Skin deep: enhanced sleep depth by cutaneous temperature manipulation
Abstract
With ageing, an increasingly disturbed sleep is reported as a significant complaint affecting the health and well-being of many people. The available treatments for sleep disturbance have their limitations, so we have adopted a different approach to the improvement of sleep. Since in animal and human studies skin warming has been found to increase neuronal activity in brain areas that are critically involved in sleep regulation, we investigated whether subtle skin temperature manipulations could improve human sleep. By employing a thermosuit to control skin temperature during nocturnal sleep, we demonstrate that induction of a mere 0.4 degrees C increase in skin temperature, whilst not altering core temperature, suppresses nocturnal wakefulness (P<0.001) and shifts sleep to deeper stages (P<0.001) in young and, especially, in elderly healthy and insomniac participants. Elderly subjects showed such a pronounced sensitivity, that the induced 0.4 degrees C increase in skin temperature was sufficient to almost double the proportion of nocturnal slow wave sleep and to decrease the probability of early morning awakening from 0.58 to 0.04. Therefore, skin warming strongly improved the two most typical age-related sleep problems; a decreased slow wave sleep and an increased risk of early morning awakening. EEG frequency spectra showed enhancement of low-frequency cortical oscillations. The results indicate that subtle feedback control of in-bed temperature through very mild manipulations could have strong clinical relevance in the management of disturbed sleep especially in the elderly, who have an attenuated behavioural response to suboptimal environmental temperature, which may hamper them from taking appropriate action to optimize their bed temperature.
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Mild skin warming facilitates sleep onset and promotes slow wave sleep and sleep maintenance.
“while mild skin warming facilitates sleep onset [67, 71] and promotes slow wave sleep and sleep maintenance [33, 69].”
From Sleep, vigilance, and thermosensitivity (2012) · cites this paper as [69]
Complaints of early morning awakening may only be alleviated using direct skin temperature manipulation, as demonstrated in lab studies.
“which may only be alleviated using direct skin temperature manipulation, as demonstrated in our lab studies [69].”
From Sleep, vigilance, and thermosensitivity (2012) · cites this paper as [69]
Cites
The Pittsburgh Sleep Quality Index: a new instrument for psychiatric practice and research
Buysse, D. J., Reynolds, C. F., Monk, T. H., Berman, S. R., & Kupfer, D. J. (1989) · Psychiatry Research · doi:10.1016/0165-1781(89)90047-4 · Cited by 35,234 · 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
The International Classification of Sleep Disorders
Daroff, R. B. (1991) · Neurology · doi:10.1212/wnl.41.1.160 · Cited by 5,025 · see citing works
SCL-90: an outpatient psychiatric rating scale--preliminary report.
Derogatis, L. R., Lipman, R. S., & Covi, L. (1973) · PubMed · Cited by 3,815 · see citing works
Sleep Complaints Among Elderly Persons: An Epidemiologic Study of Three Communities
Foley, D. J., Monjan, A. A., Brown, S. L., Simonsick, E. M., Wallace, R. B., & Blazer, D. G. (1995) · Sleep · doi:10.1093/sleep/18.6.425 · Cited by 1,610 · 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
Applied Longitudinal Data Analysis for Epidemiology: A Practical Guide
Twisk, J. W. R. (2003) · Cited by 1,248 · see citing works
Recommendations for a standard research assessment of insomnia
Buysse, D. J., Ancoli-Israel, S., Edinger, J. D., Lichstein, K. L., & Morin, C. M. (2006) · Sleep · doi:10.1093/sleep/29.9.1155 · Cited by 1,206 · see citing works
Edinger, J. D., Bonnet, M. H., Bootzin, R. R., Doghramji, K., Dorsey, C. M., Espie, C. A., Jamieson, A. O., McCall, W. V., Morin, C. M., & Stepanski, E. J. (2004) · Sleep · doi:10.1093/sleep/27.8.1567 · Cited by 1,039 · cited 3× · see citing works
“They included eight young adults (mean SEM: 27.0 2.4 years, four males), eight elderly subjects without sleep complaints (65.8 2.8 years, four males) and eight elderly subjects diagnosed with primary insomnia (59.1 1.9 years, four males) according to the qualitative criteria of the International classification of slee…”
MethodInfluentialSivertsen, B., Omvik, S., Pallesen, S., Bjorvatn, B., Havik, O. E., Kvale, G., Nielsen, G. H., & Nordhus, I. H. (2006) · JAMA · doi:10.1001/jama.295.24.2851 · Cited by 589 · cited 1× · see citing works
“Non-pharmacological interventions are of value in the management of age-related sleep complaints, since they may be at least as effective as hypnotics and lack the adverse effects that occur with chronic use (Sivertsen et al., 2006).”
BackgroundThe Sleep Disorders Questionnaire I: Creation and Multivariate Structure of SDQ
Douglass, A. B., Bomstein, R., Nino‐Murcia, G., Keenan, S. A., Miles, L. E. M., Zarcone, V. P., Guilleminault, C., & Dement, W. C. (1994) · SLEEP · doi:10.1093/sleep/17.2.160 · Cited by 560 · see citing works
Quantitative criteria for insomnia
Lichstein, K. L., Durrence, H. H., Taylor, D. J., Bush, A. J., & Riedel, B. W. (2003) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(02)00023-2 · Cited by 531 · see citing works
Warm feet promote the rapid onset of sleep
Kräuchi, K., Cajochen, C., Werth, E., & Wirz-Justice, A. (1999) · Nature · doi:10.1038/43366 · Cited by 398 · see citing works
Evaluation of wireless determination of skin temperature using iButtons
VANMARKENLICHTENBELT, W., DAANEN, H., WOUTERS, L., FRONCZEK, R., RAYMANN, R., SEVERENS, N., & VANSOMEREN, E. (2006) · Physiology & Behavior · doi:10.1016/j.physbeh.2006.04.026 · Cited by 392 · see citing works
Self-citationKeeping cool: a hypothesis about the mechanisms and functions of slow-wave sleep
McGinty, D., & Szymusiak, R. S. (1990) · Trends in Neurosciences · doi:10.1016/0166-2236(90)90081-k · Cited by 390 · see citing works
VanSomeren, E. J. W. (2000) · Chronobiology International · doi:10.1081/cbi-100101050 · Cited by 329 · see citing works
Self-citationKräuchi, K., Cajochen, C., & Wirz-Justice, A. (1997) · Journal of Applied Physiology · doi:10.1152/jappl.1997.83.1.134 · Cited by 227 · see citing works
Nighttime drop in body temperature: A physiological trigger for sleep onset?
Murphy, P. J., & Campbell, S. S. (1997) · Sleep · doi:10.1093/sleep/20.7.505 · Cited by 222 · cited 2× · see citing works
“Habitual sleep onset closely follows the maximal rate of decline in CBT during the evening (Murphy and Campbell, 1997) and the probability of waking increases during the early morning rise in temperature.”
BackgroundCircadian Clues to Sleep Onset Mechanisms
Kräuchi, K. (2001) · Neuropsychopharmacology · doi:10.1016/s0893-133x(01)00315-3 · Cited by 213 · see citing works
Mechanisms and functions of coupling between sleep and temperature rhythms
Van Someren, E. J. W. (2006) · Progress in Brain Research · doi:10.1016/s0079-6123(06)53018-3 · Cited by 209 · see citing works
Self-citationCutaneous warming promotes sleep onset
Raymann, R. J. E. M., Swaab, D. F., & Van Someren, E. J. W. (2005) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.00492.2004 · Cited by 201 · see citing works
Self-citationSomeren, E. J. W. V. (2002) · Ageing Research Reviews · doi:10.1016/s1568-1637(02)00030-2 · Cited by 195 · see citing works
Night-time sleep EEG changes following body heating in a warm bath
Horne, J. A., & Reid, A. (1985) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(85)90022-7 · Cited by 169 · see citing works
Hypothalamic mechanisms in thermoregulation.
Boulant, J. (1981) · PubMed · Cited by 166 · see citing works
The rhythms of human sleep propensity and core body temperature
Lack, L. C., & Lushington, K. (1996) · Journal of Sleep Research · doi:10.1046/j.1365-2869.1996.00005.x · Cited by 153 · see citing works
Applied longitudinal data analysis for epidemiology:
Montgomery, S. (2005) · European Journal of Epidemiology · doi:10.1007/s10654-004-3142-1 · Cited by 150 · see citing works
Neuronal discharge of preoptic/anterior hypothalamic thermosensitive neurons: relation to NREM sleep
Alam, M. N., McGinty, D., & Szymusiak, R. S. (1995) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.1995.269.5.r1240 · Cited by 132 · see citing works
Ambient temperature and human sleep
Muzet, A. G., Libert, J., & Candas, V. (1984) · Cellular and Molecular Life Sciences · doi:10.1007/bf01952376 · Cited by 126 · see citing works
Effects of REM sleep and ambient temperature on hot flash-induced sleep disturbance
Freedman, R. R., & Roehrs, T. (2006) · Menopause The Journal of The North American Menopause Society · doi:10.1097/01.gme.0000227398.53192.bc · Cited by 123 · see citing works
McGinty, D., & Szymusiak, R. S. (2001) · Sleep Medicine Reviews · doi:10.1053/smrv.2001.0170 · Cited by 122 · see citing works
Egan, G. F., Johnson, J. M., Farrell, M. J., McAllen, R. M., Zamarripa, F., McKinley, M. J., Lancaster, J. L., Denton, D. A., & Fox, P. T. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0409753102 · Cited by 118 · see citing works
Nocturnal melatonin onset is phase locked to the primary sleep gate
Shochat, T., Luboshitzky, R., & Lavie, P. (1997) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.1997.273.1.r364 · Cited by 109 · 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 · cited 2× · see citing works
“…for the sleep improvement that previous researchers found to occur following passive body heating (Horne and Reid, 1985; Horne and Shackell, 1987; Bunnell et al., 1988; Jordan et al., 1990; Dorsey et al., 1996, 1999; Kanda et al., 1999; Sung and D ow nloaded from https://academ ic.oup.com…”
BackgroundEffects of Bathing and Hot Footbath on Sleep in Winter
Sung, E.-J., & Tochihara, Y. (2000) · Journal of PHYSIOLOGICAL ANTHROPOLOGY and Applied Human Science · doi:10.2114/jpa.19.21 · Cited by 105 · see citing works
Sleep propensity is modulated by circadian and behavior-induced changes in cutaneous temperature
Van Someren, E. J. W. (2004) · Journal of Thermal Biology · doi:10.1016/j.jtherbio.2004.08.003 · Cited by 98 · see citing works
Slow Wave Sleep Elevations After Body Heating: Proximity to Sleep and Effects of Aspirin
Horne, J., & Shackell, B. S. (1987) · SLEEP · doi:10.1093/sleep/10.4.383 · Cited by 96 · see citing works
Sleep, health, and aging. Bridging the gap between science and clinical practice.
Kryger, M. H., Monjan, A. A., Bliwise, D. L., & Ancoli‐Israel, S. (2004) · PubMed · Cited by 94 · see citing works
Van Someren, E. J. W. (2007) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.00557.2006 · Cited by 89 · see citing works
Kubota, T., Uchiyama, M., Suzuki, H., Shibui, K., Kim, K., Tan, X., Tagaya, H., Okawa, M., & Inoué, S. (2002) · Neuroscience Research · doi:10.1016/s0168-0102(01)00310-8 · Cited by 80 · see citing works
Hypothalamic neuronal responses to peripheral and deep-body temperatures
Boulant, J., & Bignall, K. (1973) · American Journal of Physiology-Legacy Content · doi:10.1152/ajplegacy.1973.225.6.1371 · Cited by 74 · see citing works
Core Body Temperature and Sleep of Older Female Insomniacs Before and After Passive Body Heating
Dorsey, C. M., Teicher, M. H., Cohen‐Zion, M., Stefanovic, L., Satlin, A., Tartarini, W. L., Harper, D. G., & Lukas, S. E. (1999) · SLEEP · doi:10.1093/sleep/22.7.891 · 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
Raymann, R. J. E. M., & Van Someren, E. J. W. (2007) · Sleep · doi:10.1093/sleep/30.1.96 · Cited by 70 · see citing works
Self-citationEffects of Passive Body Heating on the Sleep of Older Female Insomniacs
Dorsey, C. M., Lukas, S. E., Teicher, M. H., Harper, D. G., Winkelman, J. W., Cunningham, S. L., & Satlin, A. (1996) · Journal of Geriatric Psychiatry and Neurology · doi:10.1177/089198879600900203 · Cited by 68 · see citing works
Variability of skin temperature in the waking monkey
Baker, M., Cronin, M., & Mountjoy, D. G. (1976) · American Journal of Physiology-Legacy Content · doi:10.1152/ajplegacy.1976.230.2.449 · Cited by 68 · see citing works
The Effect of Afternoon Body Heating on Body Temperature and Slow Wave Sleep
Jordan, J., Montgomery, I., & Trinder, J. C. (1990) · Psychophysiology · doi:10.1111/j.1469-8986.1990.tb01976.x · Cited by 65 · see citing works
Bathing before sleep in the young and in the elderly
Kanda, K., Tochihara, Y., & Ohnaka, T. (1999) · European Journal of Applied Physiology and Occupational Physiology · doi:10.1007/s004210050560 · Cited by 63 · see citing works
The validity of the dutch sleep disorders questionnaire (Sdq)
Sweere, Y., KERKHOF, G. A., de Weerd, A. W., KAMPHUISEN, H. A. C., Kemp, B., & Schimsheimer, R. J. (1998) · Journal of Psychosomatic Research · doi:10.1016/s0022-3999(98)00030-0 · Cited by 62 · see citing works
The effect of postural changes on body temperatures and heat balance
Tikuisis, P., & Ducharme, M. B. (1996) · European Journal of Applied Physiology and Occupational Physiology · doi:10.1007/bf00242275 · Cited by 60 · see citing works
Sleeping with an Electric Blanket: Effects on Core Temperature, Sleep, and Melatonin in Young Adults
Fletcher, A., Heuvel, C. V. D., & Dawson, D. (1999) · Sleep · doi:10.1093/sleep/22.3.313 · Cited by 56 · see citing works
Circadian rhythm of temperature in man. Comparative study with two experiment protocols.
Marotte, H., & Timbal, J. (1981) · PubMed · Cited by 39 · see citing works
The Effects of a Newly Designed Air Mattress upon Sleep and Bed Climate.
Okamoto, K., Mizuno, K., & Okudaira, N. (1997) · Applied Human Science Journal of Physiological Anthropology · doi:10.2114/jpa.16.161 · Cited by 36 · see citing works
Kryger, M. H. (2004) · PubMed · Cited by 26 · see citing works
VASOMOTORISCHE VERÄNDERUNGEN IN DEN EXTREMITÄTEN IM VERHALTNIS ZU SCHLAF UND SCHLAFBEREITSCHAFT
MAGNUSSEN, G. (1939) · Acta Psychiatrica Scandinavica · doi:10.1111/j.1600-0447.1939.tb06613.x · Cited by 18 · see citing works
Toe temperature change: a measure of sleep onset?
Cc, B. (1980) · PubMed · Cited by 16 · see citing works
Nocturnal microclimate of man.
Goldsmith, R. S., & Hampton, I. (1968) · PubMed · Cited by 11 · see citing works
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Natural Sleep and Its Seasonal Variations in Three Pre-industrial Societies
Yetish, G., Kaplan, H., Gurven, M., Wood, B., Pontzer, H., Manger, P. R., Wilson, C., McGregor, R., & Siegel, J. M. (2015) · Current Biology · doi:10.1016/j.cub.2015.09.046 · Cited by 395 · see citing works
The relationship between insomnia and body temperatures
Lack, L. C., Gradisar, M., Van Someren, E. J. W., Wright, H. R., & Lushington, K. (2008) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2008.02.003 · Cited by 285 · see citing works
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Harding, E. C., Franks, N. P., & Wisden, W. (2019) · Frontiers in Neuroscience · doi:10.3389/fnins.2019.00336 · Cited by 261 · see citing works
Circadian rhythm of wrist temperature in normal-living subjects
Sarabia, J. A., Rol, M. A., Mendiola, P., & Madrid, J. A. (2008) · Physiology & Behavior · doi:10.1016/j.physbeh.2008.08.005 · Cited by 222 · see citing works
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Krauchi, K. (2010) · Frontiers in bioscience · doi:10.2741/3636 · Cited by 156 · see citing works
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Harding, E. C., Yu, X., Miao, A., Andrews, N., Ma, Y., Ye, Z., Lignos, L., Miracca, G., Ba, W., Yustos, R., et al. (2018) · Current Biology · doi:10.1016/j.cub.2018.05.054 · Cited by 136 · see citing works
Circadian Variation of Sleep During the Follicular and Luteal Phases of the Menstrual Cycle
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Romeijn, N., Raymann, R. J. E. M., Møst, E., Te Lindert, B., Van Der Meijden, W. P., Fronczek, R., Gomez-Herrero, G., & Van Someren, E. J. W. (2012) · Pflügers Archiv - European Journal of Physiology · doi:10.1007/s00424-011-1042-2 · Cited by 105 · see citing works
Self-citationHaghayegh, S., Khoshnevis, S., Smolensky, M. H., Diller, K. R., & Castriotta, R. J. (2019) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2019.04.008 · Cited by 99 · see citing works
Effects of season on sleep and skin temperature in the elderly
Okamoto-Mizuno, K., & Tsuzuki, K. (2010) · International Journal of Biometeorology · doi:10.1007/s00484-009-0291-7 · Cited by 97 · see citing works
van Dijk, M., Donga, E., van Dijk, J. G., Lammers, G. J., van Kralingen, K. W., Dekkers, O. M., Corssmit, E. P. M., & Romijn, J. A. (2011) · Diabetologia · doi:10.1007/s00125-011-2184-7 · Cited by 91 · see citing works
Manipulation of skin temperature improves nocturnal sleep in narcolepsy
Fronczek, R., Raymann, R. J. E. M., Overeem, S., Romeijn, N., van Dijk, J. G., Lammers, G. J., & Van Someren, E. J. W. (2008) · Journal of Neurology, Neurosurgery & Psychiatry · doi:10.1136/jnnp.2008.143610 · Cited by 51 · see citing works
Self-citationSleep quality prediction in caregivers using physiological signals
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Correlated Fluctuations of Daytime Skin Temperature and Vigilance
Romeijn, N., & Van Someren, E. J. W. (2011) · Journal of Biological Rhythms · doi:10.1177/0748730410391894 · Cited by 48 · see citing works
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Garrido, M., Saccardo, D., De Rui, M., Vettore, E., Verardo, A., Carraro, P., Di Vitofrancesco, N., Mani, A. R., Angeli, P., Bolognesi, M., et al. (2017) · Liver International · doi:10.1111/liv.13525 · Cited by 38 · see citing works
Doing with less sleep remains a dream
Van Someren, E. J. W. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1011249107 · Cited by 17 · see citing works
Self-citation
- Authors
- Raymann, R. J. E. M., Swaab, D. F., & Van Someren, E. J. W.
- Affiliations
- Netherlands Institute for Neuroscience (NL)
- Venue
- Brain
- Publisher
- Oxford University Press (OUP)
- Published
- 2008-01-11
- Volume
- 131
- Issue
- 2
- Pages
- 500-513
- ISSN
- 0006-8950 (ISSN-L)
- 1460-2156
- OpenAlex
- W2145219354
- Cited by
- 218
- References
- 57
- Citations by year
- 2026: 15 · 2025: 9 · 2024: 13 · 2023: 10 · 2022: 7 · 2021: 14 · 2020: 9 · 2019: 9 · 2018: 16 · 2017: 16 · 2016: 13 · 2015: 16 · 2014: 8 · 2013: 17 · 2012: 13
- FWCI
- 14.51
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Brain (publishedVersion)
- PubMed (publishedVersion)
- Amsterdam UMC (VU Amsterdam) - Institutional Repository (publishedVersion)
- KNAW Research Portal (The Royal Netherlands Academy of Arts and Sciences) (publishedVersion)
- VU Research Portal (publishedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- TNO Repository (submittedVersion)
- Pure Amsterdam UMC (submittedVersion)
- Funders
- ZonMw
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek
- Japan Foundation for Aging and Health
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Life Sciences › Neuroscience › Cognitive Neuroscience › Sleep and Wakefulness Research
- Life Sciences › Neuroscience › Endocrine and Autonomic Systems › Circadian rhythm and melatonin
- Keywords
- sleep depth, skin temperature, skin warming, slow-wave sleep, early morning awakening, nocturnal wakefulness, insomnia, older adults, sleep regulation, cortical oscillations, ambient temperature
- MeSH terms
- Adult, Aged, Aging, Body Temperature Regulation, Brain, Electroencephalography, Female, Heating, Humans, Sleep Initiation and Maintenance Disorders, Male, Middle Aged, Skin Temperature, Sleep Stages, Wakefulness, Polysomnography
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