Cited by 132 · see citing works
Self-citationThe clinical and theoretical importance of EEG rhythms corresponding to states of lowered vigilance
Roth, B. (1961) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(61)90008-6 · Cited by 131 · see citing works
Slow sleep oscillation, rhythmic K‐complexes, and their paroxysmal developments
Steriade, M., & Amzica, F. (1998) · Journal of Sleep Research · doi:10.1046/j.1365-2869.7.s1.4.x · Cited by 122 · see citing works
The spontaneous K-complex during stage 2 sleep: is it the ‘forerunner’ of delta waves?
Gennaro, L. D., Ferrara, M., & Bertini, M. (2000) · Neuroscience Letters · doi:10.1016/s0304-3940(00)01366-5 · Cited by 113 · see citing works
Passive Body Heating and Sleep: Influence of Proximity to Sleep
Bunnell, D. E., Agnew, J. A., Horvath, S. M., Jopson, & Wills, M. (1988) · Sleep · doi:10.1093/sleep/11.2.210 · Cited by 109 · see citing works
Sleep Loss in Elderly Volunteers
Carskadon, M. A., & Dement, W. C. (1985) · SLEEP · doi:10.1093/sleep/8.3.207 · Cited by 105 · see citing works
Sleep Deprivation in Healthy Elderly Men and Women: Effects on Mood and on Sleep During Recovery
Reynolds, C. F., Kupfer, D. J., Hoch, C. C., STACK, J. A., Houck, P. R., & Berman, S. (1986) · SLEEP · doi:10.1093/sleep/9.4.492 · Cited by 102 · see citing works
Pattern recognition of EEG-EOG as a technique for all-night sleep stage scoring
Martin, W. B., Johnson, L. C., Viglione, S., Naitoh, P., Joseph, R. D., & Moses, J. D. (1972) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(72)90009-0 · Cited by 99 · see citing works
Regional cerebral blood flow during light sleep – a H 2 15 O‐PET study
Kjær, T. W., Law, I. G., Wiltschiøtz, G., Paulson, O. B., & Madsen, P. L. (2002) · Journal of Sleep Research · doi:10.1046/j.1365-2869.2002.00303.x · Cited by 93 · see citing works
Relationship of Slow and Rapid EEG Components of CAP to ASDA Arousals in Normal Sleep
Parrino, L., Smerieri, A., Rossi, M., & Giovanni, M. (2001) · SLEEP · doi:10.1093/sleep/24.8.881 · Cited by 92 · see citing works
EEG, consciousness, and sleep.
EMMONS, W. H., & SIMON, C. W. (1956) · PubMed · doi:10.1126/science.124.3231.1066 · Cited by 91 · see citing works
Bonnet, M. H., & Arand, D. L. (2013) · Elsevier eBooks · doi:10.1016/b978-0-12-378610-4.00036-x · Cited by 90 · see citing works
Self-citationStatistical Features of Hypnagogic EEG Measured by a New Scoring System
Tanaka, H., Hayashi, M., & Hori, T. (1996) · SLEEP · doi:10.1093/sleep/19.9.731 · Cited by 87 · see citing works
Automatic Detection of the K-Complex in Sleep Electroencephalograms
Bremer, G., Smith, J. R., & Karacan, I. (1970) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.1970.4502759 · Cited by 86 · see citing works
Sleep Deprivation as a Probe in the Elderly
Reynolds, C. F. (1987) · Archives of General Psychiatry · doi:10.1001/archpsyc.1987.01800230062011 · Cited by 83 · see citing works
Ontogeny of delta activity during human sleep
Smith, J. R., Karacan, I., & Yang, M. C. K. (1977) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(77)90130-4 · Cited by 81 · see citing works
Slow eye movements and EEG power spectra during wake-sleep transition
De Gennaro, L., Ferrara, M., Ferlazzo, F., & Bertini, M. (2000) · Clinical Neurophysiology · doi:10.1016/s1388-2457(00)00476-4 · Cited by 78 · see citing works
Bastien, C., Crowley, K. E., & Colrain, I. M. (2002) · International Journal of Psychophysiology · doi:10.1016/s0167-8760(02)00117-4 · Cited by 78 · see citing works
McGinty, D., Szymusiak, R. S., & Thomson, D. (1994) · Brain Research · doi:10.1016/0006-8993(94)91506-7 · Cited by 74 · see citing works
A Modified Method for Scoring Slow Wave Sleep of Older Subjects
Webb, W. B., & Dreblow, L. M. (1982) · SLEEP · doi:10.1093/sleep/5.2.195 · Cited by 73 · see citing works
Tan, X., Campbell, I. G., & Feinberg, I. (2001) · Clinical Neurophysiology · doi:10.1016/s1388-2457(01)00570-3 · Cited by 72 · see citing works
Alternative Electrode Placement in (Automatic) Sleep Scoring (F pz-Cz/P z-Oz versus C4-At )
van Sweden, B., Kemp, B., KAMPHUISEN, H. A. C., & van der Velde, E. A. (1990) · SLEEP · doi:10.1093/sleep/13.3.279 · Cited by 72 · see citing works
Regularly Occurring Periods of Eye Motility, and Concomitant Phenomena, During Sleep
Aserinsky, E. (2003) · Journal of Neuropsychiatry · doi:10.1176/appi.neuropsych.15.4.454 · Cited by 72 · see citing works
Topographical Distribution of Spindles and K-complexes in Normal Subjects
McCormick, L., Nielsen, T., Nicolas, A., Ptito, M., & Montplaisir, J. Y. (1997) · SLEEP · doi:10.1093/sleep/20.11.939 · Cited by 65 · see citing works
Topographical distribution of spindles: variations between and within nrem sleep cycles.
Gennaro, L. D., Ferrara, M., & Bertini, M. (2000) · PubMed · Cited by 62 · see citing works
Control of upper airway muscle activity in younger versus older men during sleep onset
Fogel, R., White, D. P., Pierce, R. J., Malhotra, A., EDWARDS, J. K., Dunai, J., Kleverlaan, D., & Trinder, J. C. (2003) · The Journal of Physiology · doi:10.1113/jphysiol.2003.045708 · Cited by 58 · see citing works
Progressive changes in airway resistance during sleep
Kay, A., Trinder, J. C., & Kim, Y. (1996) · Journal of Applied Physiology · doi:10.1152/jappl.1996.81.1.282 · Cited by 58 · see citing works
Behavioral Versus EEG-Based Monitoring of All-Night Sleep/Wake Patterns
Ogilvie, R. D., & Wilkinson, R. T. (1988) · SLEEP · doi:10.1093/sleep/11.2.139 · Cited by 56 · see citing works
Jacobs, L. R. (1971) · Archives of Neurology · doi:10.1001/archneur.1971.00490020069008 · Cited by 55 · see citing works
The effect of sleep onset on event related potentials with rapid rates of stimulus presentation
de Lugt, D. R., Loewy, D. H., & Campbell, K. B. (1996) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(96)94726-4 · Cited by 55 · see citing works
Estrogen Replacement Therapy Moderates the Sleep Disruption Associated with Nocturnal Blood Sampling
Moe, K. E., Larsen, L. H., Vitiello, M. V., & Prinz, P. N. (2001) · SLEEP · doi:10.1093/sleep/24.8.886 · Cited by 55 · see citing works
Scalp Topography of the Spontaneous K-Complex and of Delta-Waves in Human Sleep
Happe, S., Anderer, P., Gruber, G., Klösch, G., Saletu, B., & Zeitlhofer, J. (2002) · Brain Topography · doi:10.1023/a:1019992523246 · Cited by 54 · see citing works
Häkkinen, V., Hirvonen, K., Hasan, J., et al. (1993) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(93)90111-8 · Cited by 52 · see citing works
Das Einschlaferleben und seine neurophysiologischen Korrelate
Kuhlo, W., & Lehmann, D. (1964) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/bf00344881 · Cited by 51 · see citing works
Functional neuroanatomy of human sleep states after zolpidem and placebo: A H215O‐PET study
Finelli, L. A., Landolt, H., Buck, A., Roth, C., Berthold, T., Borbély, A. A., & Achermann, P. (2000) · Journal of Sleep Research · doi:10.1046/j.1365-2869.2000.00191.x · Cited by 50 · see citing works
EEG Records, Reaction Times, Eye Movements, Respiration, and Mental Content During Drowsiness
Liberson, W. T., & Cw, L. (1966) · Recent Advances in Biological Psychiatry · doi:10.1007/978-1-4899-7313-9_31 · Cited by 48 · see citing works
Spielman, A. J., Zhang, G., Yang, C., D’Ambrosio, P., Serizawa, S., Nagata, M., von Gizycki, H., & Alfano, R. R. (2000) · Brain Research · doi:10.1016/s0006-8993(00)02320-9 · Cited by 48 · see citing works
Côté, K. A., de Lugt, D. R., & Campbell, K. B. (2002) · Psychophysiology · doi:10.1111/1469-8986.3910029 · Cited by 47 · see citing works
Rules of evidence and clinical recommendations.
Gf, T. (1995) · PubMed · Cited by 45 · see citing works
Relationship between muscle tone changes, sawtooth waves and rapid eye movements during sleep
Sato, S., McCutchen, C. B., Graham, B., Freeman, A. A. H., von Albertini-Carletti, I., & Alling, D. W. (1997) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/s0013-4694(97)00072-2 · Cited by 44 · see citing works
INTER‐RATER RELIABILITY AND THE ROLE OF EXPERIENCE IN SCORING EEG SLEEP RECORDS: PHASE 1.
Monroe, L. J. (1969) · Psychophysiology · doi:10.1111/j.1469-8986.1969.tb02836.x · Cited by 43 · see citing works
Cardiac activity during sleep onset
Burgess, H. J., Kleiman, J., & Trinder, J. C. (1999) · Psychophysiology · doi:10.1017/s0048577299980198 · Cited by 40 · see citing works
Vitiello, M. V., Larsen, L. H., Moe, K. E., et al. (1996) · SLEEP · doi:10.1093/sleep/19.4.304 · Cited by 40 · see citing works
Association between Delta Waves during Sleep and Negative Symptoms in Schizophrenia
Kato, M., Kajimura, N., Ōkuma, T., Sekimoto, M., Watanabe, T., Yamadera, H., & Takahashi, K. (1999) · Neuropsychobiology · doi:10.1159/000026577 · Cited by 35 · see citing works
Potential distribution of vertex sharp wave and saw-toothed wave on the scalp
Yasoshima, A., Hayashi, H., Iijima, S., et al. (1984) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(84)90202-5 · Cited by 34 · see citing works
Similarity of Eye Movement Characteristics in REM Sleep and the Awake State
Herman, J. H., Barker, D. R., & Roffwarg, H. P. (1983) · Psychophysiology · doi:10.1111/j.1469-8986.1983.tb03008.x · Cited by 34 · see citing works
Chokroverty, S., THOMAS, R. J., & Bhatt, M. H. (2005) · Cited by 34 · see citing works
Self-citationSlow horizontal eye movement at human sleep onset
Porte, H. S. (2004) · Journal of Sleep Research · doi:10.1111/j.1365-2869.2004.00413.x · Cited by 30 · see citing works
The Normative Electroencephalographic Data Reference Library
Maulsby, R. L., Kellaway, P., & Dietlein, L. F. (1965) · NASA Special Publication · Cited by 28 · see citing works
Dynamics of human sleep sigma spindles
Gondeck, A. R., & Smith, J. R. (1974) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(74)90033-9 · Cited by 27 · see citing works
Eyelid movements measured by Nightcap predict slow eye movements during quiet wakefulness in humans
Atienza, M., Cantero, J. L., Stickgold, R., & Hobson, J. A. (2004) · Journal of Sleep Research · doi:10.1046/j.1365-2869.2003.00382.x · Cited by 26 · see citing works
Neetens, A., & Van den Ende, P. (1989) · PubMed · Cited by 26 · see citing works
do Kim, Y., Kurachi, M., Horita, M., et al. (1993) · Psychiatry and Clinical Neurosciences · doi:10.1111/j.1440-1819.1993.tb02035.x · Cited by 24 · see citing works
Characterization of the mu rhythm during rapid eye movement sleep
Duntley, S. P., Kim, A. H., Silbergeld, D. L., & Miller, J. W. (2001) · Clinical Neurophysiology · doi:10.1016/s1388-2457(00)00559-9 · Cited by 21 · see citing works
VERTICAL EYE‐MOVEMENT DURING REM SLEEP: EFFECTS OF AGE AND ELECTRODE PLACEMENT
Feinberg, I., Braun, M., & Koresko, R. L. (1969) · Psychophysiology · doi:10.1111/j.1469-8986.1969.tb02858.x · Cited by 15 · see citing works
Braude, P., Taylor, A., & Shepard, J. (1991) · Medical Entomology and Zoology · Cited by 14 · see citing works
T-Sleep: An Improved Method for Scoring Breathing-Disordered Sleep
McGregor, P. A., Thorpy, M. J., Schmidt-Nowara, W. W., et al. (1992) · SLEEP · doi:10.1093/sleep/15.4.359 · Cited by 14 · see citing works
Côté, K. A., de Lugt, D. R., & Campbell, K. B. (2002) · Psychophysiology · doi:10.1017/s0048577202992188 · Cited by 14 · see citing works
Development of a New Manual for Characterizing Sleep
Iber, C. (2004) · SLEEP · doi:10.1093/sleep/27.2.190 · Cited by 13 · see citing works
Self-citationComparative study of eye movements in the alert state and rapid eye movement sleep
Fukuda, T., Wakakura, M., & Ishikawa, S. (1981) · Neuro-Ophthalmology · doi:10.3109/01658108109010246 · Cited by 11 · see citing works
Marked suppression of cortical auditory evoked response shortly before the onset of REM sleep
Niiyama, Y., Sekine, A., Fushimi, M., & Hishikawa, Y. (1997) · Neuroreport · doi:10.1097/00001756-199710200-00022 · Cited by 10 · see citing works
Bonnet, M. H., & Arand, D. L. (2016) · Elsevier eBooks · doi:10.1016/b978-0-12-809324-5.00895-6 · Cited by 8 · see citing works
Self-citationComputerized Scoring of Abnormal Human Sleep: A Validation
Sangalm, R. B., Semery, J.-P., & Belisle, C. (1997) · Clinical Electroencephalography · doi:10.1177/155005949702800203 · Cited by 7 · see citing works
Simon, C., & Emmons, W. H. (1956) · Cited by 6 · see citing works
加藤, 昌. (2000) · Medical Entomology and Zoology · doi:10.11501/3191317 · Cited by 6 · see citing works
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Garvey, W. T., Mechanick, J. I., Brett, E. M., Garber, A. J., Hurley, D. L., Jastreboff, A. M., Nadolsky, K., Pessah-Pollack, R., & Plodkowski, R. (2016) · Endocrine Practice · doi:10.4158/ep161365.gl · Cited by 1,914 · see citing works
Adult obstructive sleep apnoea
Jordan, A. S., McSharry, D. G., & Malhotra, A. (2014) · The Lancet · doi:10.1016/s0140-6736(13)60734-5 · Cited by 1,735 · see citing works
(2019) · Handbook of clinical neurology · doi:10.1016/b978-0-444-64032-1.00025-4 · Cited by 555 · see citing works
DANKER‐HOPFE, H., ANDERER, P., ZEITLHOFER, J., BOECK, M., DORN, H., GRUBER, G., HELLER, E., LORETZ, E., MOSER, D., PARAPATICS, S., et al. (2009) · Journal of Sleep Research · doi:10.1111/j.1365-2869.2008.00700.x · Cited by 417 · see citing works
Does Elite Sport Degrade Sleep Quality? A Systematic Review
Gupta, L., Morgan, K., & Gilchrist, S. (2017) · Sports Medicine · doi:10.1007/s40279-016-0650-6 · Cited by 410 · see citing works
Benedict, C., Vogel, H., Jonas, W., Woting, A., Blaut, M., Schürmann, A., & Cedernaes, J. (2016) · Molecular Metabolism · doi:10.1016/j.molmet.2016.10.003 · Cited by 324 · see citing works
“An experienced scorer blinded to the study conditions adhered to standardized criteria for subsequent sleep analysis [36].”
MethodThalamic dysfunction in schizophrenia suggested by whole-night deficits in slow and fast spindles
Ferrarelli, F., Peterson, M. J., Sarasso, S., Riedner, B. A., Murphy, M. J., Benca, R. M., Bria, P., Kalin, N. H., & Tononi, G. (2010) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2010.09121731 · Cited by 301 · see citing works
Metabolic effects of sleep disruption, links to obesity and diabetes
Nedeltcheva, A. V., & Scheer, F. A. J. L. (2014) · Current Opinion in Endocrinology, Diabetes & Obesity · doi:10.1097/med.0000000000000082 · Cited by 249 · see citing works
Bistability breaks-off deterministic responses to intracortical stimulation during non-REM sleep
Pigorini, A., Sarasso, S., Proserpio, P., Szymanski, C., Arnulfo, G., Casarotto, S., Fecchio, M., Rosanova, M., Mariotti, M., Lo Russo, G., et al. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.02.056 · Cited by 200 · see citing works
Siclari, F., Bernardi, G., Riedner, B. A., LaRocque, J. J., Benca, R. M., & Tononi, G. (2014) · Sleep · doi:10.5665/sleep.4070 · Cited by 181 · see citing works
Schreiner, T., Petzka, M., Staudigl, T., & Staresina, B. P. (2021) · Nature Communications · doi:10.1038/s41467-021-23520-2 · Cited by 161 · see citing works
Amihai, I., & Kozhevnikov, M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0102990 · Cited by 173 · see citing works
Rosanova, M., Fecchio, M., Casarotto, S., Sarasso, S., Casali, A. G., Pigorini, A., Comanducci, A., Seregni, F., Devalle, G., Citerio, G., et al. (2018) · Nature Communications · doi:10.1038/s41467-018-06871-1 · Cited by 167 · see citing works
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Sämann, P. G., Tully, C., Spoormaker, V. I., Wetter, T. C., Holsboer, F., Wehrle, R., & Czisch, M. (2010) · Magnetic Resonance Materials in Physics Biology and Medicine · doi:10.1007/s10334-010-0213-z · Cited by 157 · see citing works
Linking Light Exposure and Subsequent Sleep: A Field Polysomnography Study in Humans
Wams, E. J., Woelders, T., Marring, I., van Rosmalen, L., Beersma, D. G. M., Gordijn, M. C. M., & Hut, R. A. (2017) · Sleep · doi:10.1093/sleep/zsx165 · Cited by 143 · see citing works
Ferrarelli, F., Smith, R., Dentico, D., Riedner, B. A., Zennig, C., Benca, R. M., Lutz, A., Davidson, R. J., & Tononi, G. (2013) · PLoS ONE · doi:10.1371/journal.pone.0073417 · Cited by 122 · see citing works
Guyon, A., Balbo, M., Morselli, L. L., Tasali, E., Leproult, R., L'Hermite-Balériaux, M., Van Cauter, E., & Spiegel, K. (2014) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2013-4254 · Cited by 127 · see citing works
Bjurstrom, M. F., & Irwin, M. R. (2016) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2015.03.004 · Cited by 123 · see citing works
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Cho, Y. W., Kim, K. T., Moon, H.-J., Korostyshevskiy, V. R., Motamedi, G. K., & Yang, K. I. (2018) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.6988 · Cited by 114 · see citing works
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Eichenlaub, J.-B., Nicolas, A., Daltrozzo, J., Redouté, J., Costes, N., & Ruby, P. (2014) · Neuropsychopharmacology · doi:10.1038/npp.2014.6 · Cited by 107 · see citing works
Eichenlaub, J.-B., Bertrand, O., Morlet, D., & Ruby, P. (2014) · Cerebral Cortex · doi:10.1093/cercor/bhs388 · Cited by 101 · see citing works
Elmenhorst, D., Elmenhorst, E.-M., Hennecke, E., Kroll, T., Matusch, A., Aeschbach, D., & Bauer, A. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1614677114 · Cited by 92 · see citing works
Vallat, R., Meunier, D., Nicolas, A., & Ruby, P. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2018.09.033 · Cited by 84 · see citing works
Shanahan, L. K., Gjorgieva, E., Paller, K. A., Kahnt, T., & Gottfried, J. A. (2018) · eLife · doi:10.7554/elife.39681 · Cited by 69 · see citing works
McKenna, B. S., & Eyler, L. T. (2012) · Clinical Psychology Review · doi:10.1016/j.cpr.2012.07.003 · Cited by 69 · see citing works
Cedernaes, J., Fanelli, F., Fazzini, A., Pagotto, U., Broman, J.-E., Vogel, H., Dickson, S. L., Schiöth, H. B., & Benedict, C. (2016) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2016.09.014 · Cited by 59 · see citing works
Desjardins, M.-È., Carrier, J., Lina, J.-M., Fortin, M., Gosselin, N., Montplaisir, J., & Zadra, A. (2017) · Sleep · doi:10.1093/sleep/zsx024 · Cited by 56 · see citing works
Rutters, F., Gonnissen, H. K., Hursel, R., Lemmens, S. G., Martens, E. A., & Westerterp-Plantenga, M. S. (2012) · International Journal of Obesity · doi:10.1038/ijo.2011.250 · Cited by 54 · see citing works
Vallat, R., Lajnef, T., Eichenlaub, J.-B., Berthomier, C., Jerbi, K., Morlet, D., & Ruby, P. M. (2017) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2017.00132 · Cited by 53 · see citing works
Two subtypes of positional obstructive sleep apnea: Supine-predominant and supine-isolated
Kim, K. T., Cho, Y. W., Kim, D. E., Hwang, S. H., Song, M. L., & Motamedi, G. K. (2016) · Clinical Neurophysiology · doi:10.1016/j.clinph.2015.06.009 · Cited by 49 · see citing works
The impact of sleep deprivation in military surgical teams: a systematic review
Parker, R. S., & Parker, P. (2017) · Journal of the Royal Army Medical Corps · doi:10.1136/jramc-2016-000640 · Cited by 47 · see citing works
Alpha reactivity to first names differs in subjects with high and low dream recall frequency
Ruby, P., Blochet, C., Eichenlaub, J.-B., Bertrand, O., Morlet, D., & Bidet-Caulet, A. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00419 · Cited by 44 · see citing works
Probabilistic sleep architecture models in patients with and without sleep apnea
BIANCHI, M. T., EISEMAN, N. A., CASH, S. S., MIETUS, J., PENG, C., & THOMAS, R. J. (2012) · Journal of Sleep Research · doi:10.1111/j.1365-2869.2011.00937.x · Cited by 44 · see citing works
Galbiati, A., Giora, E., Sarasso, S., Zucconi, M., & Ferini-Strambi, L. (2018) · Sleep Medicine · doi:10.1016/j.sleep.2017.10.002 · Cited by 43 · see citing works
Amin, M. M., Graber, M., Ahmad, K., Manta, D., Hossain, S., Belisova, Z., Cheney, W., Gold, M. S., & Gold, A. R. (2012) · Academic Medicine · doi:10.1097/acm.0b013e3182676b37 · Cited by 39 · see citing works
Using heart rate profiles during sleep as a biomarker of depression
Saad, M., Ray, L. B., Bujaki, B., Parvaresh, A., Palamarchuk, I., De Koninck, J., Douglass, A., Lee, E. K., Soucy, L. J., Fogel, S., et al. (2019) · BMC Psychiatry · doi:10.1186/s12888-019-2152-1 · Cited by 37 · see citing works
Effects of Insufficient Sleep on Pituitary–Adrenocortical Response to CRH Stimulation in Healthy Men
Guyon, A., Morselli, L. L., Balbo, M. L., Tasali, E., Leproult, R., L’Hermite-Balériaux, M., Van Cauter, E., & Spiegel, K. (2017) · SLEEP · doi:10.1093/sleep/zsx064 · Cited by 35 · see citing works
Vallat, R., Nicolas, A., & Ruby, P. (2020) · Sleep · doi:10.1093/sleep/zsaa116 · Cited by 31 · see citing works
REM sleep theta changes in frequent nightmare recallers
Marquis, L.-P., Paquette, T., Blanchette-Carrière, C., Dumel, G., & Nielsen, T. (2017) · SLEEP · doi:10.1093/sleep/zsx110 · Cited by 29 · see citing works
NREM sleep spindles are associated with dream recall
Nielsen, T., Carr, M., Blanchette-Carrière, C., Marquis, L.-P., Dumel, G., Solomonova, E., Julien, S.-H., Picard-Deland, C., & Paquette, T. (2017) · Sleep Spindles & Cortical Up States · doi:10.1556/2053.1.2016.003 · Cited by 30 · see citing works
EEG Patterns Prior to Motor Activations of Parasomnias: A Systematic Review
Camaioni, M., Scarpelli, S., Gorgoni, M., Alfonsi, V., & De Gennaro, L. (2021) · Nature and Science of Sleep · doi:10.2147/nss.s306614 · Cited by 22 · see citing works
Sex-specific association of the lunar cycle with sleep
Benedict, C., Franklin, K. A., Bukhari, S., Ljunggren, M., & Lindberg, E. (2022) · Science of The Total Environment · doi:10.1016/j.scitotenv.2021.150222 · Cited by 12 · see citing works
- Authors
- Silber, M. H., Ancoli-Israel, S., Bonnet, M. H., Chokroverty, S., Grigg-Damberger, M. M., Hirshkowitz, M., Kapen, S., Keenan, S. A., Kryger, M. H., Penzel, T., Pressman, M. R., & Iber, C.
- Affiliations
- Mayo Clinic (US)
- Wright State University (US)
- John F. Kennedy Medical Center (US)
- University of New Mexico (US)
- Baylor College of Medicine (US)
- Wayne State University (US)
- University of Manitoba (CA)
- Philipps University of Marburg (DE)
- Paoli Hospital (US)
- University of Minnesota (US)
- ORCID
- Venue
- Journal of Clinical Sleep Medicine
- Published
- 2007-03-15
- Volume
- 3
- Issue
- 2
- Pages
- 121-131
- ISSN
- 1550-9389 (ISSN-L)
- 1550-9397
- OpenAlex
- W7692620
- Cited by
- 1,064
- References
- 111
- Citations by year
- 2026: 25 · 2025: 43 · 2024: 41 · 2023: 48 · 2022: 67 · 2021: 64 · 2020: 83 · 2019: 68 · 2018: 73 · 2017: 83 · 2016: 72 · 2015: 67 · 2014: 94 · 2013: 65 · 2012: 46
- FWCI
- 33.26
- Type
- journal article
- Language
- en
- Update notices
- erratum (2007-08-15)
- Open access
- closed
- Locations
- Journal of Clinical Sleep Medicine (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Life Sciences › Neuroscience › Cognitive Neuroscience › Sleep and Wakefulness Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › EEG and Brain-Computer Interfaces
- Keywords
- sleep stage classification, visual grading, REM sleep, slow-wave sleep, K-complexes, sleep onset, electrooculography, scoring reliability
- MeSH terms
- Adult, Electroencephalography, Electrooculography, Humans, Research, Research Design, Sleep, Sleep Wake Disorders, Sleep Stages, Sleep, REM, Polysomnography
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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