Circadian Variation of Heart Rate Variability Across Sleep Stages
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STUDY OBJECTIVES: Nocturnal cardiovascular events are more frequent at the beginning and end of the night. It was proposed that this pattern reflects the nocturnal distribution of sleep and sleep stages. Using heart rate variability (HRV), we recently showed an interaction between the circadian system and vigilance states on the regulation of cardiac rhythmicity. Here, we further investigate this interaction in order to clarify the specific effects of sleep stages on the regulation of the heart. DESIGN: Participants underwent a 72-h ultradian sleep-wake cycle procedure in time isolation consisting of alternating 60-min wake episodes in dim light and 60-min nap opportunities in total darkness. SETTING: Time isolation suite. PATIENTS OR PARTICIPANTS: Fifteen healthy young participants; two were subsequently excluded. INTERVENTIONS: N/A. MEASUREMENTS AND RESULTS: The current study revealed that sleep onset and progression to deeper sleep stages was associated with a shift toward greater parasympathetic modulation, whereas rapid eye movement (REM) sleep was associated with a shift toward greater sympathetic modulation. We found a circadian rhythm of heart rate (HR) and high-frequency power during wakefulness and all non-REM sleep stages. A significant circadian rhythm of HR and sympathovagal balance of the heart was also observed during REM sleep. During slow wave sleep, maximal parasympathetic modulation was observed at ∼02:00, whereas during REM sleep, maximal sympathetic modulation occurred in the early morning. CONCLUSION: The circadian and sleep stage-specific effects on heart rate variability are clinically relevant and contribute to the understanding of the degree of cardiovascular vulnerability during sleep.
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The transition from wakefulness to sleep shifts sympathetic to parasympathetic outflow, determined in part by sleep stage and depth.
“In the transition from wakefulness to sleep, a shift from sympathetic to parasympathetic outflow occurs, which is determined in part by the stage of sleep as well as sleep depth (Boudreau et al, 2013).”
From Sleep health: Reciprocal regulation of sleep and innate immunity (2017) · cites this paper as Boudreau et al, 2013
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Cites
Heart Rate Variability: Standards of Measurement, Physiological Interpretation, and Clinical Use
Electrophysiology, T. F. O. T. E. S. O. C. T. N. A. (1996) · Circulation · doi:10.1161/01.cir.93.5.1043 · Cited by 17,159 · see citing works
Rechtschaffen, A. (1968) · Medical Entomology and Zoology · Cited by 11,772 · see citing works
(2007) · Cited by 6,530 · see citing works
Henry, M. A. (1995) · The Journal of the American Dental Association · doi:10.14219/jada.archive.1995.0108 · Cited by 3,454 · see citing works
Assessment of autonomic function in humans by heart rate spectral analysis
Pomeranz, B., Macaulay, R. J., Caudill, M. A., Kutz, I., Adam, D., Gordon, D., Kilborn, K. M., Barger, A. C., Shannon, D. C., Cohen, R. J., et al. (1985) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1985.248.1.h151 · Cited by 2,876 · see citing works
Sympathetic-Nerve Activity during Sleep in Normal Subjects
Somers, V. K., Dyken, M. E., Mark, A. L., & Abboud, F. M. (1993) · New England Journal of Medicine · doi:10.1056/nejm199302043280502 · Cited by 1,574 · see citing works
Sleep-Disordered Breathing and Mortality: A Prospective Cohort Study
Punjabi, N. M., Caffo, B. S., Goodwin, J. L., Gottlieb, D. J., Newman, A. B., O'Connor, G. T., Rapoport, D. M., Redline, S., Resnick, H. E., Robbins, J. A., et al. (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000132 · Cited by 1,482 · 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
A putative flip–flop switch for control of REM sleep
Lu, J., Sherman, D. L., Devor, M. G., & Saper, C. B. (2006) · Nature · doi:10.1038/nature04767 · Cited by 1,219 · see citing works
Sleeping and waking disorders : indications and techniques
Guilleminault, C. (1982) · Medical Entomology and Zoology · Cited by 591 · see citing works
WaveLab and Reproducible Research
Buckheit, J. B., & Donoho, D. L. (1995) · Lecture notes in statistics · doi:10.1007/978-1-4612-2544-7_5 · Cited by 551 · see citing works
Autonomic activity during human sleep as a function of time and sleep stage
Trinder, J., Kleiman, J., Carrington, M., Smith, S., Breen, S., Tan, N., & Kim, Y. (2001) · Journal of Sleep Research · doi:10.1046/j.1365-2869.2001.00263.x · Cited by 507 · see citing works
Heart Rate Variability During Specific Sleep Stages
Vanoli, E., Adamson, P. B., Ba-Lin, Pinna, G. D., Lazzara, R., & Orr, W. C. (1995) · Circulation · doi:10.1161/01.cir.91.7.1918 · Cited by 360 · see citing works
Burr, R. L. (2007) · SLEEP · doi:10.1093/sleep/30.7.913 · Cited by 358 · see citing works
Buijs, R. M., la Fleur, S. E., Wortel, J., van Heyningen, C., Zuiddam, L., Mettenleiter, T. C., Kalsbeek, A., Nagai, K., & Niijima, A. (2003) · The Journal of Comparative Neurology · doi:10.1002/cne.10765 · Cited by 356 · see citing works
Chien, K.-L., Chen, P.-C., Hsu, H.-C., Su, T.-C., Sung, F.-C., Chen, M.-F., & Lee, Y.-T. (2010) · SLEEP · doi:10.1093/sleep/33.2.177 · Cited by 350 · see citing works
Impact of the human circadian system, exercise, and their interaction on cardiovascular function
Scheer, F. A. J. L., Hu, K., Evoniuk, H., Kelly, E. E., Malhotra, A., Hilton, M. F., & Shea, S. A. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1006749107 · Cited by 332 · see citing works
Relationship of Heart Rate Variability to Parasympathetic Effect
Goldberger, J. J., Challapalli, S., Tung, R. H., Parker, M. A., & Kadish, A. H. (2001) · Circulation · doi:10.1161/01.cir.103.15.1977 · Cited by 329 · see citing works
Sleep states alter activity of suprachiasmatic nucleus neurons
Deboer, T., Vansteensel, M. J., Détári, L., & Meijer, J. H. (2003) · Nature Neuroscience · doi:10.1038/nn1122 · Cited by 324 · see citing works
Circadian rhythms and cardiovascular health
Portaluppi, F., Tiseo, R., Smolensky, M. H., Hermida, R. C., Ayala, D. E., & Fabbian, F. (2011) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2011.04.003 · Cited by 310 · see citing works
Periodic movements in sleep (nocturnal myoclonus) and restless legs syndrome
Coleman, R. (1982) · Medical Entomology and Zoology · Cited by 287 · see citing works
Galinier, M. (2000) · European Heart Journal · doi:10.1053/euhj.1999.1875 · Cited by 285 · see citing works
Frost, P., Kolstad, H. A., & Bonde, J. P. (2009) · Scandinavian Journal of Work Environment & Health · doi:10.5271/sjweh.1319 · Cited by 245 · see citing works
Spectral analysis of heart rate variability in sleep.
Bušek, P., Vaňková, J., Opavsky, J., Salinger, J., & Nevšímalová, S. (2005) · Physiological Research · doi:10.33549/physiolres.930645 · Cited by 231 · see citing works
Boivin, D. B., Tremblay, G. M., & James, F. O. (2007) · Sleep Medicine · doi:10.1016/j.sleep.2007.03.015 · Cited by 214 · see citing works
Self-citationCircadian variation in cardiovascular events
Muller, J. E. (1999) · American Journal of Hypertension · doi:10.1016/s0895-7061(98)00278-7 · Cited by 210 · see citing works
Sleep studies on a 90-minute day
Carskadon, M. A., & Dement, W. C. (1975) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(75)90004-8 · Cited by 194 · see citing works
Koo, B. B., BLACKWELL, T. L., Ancoli‐Israel, S., Stone, K. L., Stefanick, M. L., Redline, S. S., & for the Osteoporotic Fractures in Men (MrOS) Study Group (2011) · Circulation · doi:10.1161/circulationaha.111.038968 · Cited by 184 · see citing works
Physiological and anatomic evidence for regulation of the heart by suprachiasmatic nucleus in rats
Scheer, F. A. J. L., Ter Horst, G. J., van der Vliet, J., & Buijs, R. M. (2001) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.2001.280.3.h1391 · Cited by 153 · see citing works
Endogenous circadian rhythm in an index of cardiac vulnerability independent of changes in behavior
Hu, K., Ivanov, P. C., Hilton, M. F., Chen, Z., Ayers, R. T., Stanley, H. E., & Shea, S. A. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0408243101 · Cited by 141 · see citing works
Kuo, T. B. J., Lai, C. J., HUANG, Y., & Yang, C. C. H. (2005) · Journal of Cardiovascular Electrophysiology · doi:10.1111/j.1540-8167.2005.40656.x · Cited by 134 · see citing works
Prognostic role of heart rate variability in patients with a recent acute myocardial infarction
Lanza, G. A., Guido, V., Galeazzi, M. M., Mustilli, M., Natali, R., Ierardi, C., Milici, C., Burzotta, F., Pasceri, V., Tomassini, F., et al. (1998) · The American Journal of Cardiology · doi:10.1016/s0002-9149(98)00635-3 · Cited by 133 · see citing works
Cabiddu, R., Cerutti, S., Viardot, G., Werner, S., & Bianchi, A. M. (2012) · Frontiers in Physiology · doi:10.3389/fphys.2012.00045 · Cited by 126 · see citing works
Vegetative Background of SleepSpectral Analysis of the Heart Rate Variability
Scholz, U., Bianchi, A. M., Cerutti, S., & Kubicki, S. (1997) · Physiology & Behavior · doi:10.1016/s0031-9384(97)00234-5 · Cited by 126 · see citing works
Chiou, C.-W., & Zipes, D. P. (1998) · Circulation · doi:10.1161/01.cir.98.4.360 · Cited by 125 · see citing works
Circadian Variation of Sleep During the Follicular and Luteal Phases of the Menstrual Cycle
Shechter, A., Varin, F., & Boivin, D. B. (2010) · Sleep · doi:10.1093/sleep/33.5.647 · Cited by 119 · see citing works
Self-citationBoudreau, P., Yeh, W. H., Dumont, G. A., & Boivin, D. B. (2012) · Chronobiology International · doi:10.3109/07420528.2012.674592 · Cited by 118 · see citing works
Self-citationAccuracy of the LifeShirt® (Vivometrics) in the detection of cardiac rhythms
Heilman, K. J., & Porges, S. W. (2007) · Biological Psychology · doi:10.1016/j.biopsycho.2007.04.001 · Cited by 115 · see citing works
Kupelian, V. A., Rosen, R. C., Link, C. L., McVary, K. T., Aiyer, L. P., Mollon, P., Kaplan, S. A., & McKinlay, J. B. (2008) · The Journal of Urology · doi:10.1016/j.juro.2008.10.039 · Cited by 100 · see citing works
Nonuniform Nighttime Distribution of Acute Cardiac Events
Lavery, C. E., Mittleman, M. A., Cohen, M. C., Muller, J. E., & Verrier, R. L. (1997) · Circulation · doi:10.1161/01.cir.96.10.3321 · Cited by 98 · see citing works
Cardiovascular variability after arousal from sleep: time-varying spectral analysis
Blasi, A., Jo, J. A., Valladares, E. M., Morgan, B. J., Skatrud, J. B., & Khoo, M. C. K. (2003) · Journal of Applied Physiology · doi:10.1152/japplphysiol.01095.2002 · Cited by 93 · see citing works
Are sleep and depression independent or overlapping risk factors for cardiometabolic disease?
Mezick, E. J., Hall, M. H., & Matthews, K. A. (2010) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2010.03.001 · Cited by 92 · see citing works
The autonomic nervous system and the hypothalamus.
DE, P. (1946) · PubMed · Cited by 87 · see citing works
Distribution of REM Sleep on a 90 Minute Sleep-Wake Schedule
Mary, A. C., & William, C. D. (1980) · SLEEP · doi:10.1093/sleep/2.3.309 · Cited by 86 · see citing works
Sforza, E. A., Pichot, V., Červená, K., Barthélemy, J., & Roche, F. (2007) · SLEEP · doi:10.1093/sleep/30.1.43 · Cited by 76 · see citing works
(1998) · PubMed · Cited by 75 · see citing works
Prognostic value of heart rate variability after acute myocardial infarction.
Balanescu, S. M., Corlan, A. D., Dorobanţu, M., & Gherasim, L. (2004) · PubMed · Cited by 72 · see citing works
Sleep-stage-specific regulation of plasma catecholamine concentration
Rasch, B., Dodt, C., Mölle, M., & Jan Born, A. (2007) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2007.06.007 · Cited by 70 · see citing works
Burgess, H. J., Penev, P. D., Schneider, R., & Cauter, E. V. (2003) · Clinical Neurophysiology · doi:10.1016/s1388-2457(03)00312-2 · Cited by 64 · see citing works
Neuroendocrine Processes Underlying Ultradian Sleep Regulation in Man
Gronfier, C., Simon, C., Piquard, F., Ehrhart, J., & BRANDENBERGER, G. (1999) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.84.8.5893 · Cited by 61 · see citing works
Asymmetry in Sympathetic and Vagal Activities During Sleep-Wake Transitions
Kuo, T. B. J., Shaw, F., Lai, C. J., & Yang, C. C. H. (2008) · SLEEP · doi:10.1093/sleep/31.3.311 · Cited by 59 · see citing works
Médigue, C., Girard, A., Laude, D., Monti, A., Wargon, M., & Elghozi, J. (2001) · Pflügers Archiv - European Journal of Physiology · doi:10.1007/s004240000486 · Cited by 56 · see citing works
Autonomic Markers as Predictors of Nonfatal Acute Coronary Events after Myocardial Infarction
Perkiömäki, J. S., Jokinen, V., Tapanainen, J. M., Airaksinen, J. K. E., & Huikuri, H. V. (2008) · Annals of Noninvasive Electrocardiology · doi:10.1111/j.1542-474x.2008.00211.x · Cited by 49 · see citing works
Heart rate activation during spontaneous arousals from sleep: effect of sleep deprivation
Sforza, E. A., Chapotot, F., Lavoie, S., Roche, F., Pigeau, R., & Buguet, A. (2004) · Clinical Neurophysiology · doi:10.1016/j.clinph.2004.06.002 · Cited by 46 · see citing works
REM-related bradyarrhythmia syndrome
Holty, J.-E. C., & Guilleminault, C. (2010) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2010.09.001 · Cited by 40 · see citing works
Predominance of Distal Skin Temperature Changes at Sleep Onset across Menstrual and Circadian Phases
Shechter, A., Boudreau, P., Varin, F., & Boivin, D. B. (2011) · Journal of Biological Rhythms · doi:10.1177/0748730411404677 · Cited by 38 · see citing works
Self-citation‘Sympathovagal balance from heart rate variability: an obituary’, but what is sympathovagal balance?
Prakash, E. S. (2012) · Experimental Physiology · doi:10.1113/expphysiol.2012.067322 · Cited by 10 · see citing works
Sleep-Induced Hypotension Precipitates Severe Myocardial Ischemia
Kim, S., Kuklov, A., Kehoe, R., & Crystal, G. J. (2008) · SLEEP · doi:10.5665/sleep/31.9.1215 · Cited by 9 · see citing works
Sleep-wake and circadian-dependent variation of cardiorespiratory coherence
Boudreau, P., Brouse, C. J., Dumont, G. A., & Boivin, D. B. (2012) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc.2012.6346799 · Cited by 7 · see citing works
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Why Sleep Is Important for Health: A Psychoneuroimmunology Perspective
Irwin, M. R. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-010213-115205 · Cited by 1,325 · see citing works
“In the transition from wakefulness to sleep, there is a shift from sympathetic to parasympathetic outflow, which is dependent on the stage of sleep as well as sleep depth (Boudreau et al. 2013).”
BackgroundSleep and inflammation: partners in sickness and in health
Irwin, M. R. (2019) · Nature reviews. Immunology · doi:10.1038/s41577-019-0190-z · Cited by 1,090 · see citing works
Sleep health: Reciprocal regulation of sleep and innate immunity
Irwin, M. R., & Opp, M. R. (2017) · Neuropsychopharmacology · doi:10.1038/npp.2016.148 · Cited by 624 · see citing works
Impacts of shift work on sleep and circadian rhythms
Boivin, D. B., & Boudreau, P. (2014) · Pathologie Biologie · doi:10.1016/j.patbio.2014.08.001 · Cited by 594 · see citing works
Self-citationDisturbance of the Circadian System in Shift Work and Its Health Impact
Boivin, D. B., Boudreau, P., & Kosmadopoulos, A. (2021) · Journal of Biological Rhythms · doi:10.1177/07487304211064218 · Cited by 537 · see citing works
Self-citationTracy, L. M., Ioannou, L., Baker, K. S., Gibson, S. J., Georgiou‐Karistianis, N., & Giummarra, M. J. (2015) · Pain · doi:10.1097/j.pain.0000000000000360 · Cited by 318 · see citing works
Cortisol on Circadian Rhythm and Its Effect on Cardiovascular System
Azmi, N. A. S. M., Juliana, N., Azmani, S., Effendy, N. M., Abu, I. F., Teng, N. I. M. F., & Das, S. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18020676 · Cited by 235 · see citing works
Han, F., Chen, J., Belkin-Rosen, A., Gu, Y., Luo, L., Buxton, O. M., Liu, X., & Initiative, A. D. N. (2021) · PLoS Biology · doi:10.1371/journal.pbio.3001233 · Cited by 162 · see citing works
Grimaldi, D., Carter, J. R., Van Cauter, E., & Leproult, R. (2016) · Hypertension · doi:10.1161/hypertensionaha.115.06847 · Cited by 153 · see citing works
“when the circadian rhythm of autonomic nervous system activity is in an opposite phase relative to nighttime sleep.(21,30) These prior studies(21,30) report that HR and LF:HF ratio were”
Yüzgeç, Ö., Prsa, M., Zimmermann, R. A., & Huber, D. (2018) · Current Biology · doi:10.1016/j.cub.2017.12.049 · Cited by 153 · see citing works
Obstructive sleep apnea and cancer: Epidemiologic links and theoretical biological constructs
Gozal, D., Farré, R., & Nieto, F. J. (2015) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2015.05.006 · Cited by 129 · see citing works
A literature review of heart rate variability in depressive and bipolar disorders
Bassett, D. L. (2015) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867415622689 · Cited by 110 · see citing works
Heart rate variability measurement in epilepsy: How can we move from research to clinical practice?
Myers, K. A., Sivathamboo, S., & Perucca, P. (2018) · Epilepsia · doi:10.1111/epi.14587 · Cited by 109 · see citing works
Sammito, S., Thielmann, B., Klußmann, A., Deußen, A., Braumann, K.-M., & Böckelmann, I. (2024) · Journal of Occupational Medicine and Toxicology · doi:10.1186/s12995-024-00414-9 · Cited by 107 · see citing works
Distinct circadian mechanisms govern cardiac rhythms and susceptibility to arrhythmia
Hayter, E. A., Wehrens, S. M. T., Dongen, H. P. A. V., Stangherlin, A., Gaddameedhi, S., Crooks, E., Barron, N. J., Venetucci, L. A., O'Neill, J. S., Brown, T. M., et al. (2021) · Nature Communications · doi:10.1038/s41467-021-22788-8 · Cited by 83 · see citing works
Diurnal and circadian variation of sleep and alertness in men vs. naturally cycling women
Boivin, D. B., Shechter, A., Boudreau, P., Begum, E. A., & Ying-Kin, N. M. K. N. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1524484113 · Cited by 80 · see citing works
Self-citationZhai, B., Perez-Pozuelo, I., Clifton, E. A. D., Palotti, J., & Guan, Y. (2020) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3397325 · Cited by 77 · see citing works
Napping Reverses Increased Pain Sensitivity Due to Sleep Restriction
Faraut, B., Léger, D., Medkour, T., Dubois, A., Bayon, V., Chennaoui, M., & Perrot, S. (2015) · PLoS ONE · doi:10.1371/journal.pone.0117425 · Cited by 75 · see citing works
Kenig, A., & Ilan, Y. (2019) · Frontiers in Physiology · doi:10.3389/fphys.2019.01542 · Cited by 68 · see citing works
Reproducibility of Heart Rate Variability Is Parameter and Sleep Stage Dependent
Herzig, D., Eser, P., Omlin, X., Riener, R., Wilhelm, M., & Achermann, P. (2018) · Frontiers in Physiology · doi:10.3389/fphys.2017.01100 · Cited by 67 · see citing works
Widasari, E. R., Tanno, K., & Tamura, H. (2020) · Electronics · doi:10.3390/electronics9030512 · Cited by 61 · see citing works
An orderly sequence of autonomic and neural events at transient arousal changes
Gu, Y., Han, F., Sainburg, L. E., Schade, M. M., Buxton, O. M., Duyn, J. H., & Liu, X. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119720 · Cited by 56 · see citing works
The contribution of sleep to the neuroendocrine regulation of rhythms in human leukocyte traffic
Lange, T., Luebber, F., Graßhoff, H., & Besedovsky, L. (2022) · Seminars in Immunopathology · doi:10.1007/s00281-021-00904-6 · Cited by 54 · see citing works
Kenig, A., Kolben, Y., Asleh, R., Amir, O., & Ilan, Y. (2021) · Frontiers in Cardiovascular Medicine · doi:10.3389/fcvm.2021.695547 · Cited by 53 · see citing works
Cellini, N., Whitehurst, L. N., McDevitt, E. A., & Mednick, S. C. (2015) · Psychophysiology · doi:10.1111/psyp.12595 · Cited by 54 · see citing works
Mekhael, M., Lim, C., Hajjar, A. H. E., Noujaim, C., Pottle, C., Makan, N., Dagher, L., Zhang, Y., Chouman, N., Li, D. ‘., et al. (2022) · Journal of Medical Internet Research · doi:10.2196/38000 · Cited by 51 · see citing works
Effects of sleep fragmentation and partial sleep restriction on heart rate variability during night
Schlagintweit, J., Laharnar, N., Glos, M., Zemann, M., Demin, A. V., Lederer, K., Penzel, T., & Fietze, I. (2023) · Scientific Reports · doi:10.1038/s41598-023-33013-5 · Cited by 51 · see citing works
The Association of Sleep Duration and Quality with Heart Rate Variability and Blood Pressure.
Sajjadieh, A., Shahsavari, A., Safaei, A., Penzel, T., Schoebel, C., Fietze, I., Mozafarian, N., Amra, B., & Kelishadi, R. (2020) · PubMed Central · Cited by 44 · see citing works
Reduced heart rate variability in remitted bipolar disorder and recurrent depression
Bassett, D. L., Bear, N., Nutt, D., Hood, S. D., Bassett, S., & Hans, D. (2016) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867416652734 · Cited by 41 · see citing works
Improving the Test-Retest Reliability of Resting State fMRI by Removing the Impact of Sleep
Wang, J., Han, J., Nguyen, V. T., Guo, L., & Guo, C. C. (2017) · Frontiers in Neuroscience · doi:10.3389/fnins.2017.00249 · Cited by 43 · see citing works
Psychosocial and physiological risks of shift work in nurses: a cross-sectional study
Leyva-Vela, B., Llorente‐Cantarero, F. J., Henarejos-Alarcón, S., & Martínez‐Rodríguez, A. (2018) · Central European Journal of Public Health · doi:10.21101/cejph.a4817 · Cited by 41 · see citing works
Sleep efficiency and nocturnal hemodynamic dipping in young, normotensive adults
Ross, A. J., Yang, H., Larson, R. A., & Carter, J. R. (2014) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.00211.2014 · Cited by 39 · see citing works
Deviations from normal bedtimes are associated with short-term increases in resting heart rate
Faust, L. J., Feldman, K., Mattingly, S. M., Hachen, D. S., & Chawla, N. V. (2020) · npj Digital Medicine · doi:10.1038/s41746-020-0250-6 · Cited by 37 · see citing works
Kim, D. W., Mayer, C., Lee, M. P., Choi, S. W., Tewari, M., & Forger, D. B. (2023) · Journal of The Royal Society Interface · doi:10.1098/rsif.2023.0030 · Cited by 36 · see citing works
Performance Evaluation of a Smart Bed Technology against Polysomnography
Siyahjani, F., Garcia‐Molina, G., Barr, S., & Mushtaq, F. (2022) · Sensors · doi:10.3390/s22072605 · Cited by 35 · see citing works
Perioperative Pharmacological Sleep‐Promotion and Pain Control: A Systematic Review
Bjurström, M. F., & Irwin, M. R. (2019) · Pain Practice · doi:10.1111/papr.12776 · Cited by 35 · see citing works
Besedovsky, L., Cordi, M. J., Wißlicen, L., Martínez-Albert, E., Jan Born, A., & Rasch, B. (2022) · Communications Biology · doi:10.1038/s42003-022-03643-y · Cited by 34 · see citing works
Age‐related losses in cardiac autonomic activity during a daytime nap
Chen, P., Sattari, N. S., Whitehurst, L. N., & Mednick, S. C. (2020) · Psychophysiology · doi:10.1111/psyp.13701 · Cited by 33 · see citing works
Visibility graph analysis of very short-term heart rate variability during sleep
Hou, F., Li, F. W., Wang, J., & Yan, F. (2016) · Physica A Statistical Mechanics and its Applications · doi:10.1016/j.physa.2016.03.086 · Cited by 34 · see citing works
Ma, Y., Chang, M.-C., Litrownik, D., Wayne, P. M., & Yeh, G. Y. (2023) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.10434 · Cited by 34 · see citing works
Shedding Light on Nocturnal Movements in Parkinson’s Disease: Evidence from Wearable Technologies
Zampogna, A., Manoni, A., Asci, F., Liguori, C., Irrera, F., & Suppa, A. (2020) · Sensors · doi:10.3390/s20185171 · Cited by 33 · see citing works
Cardiac autonomic activity during simulated shift work
Skornyakov, E., Gaddameedhi, S., Paech, G. M., Sparrow, A. R., Satterfield, B. C., Shattuck, N. L., Layton, M. E., Karatsoreos, I. N., & Dongen, H. P. A. V. (2018) · Industrial Health · doi:10.2486/indhealth.2018-0044 · Cited by 32 · see citing works
Brain and brain-heart Granger causality during wakefulness and sleep
Abdalbari, H., Durrani, M., Pancholi, S., Patel, N., Nasuto, S. J., & Nicolaou, N. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.927111 · Cited by 31 · see citing works
Liu, S., Teng, J., Qi, X., Wei, S., & Liu, C. (2016) · Technology and Health Care · doi:10.3233/thc-161283 · Cited by 31 · see citing works
Han, F., Liu, X., Yang, Y., & Liu, X. (2024) · NeuroImage · doi:10.1016/j.neuroimage.2024.120905 · Cited by 31 · see citing works
Circadian dysfunction in the Q175 model of Huntington's disease: Network analysis
Smarr, B. L., Cutler, T., Loh, D. H., Kudo, T., Kuljis, D. A., Kriegsfeld, L. J., Ghiani, C. A., & Colwell, C. S. (2019) · Journal of Neuroscience Research · doi:10.1002/jnr.24505 · Cited by 29 · see citing works
Sleep stage detection using only heart rate
Mitsukura, Y., Fukunaga, K., Yasui, M., & Mimura, M. (2019) · Health Informatics Journal · doi:10.1177/1460458219827349 · Cited by 28 · see citing works
McGowan, N. M., & Saunders, K. E. A. (2021) · Current Psychiatry Reports · doi:10.1007/s11920-021-01236-w · Cited by 27 · see citing works
Evangelista, G., Dono, F., Consoli, S., Lanzone, J., Corniello, C., Russo, M., Anzellotti, F., ONOFRJ, M. C., Vollono, C., & Sensi, S. L. (2023) · European Journal of Neurology · doi:10.1111/ene.15792 · Cited by 27 · see citing works
The occurrence of individual slow waves in sleep is predicted by heart rate
Mensen, A., Zhang, Z., Qi, M., & Khatami, R. (2016) · Scientific Reports · doi:10.1038/srep29671 · Cited by 25 · see citing works
DelRosso, L. M., Bruni, O., & Ferri, R. (2020) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.8718 · Cited by 25 · see citing works
A Brain–Heart Biomarker for Epileptogenesis
Bahari, F., Ssentongo, P., Schiff, S. J., & Gluckman, B. J. (2018) · Journal of Neuroscience · doi:10.1523/jneurosci.1130-18.2018 · Cited by 25 · see citing works
Circadian rhythm of brain‐derived neurotrophic factor in serum and plasma
Ehrhardt, M., Schreiber, S., Duderstadt, Y., Braun-Dullaeus, R. C., Borucki, K., Brigadski, T., Müller, N. G., Leßmann, V., & Müller, P. (2024) · Experimental Physiology · doi:10.1113/ep091671 · Cited by 23 · see citing works
Du, Y., Gu, J., Duan, S., Trueb, J. T., Tzavelis, A., Shin, H., Arafa, H., Li, X., Huang, Y. Y., Carr, A. N., et al. (2025) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2501220122 · Cited by 24 · see citing works
Challenges and opportunities of deep learning for wearable-based objective sleep assessment
Zhai, B., Elder, G. J., & Godfrey, A. (2024) · npj Digital Medicine · doi:10.1038/s41746-024-01086-9 · Cited by 25 · see citing works
Fatt, S. J., Beilharz, J. E., Joubert, M., Wilson, C. E., Lloyd, A. R., Vollmer-Conna, U. S., & Cvejic, E. (2020) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.8114 · Cited by 24 · see citing works
Kuula, L., & Pesonen, A. (2020) · JMIR mhealth and uhealth · doi:10.2196/24704 · Cited by 27 · see citing works
Contrast in the circadian behaviors of an electrodermal activity and bioimpedance spectroscopy
Kim, J., Ku, B. U., Bae, J.-H., Han, G., & Kim, J. U. (2018) · Chronobiology International · doi:10.1080/07420528.2018.1486852 · Cited by 23 · see citing works
Deng, S., Wang, Q., Fan, J., Yang, X., Mei, J., Lu, J., Chen, G., Yang, Y., Liu, W., Wang, R., et al. (2022) · Nature and Science of Sleep · doi:10.2147/nss.s377762 · Cited by 23 · see citing works
The impact of sleep deprivation on surgeons' performance during night shifts.
Amirian, I. (2014) · PubMed · Cited by 23 · see citing works
Comparing the cardiac autonomic activity profile of daytime naps and nighttime sleep
Whitehurst, L. N., Naji, M., & Mednick, S. C. (2018) · Neurobiology of Sleep and Circadian Rhythms · doi:10.1016/j.nbscr.2018.03.001 · Cited by 23 · see citing works
Sleep stage classification in children using photoplethysmogram pulse rate variability
Dehkordi, P., Garde, A., Karlen, W., Wensley, D., Ansermino, J. M., & Dumont, G. A. (2014) · Computing in cardiology · Cited by 22 · see citing works
Self-citationGao, L., Li, P., Hu, C., To, T., Patxot, M., Falvey, B., Wong, P. M., Scheer, F., Lin, C., Lo, M., et al. (2019) · Sleep · doi:10.1093/sleep/zsz034 · Cited by 22 · see citing works
Toledano‐Serrabona, J., Sánchez‐Torres, A., Camps‐Font, O., Figueiredo, R., Gay‐Escoda, C., & Valmaseda‐Castellón, E. (2020) · Journal of Oral and Maxillofacial Surgery · doi:10.1016/j.joms.2020.06.024 · Cited by 22 · see citing works
Zhai, B., Guan, Y., Catt, M., & Plötz, T. (2021) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3494961 · Cited by 21 · see citing works
Xue, Y., Xu, P., Hu, Y., Liu, S., Yan, R., Liu, S., Li, Y., Liu, J., Fu, T., & Li, Z. (2024) · Mucosal Immunology · doi:10.1016/j.mucimm.2024.02.009 · Cited by 22 · see citing works
Zhang, X., Beebe, T., Jen, N., Lee, C.-A., Tai, Y., & Hsiai, T. K. (2015) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2015.04.027 · Cited by 21 · see citing works
Chen, H., Hsu, N., & Chou, P. (2017) · The Journals of Gerontology Series A · doi:10.1093/gerona/glx045 · Cited by 21 · see citing works
Decoupling Between Brain Activity and Cerebrospinal Fluid Movement in Neurological Disorders
Liu, X. (2023) · Journal of Magnetic Resonance Imaging · doi:10.1002/jmri.29148 · Cited by 23 · see citing works
Hamdy, R. M., Abdel‐Tawab, H., Elaziz, O. H. A., attar, R. S. E., & Kotb, F. M. (2022) · International Journal of General Medicine · doi:10.2147/ijgm.s354895 · Cited by 18 · see citing works
Effects of Shift Work in a Sample of Italian Nurses: Analysis of Rest-Activity Circadian Rhythm
Galasso, L., Mulè, A., Castelli, L., Cè, E., Condemi, V., Banfi, G., Roveda, E., Montaruli, A., & Esposito, F. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18168378 · Cited by 18 · see citing works
Schmidt, M. U., Baumert, M., Penzel, T., Malberg, H., & Zaunseder, S. (2018) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.00649.2018 · Cited by 17 · see citing works
Huang, M., Huang, C. W., Harrington, D. L., Robb, A., Angeles‐Quinto, A., Nichols, S., Huang, J. W., Le, L., Rimmele, C. T., Matthews, S. C., et al. (2021) · Human Brain Mapping · doi:10.1002/hbm.25340 · Cited by 16 · see citing works
Billeci, L., Faraguna, U., Santarcangelo, E. L., D’Ascanio, P., Varanini, M., & Sebastiani, L. (2021) · Brain Sciences · doi:10.3390/brainsci11081089 · Cited by 15 · see citing works
Aslan, S., Erbil, N., & Tezer, F. İ. (2018) · Journal of Clinical Neurophysiology · doi:10.1097/wnp.0000000000000544 · Cited by 16 · see citing works
Association of clinic and ambulatory heart rate parameters with mortality in hypertension
Böhm, M., Schwantke, I., Mahfoud, F., Lauder, L., Wagenpfeil, S., de la Sierra, A., Vinyoles, E., Gorostidi, M., Segura, J., & Ruilope, L. M. (2020) · Journal of Hypertension · doi:10.1097/hjh.0000000000002565 · Cited by 16 · see citing works
Fang, X., Liu, H.-Y., Wang, Z., Yang, Z., Cheng, T.-Y., Hu, C., Hao, H., Meng, F., Guan, Y., Ma, Y., et al. (2021) · Frontiers in Neurology · doi:10.3389/fneur.2021.691328 · Cited by 16 · see citing works
Healthy Sleep Every Day Keeps the Doctor Away
Feingold, C. L., & Smiley, A. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph191710740 · Cited by 16 · see citing works
Association of intra‐shift nap duration with heart rate variability in medical night shift workers
Deng, S., Wang, Q., Fan, J., Lu, J., Liu, W., Wang, W., Yang, Y., Ding, F., Mei, J., & Ba, L. (2023) · Journal of Sleep Research · doi:10.1111/jsr.13935 · Cited by 14 · see citing works
Chai, R., Ye, Z., Wu, Q., Xue, W., Shi, S., Du, Y., Wu, H., Yi, W., & Hu, Y. (2023) · European journal of medical research · doi:10.1186/s40001-023-01158-8 · Cited by 14 · see citing works
Changes in brain function and heart sound in acute sleep deprivation individuals
Cao, Q., Zeng, H., Liu, F., Wang, Y., Zhang, P., Yin, J., Xu, F., & Weng, X. (2023) · Sleep Medicine · doi:10.1016/j.sleep.2023.11.040 · Cited by 14 · see citing works
Difficulty in initiating sleep is associated with poor morning cardiovascular function
Tsai, H.-J., Kuo, T. B. J., Yang, A. C., Tsai, S., & Yang, C. C. H. (2020) · Psychiatry Research · doi:10.1016/j.psychres.2020.113518 · Cited by 14 · see citing works
Bai, T., Zhou, D., Yushanjiang, F., Wang, D., Zhang, D., Liu, X., Song, J., Zhang, J., Hou, X., & Ma, Y. (2022) · Frontiers in Physiology · doi:10.3389/fphys.2021.805925 · Cited by 13 · see citing works
Transcranial Impedance Changes during Sleep: A Rheoencephalography Study
Meghdadi, A. H., Popovic, D. P., Rupp, G., Smith, S., Berka, C., & Verma, A. (2019) · IEEE Journal of Translational Engineering in Health and Medicine · doi:10.1109/jtehm.2019.2898193 · Cited by 13 · see citing works
Jiang, J., Chen, G., Song, X., Lu, J., Wang, J., Ding, F., Ba, L., & Mei, J. (2024) · International Archives of Occupational and Environmental Health · doi:10.1007/s00420-024-02060-4 · Cited by 15 · see citing works
Geng, P., Shang, Z., Cheng, F., Zhang, Y., Deng, X., Chen, X., Li, Z., Zheng, L., & Liu, X. (2025) · Journal of Clinical Anesthesia · doi:10.1016/j.jclinane.2025.111897 · Cited by 12 · see citing works
A Novel Algorithm for Detecting the Drowsiness Onset in Real-Time
Pugliese, L., Violante, M., & Groppo, S. (2022) · IEEE Access · doi:10.1109/access.2022.3167708 · Cited by 12 · see citing works
Effects of age and sex on vasomotor activity and baroreflex sensitivity during the sleep–wake cycle
Yeh, C., Kuo, T. B. J., Li, J., Kuo, K., Chern, C., Yang, C. C. H., & Huang, H.-Y. (2022) · Scientific Reports · doi:10.1038/s41598-022-26440-3 · Cited by 12 · see citing works
High Prevalence of Orthostatic Dysregulation among Circadian Rhythm Disorder Patients
Tsuchiya, A., Kitajima, T., Tomita, S., Esaki, Y., Hirose, M., & Iwata, N. (2016) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.6268 · Cited by 12 · see citing works
Circadian regulation of physiology: Relevance for space medicine
Astaburuaga-García, R., Basti, A., Li, Y., Herms, D., & Relógio, A. (2019) · REACH · doi:10.1016/j.reach.2019.100029 · Cited by 12 · see citing works
The association between cardiac autonomic neuropathy and diabetes control
Vasheghani, M., Sarvghadi, F., & Beyranvand, M. R. (2019) · Diabetes Metabolic Syndrome and Obesity · doi:10.2147/dmso.s196729 · Cited by 12 · see citing works
Li, B., Guo, S., Xu, H. Y., Zhou, Y., Zhang, M., Wang, J., Chen, Y., Chen, H., Song, J., & Tan, S. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.06.102 · Cited by 12 · see citing works
Patterson, P. D., Weiss, L. S., Weaver, M. D., Salcido, D. D., Opitz, S. E., Okerman, T. S., Smida, T., Martin, S. E., Guyette, F. X., Martin‐Gill, C., et al. (2021) · Trials · doi:10.1186/s13063-021-05161-4 · Cited by 12 · see citing works
Cellular Effects of Rhynchophylline and Relevance to Sleep Regulation
Roig, M. N. B., Leduc, T., Areal, C. C., & Mongrain, V. (2021) · Clocks & Sleep · doi:10.3390/clockssleep3020020 · Cited by 11 · see citing works
de Vries, H., Oldenhuis, H. K. E., van der Schans, C. P., Sanderman, R., & Kamphuis, W. (2023) · Applied Psychophysiology and Biofeedback · doi:10.1007/s10484-022-09578-8 · Cited by 11 · see citing works
Ding, Z., Chen, G., Zhang, L., Baheti, B., Wu, R., Liao, W., Liu, X., Hou, J., Mao, Z., Guo, Y., et al. (2023) · Chemosphere · doi:10.1016/j.chemosphere.2023.139671 · Cited by 12 · see citing works
Sleep-Mediated Heart Rate Variability after Bilateral Carotid Body Tumor Resection
Niemeijer, N. D., Corssmit, E. P. M., Reijntjes, R. H. A. M., Lammers, G. J., van Dijk, J. G., & Thijs, R. D. (2015) · SLEEP · doi:10.5665/sleep.4586 · Cited by 11 · see citing works
DelRosso, L. M., Silvestri, R., & Ferri, R. (2021) · Sleep Medicine Clinics · doi:10.1016/j.jsmc.2021.03.003 · Cited by 11 · see citing works
Advancing sleep health equity through deep learning on large-scale nocturnal respiratory signals
Zhuang, Z., Xue, B., An, Q., Chu, H., Zhang, Y., Chen, R., Xu, J. M., Ding, N., Cui, X., Wang, E., et al. (2025) · Nature Communications · doi:10.1038/s41467-025-64340-y · Cited by 10 · see citing works
- Authors
- Boudreau, P., Yeh, W.-H., Dumont, G. A., & Boivin, D. B.
- Affiliations
- Douglas Mental Health University Institute (CA)
- University of British Columbia (CA)
- Corresponding author
- Boivin, Diane B.
- Venue
- Sleep
- Publisher
- Oxford University Press (OUP)
- Published
- 2013-12-01
- Volume
- 36
- Issue
- 12
- Pages
- 1919-1928
- ISSN
- 0161-8105 (ISSN-L)
- 1550-9109
- PMC
- PMC3825442
- OpenAlex
- W2056795075
- Cited by
- 235
- References
- 60
- Citations by year
- 2026: 20 · 2025: 28 · 2024: 24 · 2023: 30 · 2022: 28 · 2021: 28 · 2020: 14 · 2019: 17 · 2018: 12 · 2017: 7 · 2016: 12 · 2015: 10 · 2014: 5
- FWCI
- 6.12
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- SLEEP (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Canadian Institutes of Health Research
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Life Sciences › Neuroscience › Cognitive Neuroscience › Sleep and Wakefulness Research
- Life Sciences › Neuroscience › Endocrine and Autonomic Systems › Circadian rhythm and melatonin
- Keywords
- heart rate variability, circadian rhythm, sleep stages, REM sleep, slow-wave sleep, parasympathetic modulation, sympathetic modulation, sympathovagal balance
- MeSH terms
- Arousal, Circadian Rhythm, Electrocardiography, Female, Heart Rate, Humans, Male, Sleep Stages, Sleep, REM, Polysomnography, Young Adult
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