All‐night dynamics of the human sleep EEG
Abstract
SUMMARY The dynamics of the sleep EEG were investigated by all‐night spectral analysis of 51 sleep records. Power density was calculated for 1‐Hz bins in the 0.25–25.0 Hz range. Values in non‐rapid‐eye‐movement sleep (NREMS) were higher than in REMS in the 0.25–16.0 Hz range, and lower in the 18.25–22.0 Hz range. Power density in the 0.25–12.0 Hz range showed a declining trend over the first four NREMS episodes, which, depending on the frequency bin, could be approximated by non‐linear or linear decay functions. In the frequency range of sleep spindles (12.25–15.0 Hz), power density in the 13.25–15.0 Hz band showed an increasing trend between NREMS episode 2 and NREMS episode 4. A correlation matrix of 25 1‐Hz bins revealed for NREMS a negative correlation between slow‐wave activity (SWA; 0.25–4.0 Hz) and activity in the spindle frequency range. This negative correlation was highest in the first NREMS episode and diminished progressively over the subsequent NREMS episodes. Within NREMS episodes, the values in the spindle frequency range showed a U‐shaped time course, the trough coinciding with a high level of SWA. By contrast, in both the early and late part of the episode the two types of activity changed in the same direction. The results are consistent with recent electrophysiological studies indicating that the establishment of NREMS is associated with a progressive hyperpolarization of thalamocortical neurons during which the membrane potential exhibits oscillations first in the spindle frequency range and then in the range of SWA.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
This type of stimulation applied during early non-REM sleep specifically enhanced <1 Hz slow oscillations and additionally increased frontal slow spindle activity.
“This type of stimulation applied during early non-REM sleep specifically enhanced Ͻ1 Hz slow oscillations and additionally increased frontal slow spindle activity (10)(11)(12).”
From About Sleep's Role in Memory (2013) · cites this paper as [11]
There is a reciprocal relationship between spindles and SWA such that while SWA progressively decreases across nocturnal sleep in humans, sleep spindles and power in the 12-15 Hz sigma band tend to increase.
“There is a reciprocal relationship between spindles and SWA such that while SWA progressively decreases across nocturnal sleep in humans, sleep spindles and power in the 12-15 Hz (”
From About Sleep's Role in Memory (2013) · cites this paper as [11]
Cites
Rechtschaffen, A. (1968) · Medical Entomology and Zoology · Cited by 11,772 · see citing works
Two-Process Model of Sleep Regulation
Binder, M. D., Hirokawa, N., & Windhorst, U. (2008) · Springer eBooks · doi:10.1007/978-3-540-29678-2_6166 · Cited by 3,895 · see citing works
Timing of human sleep: recovery process gated by a circadian pacemaker
Daan, S., Beersma, D. G. M., & Borbély, A. A. (1984) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.1984.246.2.r161 · Cited by 1,424 · see citing works
Self-citationBrainstem Control of Wakefulness and Sleep
Steriade, M., & McCarley, R. W. (1990) · doi:10.1007/978-1-4757-4669-3 · Cited by 1,188 · see citing works
McCormick, D. A., & Pape, H. (1990) · The Journal of Physiology · doi:10.1113/jphysiol.1990.sp018331 · Cited by 1,140 · see citing works
Sleep deprivation: effect on sleep stages and EEG power density in man
Borbély, A. A., Baumann, F., Brandeis, D., Strauch, I., & Lehmann, D. (1981) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(81)90225-x · Cited by 1,013 · see citing works
Self-citationChanges in sleep cycle patterns with age
Feinberg, I. (1974) · Journal of Psychiatric Research · doi:10.1016/0022-3956(74)90011-9 · Cited by 557 · see citing works
Steriade, M., Dossi, R. C., & Nunez, A. (1991) · Journal of Neuroscience · doi:10.1523/jneurosci.11-10-03200.1991 · Cited by 480 · see citing works
Achermann, P., Dijk, D.-J., Brunner, D. P., & Borbély, A. A. (1993) · Brain Research Bulletin · doi:10.1016/0361-9230(93)90016-5 · Cited by 470 · see citing works
Self-citationSystematic Trends Across the Night in Human Sleep Cycles
Feinberg, I., & Floyd, T. C. (1979) · Psychophysiology · doi:10.1111/j.1469-8986.1979.tb02991.x · Cited by 394 · see citing works
Dijk, D., Beersma, D. G. M., & Daan, S. (1987) · Journal of Biological Rhythms · doi:10.1177/074873048700200304 · Cited by 369 · see citing works
Hirsch, J. C., Fourment, A., & Marc, M. E. (1983) · Brain Research · doi:10.1016/0006-8993(83)91264-7 · Cited by 338 · see citing works
Low‐frequency oscillatory activities intrinsic to rat and cat thalamocortical cells.
Leresche, N., Lightowler, S., Soltész, I., Jassik-Gerschenfeld, D., & Crunelli, V. (1991) · The Journal of Physiology · doi:10.1113/jphysiol.1991.sp018744 · Cited by 283 · see citing works
Blake, H., & Gerard, R. W. (1937) · American Journal of Physiology-Legacy Content · doi:10.1152/ajplegacy.1937.119.4.692 · Cited by 281 · see citing works
Repeated Partial Sleep Deprivation Progressively Changes the EEG During Sleep and Wakefulness
Brunner, D. P., Dijk, D., & Borbély, A. A. (1993) · SLEEP · doi:10.1093/sleep/16.2.100 · Cited by 239 · see citing works
Self-citationTime course of EEG power density during long sleep in humans
Dijk, D., Brunner, D. P., & Borbély, A. A. (1990) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.1990.258.3.r650 · Cited by 239 · see citing works
Self-citationStage 4 Sleep: Influence of Time Course Variables
Webb, W. B., & Agnew, H. W. (1971) · Science · doi:10.1126/science.174.4016.1354 · Cited by 215 · see citing works
Sigma (12–15 Hz) and Delta (0.3–3 Hz) EEG oscillate reciprocally within NREM sleep
Uchida, S., Maloney, T., March, J. D., Azari, R., & Feinberg, I. (1991) · Brain Research Bulletin · doi:10.1016/0361-9230(91)90286-s · Cited by 129 · see citing works
Period and amplitude analysis of 0.5–3c/sec activity in NREM sleep of young adults
Feinberg, I., March, J. D., Fein, G., Floyd, T. C., Walker, J. M., & Price, L. J. (1978) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(78)90266-3 · Cited by 123 · see citing works
Spectral analysis of the EEG of dominant and non-dominant alpha subjects during waking and sleeping
Johnson, L. C., Lubin, A., Naitoh, P., Nute, C., & Austin, M. T. (1969) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(69)90086-8 · Cited by 122 · see citing works
Dumermuth, G., & Molinari, L. (2008) · Neuropsychobiology · doi:10.1159/000118345 · Cited by 121 · see citing works
Simulation of Human Sleep: Ultradian Dynamics of Electroencephalographic Slow-Wave Activity
Achermann, P., & Borbély, A. A. (1990) · Journal of Biological Rhythms · doi:10.1177/074873049000500206 · Cited by 121 · see citing works
Self-citationAchermann, P., & Borbély, A. A. (1987) · PubMed · Cited by 120 · see citing works
Self-citationFeinberg, I., Floyd, T. C., & March, J. D. (1987) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(87)90019-8 · Cited by 116 · see citing works
Effect of zopiclone and midazolam on sleep and EEG spectra in a phase-advanced sleep schedule.
Trachsel, L., Dijk, D., Brunner, D. P., Klene, C., & Borbély, A. A. (1990) · PubMed · Cited by 110 · see citing works
Self-citationGuazzelli, M., Feinberg, I., Aminoff, M. J., Fein, G., Floyd, T. C., & Maggini, C. (1986) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(86)90140-9 · Cited by 107 · see citing works
EEG power density during recovery sleep in the morning
Dijk, D.-J., Brunner, D. P., & Borbély, A. A. (1991) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(91)90034-2 · Cited by 94 · see citing works
Self-citationBeta (20–28 Hz) and Delta (0.3–3 Hz) EEGs Oscillate Reciprocally Across NREM and REM Sleep
Uchida, S., Maloney, T., & Feinberg, I. (1992) · SLEEP · doi:10.1093/sleep/15.4.352 · Cited by 93 · see citing works
Changes in frequency and amplitude of delta activity during sleep
Church, M. W., March, J. D., Hibi, S., Benson, K. L., Cavness, C., & Feinberg, I. (1975) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(75)90121-2 · Cited by 78 · see citing works
Naitoh, P., Antony-Baas, V., Muzet, A. G., & Ehrhart, J. (1982) · SLEEP · doi:10.1093/sleep/5.1.58 · Cited by 76 · see citing works
Characteristics of Spindle Activity and Their Use in Evaluation of Hypnotics
Azumi, K., & Shirakawa, S. (1982) · SLEEP · doi:10.1093/sleep/5.1.95 · Cited by 72 · see citing works
Lancel, M., van Riezen, H., & Glatt, A. F. (1992) · Brain Research · doi:10.1016/0006-8993(92)91559-w · Cited by 58 · see citing works
Human sleep-electroencephalogram: A damped oscillatory phenomenon
Sinha, A. K., Smythe, H., Zarcone, V. P., Barchas, J. D., & Dement, W. C. (1972) · Journal of Theoretical Biology · doi:10.1016/0022-5193(72)90046-x · Cited by 44 · see citing works
Some Characteristics of Sleep Spindles Derived from Automatic Analysis
Matsubayashi, K., Ishiyama, Y., Homma, I., et al. (1981) · SLEEP · doi:10.1093/sleep/4.4.392 · Cited by 20 · see citing works
Patterning of NREM sleep periods in normals: an observation revisited
Kupfer, D. J., Ulrich, R. F., Grochocinski, V. J., & Doman, J. M. (1984) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(84)90057-9 · Cited by 10 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Rasch, B., & Born, J. (2013) · Physiological Reviews · doi:10.1152/physrev.00032.2012 · Cited by 2,783 · see citing works
Dijk, D., & Czeisler, C. (1995) · The Journal of Neuroscience · doi:10.1523/jneurosci.15-05-03526.1995 · Cited by 1,356 · see citing works
Sleep loss: a novel risk factor for insulin resistance and type 2 diabetes
Spiegel, K., Knutson, K., Leproult, R., Tasali, E., & Cauter, E. V. (2005) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00660.2005 · Cited by 1,175 · see citing works
Sleep spindles: mechanisms and functions
Fernandez, L. M. J., & Lüthi, A. (2020) · Physiological Reviews · doi:10.1152/physrev.00042.2018 · Cited by 716 · see citing works
Grouping of spindle activity during slow oscillations in human non-rapid eye movement sleep
Mölle, M., Marshall, L., Gais, S., & Born, J. (2002) · The Journal of Neuroscience · doi:10.1523/jneurosci.22-24-10941.2002 · Cited by 617 · see citing works
Latchoumane, C.-F. V., Ngo, H.-V. V., Born, J., & Shin, H.-S. (2017) · Neuron · doi:10.1016/j.neuron.2017.06.025 · Cited by 561 · see citing works
Homeostatic sleep regulation in adolescents
Jenni, O. G., Achermann, P., & Carskadon, M. A. (2005) · Sleep · doi:10.1093/sleep/28.11.1446 · Cited by 469 · see citing works
Effect of unilateral somatosensory stimulation prior to sleep on the sleep EEG in humans
KATTLER, H., DIJK, D., & BORBÉLY, A. A. (1994) · Journal of Sleep Research · doi:10.1111/j.1365-2869.1994.tb00123.x · Cited by 401 · see citing works
Self-citationCircadian system, sleep and endocrinology
Morris, C. J., Aeschbach, D., & Scheer, F. A. J. L. (2012) · Molecular and Cellular Endocrinology · doi:10.1016/j.mce.2011.09.003 · Cited by 403 · see citing works
Self-citationLandolt, H.-P., Dijk, D.-J., Achermann, P., & Borbély, A. A. (1996) · Brain Research · doi:10.1016/s0006-8993(96)00770-6 · Cited by 350 · see citing works
Self-citationDijk, D.-J., Hayes, B., & Czeisler, C. A. (1993) · Brain Research · doi:10.1016/0006-8993(93)90579-c · Cited by 317 · see citing works
An electroencephalographic fingerprint of human sleep
De Gennaro, L., Ferrara, M., Vecchio, F., Curcio, G., & Bertini, M. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.01.020 · Cited by 247 · see citing works
Lecci, S., Fernandez, L. M. J., Weber, F. D., Cardis, R., Chatton, J.-Y., Born, J., & Lüthi, A. (2017) · Science Advances · doi:10.1126/sciadv.1602026 · Cited by 242 · see citing works
Spectral Analysis of the Sleep Electroencephalogram During Adolescence
(2004) · Sleep · doi:10.1093/sleep/27.4.774 · Cited by 231 · see citing works
Caffeine intake (200 mg) in the morning affects human sleep and EEG power spectra at night
Landolt, H.-P., Werth, E., Borbély, A. A., & Dijk, D.-J. (1995) · Brain Research · doi:10.1016/0006-8993(95)00040-w · Cited by 209 · see citing works
Self-citationAge-dependent changes in sleep EEG topography
Landolt, H.-P., & Borbély, A. A. (2001) · Clinical Neurophysiology · doi:10.1016/s1388-2457(00)00542-3 · Cited by 200 · see citing works
Self-citationSiclari, 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
Varga, A. W., Wohlleber, M. E., Giménez, S., Romero, S., Alonso, J. F., Ducca, E. L., Kam, K., Lewis, C., Tanzi, E. B., Tweardy, S., et al. (2016) · SLEEP · doi:10.5665/sleep.6240 · Cited by 203 · see citing works
Brandenberger, G., Ehrhart, J., Piquard, F., & Simon, C. (2001) · Clinical Neurophysiology · doi:10.1016/s1388-2457(01)00507-7 · Cited by 159 · see citing works
A Role for Non-Rapid-Eye-Movement Sleep Homeostasis in Perceptual Learning
Aeschbach, D., Cutler, A. J., & Ronda, J. M. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.5548-07.2008 · Cited by 142 · see citing works
Self-citationFerrarelli, 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
Structural brain correlates of human sleep oscillations
Saletin, J. M., van der Helm, E., & Walker, M. P. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.06.021 · Cited by 93 · see citing works
High frequency EEG activity during sleep: Characteristics in schizophrenia and depression
Tekell, J. L., Hoffmann, R., Hendrickse, W., Greene, R. W., Rush, A. J., & Armitage, R. (2005) · Clinical EEG and Neuroscience · doi:10.1177/155005940503600107 · Cited by 94 · see citing works
Temporal evolution of coherence and power in the human sleep electroencephalogram
Achermann, P., & BorbÉly, A. (1998) · Journal of Sleep Research · doi:10.1046/j.1365-2869.7.s1.6.x · Cited by 89 · see citing works
Self-citationSleep and sleep electroencephalogram in depressed patients treated with phenelzine
Landolt, H.-P., Raimo, E. B., Schnierow, B. J., Kelsoe, J. R., Rapaport, M. H., & Gillin, J. C. (2001) · Archives of General Psychiatry · doi:10.1001/archpsyc.58.3.268 · Cited by 82 · see citing works
The Menstrual Cycle Effects on Sleep
Driver, H. S., Werth, E., Dijk, D.-J., & Borbély, A. A. (2008) · Sleep Medicine Clinics · doi:10.1016/j.jsmc.2007.10.003 · Cited by 65 · see citing works
Self-citationGronfier, C., Luthringer, R., Follenius, M., Schaltenbrand, N., Macher, J. P., Muzet, A., & Brandenberger, G. (1997) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/s0013-4694(97)00013-1 · Cited by 50 · see citing works
Brain dynamics during the sleep onset transition: an EEG source localization study
Fernandez Guerrero, A., & Achermann, P. (2019) · Neurobiology of Sleep and Circadian Rhythms · doi:10.1016/j.nbscr.2018.11.001 · Cited by 35 · see citing works
Effects of a brief afternoon nap on declarative and procedural memory
Qian, L., Ru, T., He, M., Li, S., & Zhou, G. (2022) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2022.107662 · Cited by 12 · see citing works
Grützmann (2022) · doi:10.1016/j.bpsgos.2021.07.003 · Cited by 3 · see citing works
- Authors
- AESCHBACH, D., & BORBÉLY, A. A.
- Affiliations
- University of Zurich (CH)
- Corresponding author
- BORBÉLY, ALEXANDER A.
- Venue
- Journal of Sleep Research
- Publisher
- Wiley
- Published
- 1993-06
- Volume
- 2
- Issue
- 2
- Pages
- 70-81
- ISSN
- 0962-1105 (ISSN-L)
- 1365-2869
- OpenAlex
- W2089033532
- Cited by
- 299
- References
- 35
- Citations by year
- 2026: 6 · 2025: 8 · 2024: 10 · 2023: 13 · 2022: 11 · 2021: 12 · 2020: 6 · 2019: 14 · 2018: 11 · 2017: 12 · 2016: 12 · 2015: 12 · 2014: 4 · 2013: 14 · 2012: 5
- FWCI
- 3.61
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Sleep Research (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Sleep and Wakefulness Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Keywords
- sleep EEG, NREM sleep, REM sleep, sleep spindles, slow-wave activity, power spectral density, thalamocortical neurons
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.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review