Effect of 1 Night of Total Sleep Deprivation on Cerebrospinal Fluid β-Amyloid 42 in Healthy Middle-Aged Men: A Randomized Clinical Trial
Open accessAbstract
IMPORTANCE: Increasing evidence suggests a relationship between poor sleep and the risk of developing Alzheimer disease. A previous study found an effect of sleep on β-amyloid (Aβ), which is a key protein in Alzheimer disease pathology. OBJECTIVE: To determine the effect of 1 night of total sleep deprivation on cerebrospinal fluid Aβ42 protein levels in healthy middle-aged men. DESIGN, SETTING, AND PARTICIPANTS: The Alzheimer, Wakefulness, and Amyloid Kinetics (AWAKE) study at the Radboud Alzheimer Center, a randomized clinical trial that took place between June 1, 2012, and October 1, 2012. Participants were cognitively normal middle-aged men (40-60 years of age) with normal sleep (n = 26) recruited from the local population. INTERVENTIONS: Participants were randomized to 1 night with unrestricted sleep (n = 13) or 1 night of total sleep deprivation (24 hours of wakefulness) (n = 13). MAIN OUTCOMES AND MEASURES: Sleep was monitored using continuous polysomnographic recording from 3 pm until 10 am. Cerebrospinal fluid samples were collected using an intrathecal catheter at defined times to compare cerebral Aβ42 concentrations between evening and morning. RESULTS: A night of unrestricted sleep led to a 6% decrease in Aβ42 levels of 25.3 pg/mL (95% CI [0.94, 49.6], P = .04), whereas sleep deprivation counteracted this decrease. When accounting for the individual trajectories of Aβ42 over time, a difference of 75.8 pg/mL of Aβ42 was shown between the unrestricted sleep and sleep deprivation group (95% CI [3.4, 148.4], P = .04). The individual trajectories of evening and morning Aβ42 concentrations differed between the unrestricted sleep and sleep deprivation groups (P = .04) in contrast to stable Aβ40, tau, and total protein levels. CONCLUSIONS AND RELEVANCE: Sleep deprivation, or prolonged wakefulness, interferes with a physiological morning decrease in Aβ42. We hypothesize that chronic sleep deprivation increases cerebral Aβ42 levels, which elevates the risk of Alzheimer disease. TRIAL REGISTRATION: clinicaltrials.gov Identifier: NCT01194713.
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Impaired amyloidβ clearance usually occurs during deep sleep at the beginning of the night, which lasts one to two hours, so is unlikely to be affected in those reporting sleep disturbances.
“However, this usually occurs during deep sleep at the beginning of the night, which lasts one to two hours so is unlikely to be affected in those reporting sleep disturbances. (316-318)”
From Dementia prevention, intervention, and care: 2024 report of the Lancet standing Commission (2024) · cites this paper as [316]
The Discussion (page unavailable) links sleep to a decrease in CSF Aβ42 but does not place amyloid clearance exclusively in the first one to two hours of deep sleep. Contrary to the claim that sleep disturbances are unlikely to affect it, the Discussion reports that total sleep deprivation abolished the decrease, and the Conclusions hypothesize that disrupted sleep might contribute to Aβ42 accumulation. (LLM, conf=0.87)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredIn humans, SD increases CSF levels of Aβ38, Aβ40, and Aβ42 through enhancement of Aβ production.
“In humans, SD increases CSF levels of Aβ38, Aβ40, and Aβ42 through the enhancement of Aβ production [568, 569].”
From Molecular and cellular mechanisms underlying the pathogenesis of Alzheimer’s disease (2020) · cites this paper as [568]
A single night of sleep deprivation elevates CSF Aβ42 in healthy middle-aged men.
“A single night of sleep deprivation leads to elevated CSF Aβ42 levels in healthy middle-aged men (Ooms et al., 2014).”
From Alzheimer Disease: An Update on Pathobiology and Treatment Strategies (2019) · cites this paper as Ooms et al., 2014
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Cites
(2007) · Cited by 6,530 · see citing works
Sleep Drives Metabolite Clearance from the Adult Brain
Xie, L., Kang, H., Xu, Q., Chen, M. J., Liao, Y., Thiyagarajan, M., O’Donnell, J., Christensen, D. J., Nicholson, C., Iliff, J. J., et al. (2013) · Science · doi:10.1126/science.1241224 · Cited by 5,411 · see citing works
Jack, C. R., Knopman, D. S., Jagust, W. J., Petersen, R. C., Weiner, M. W., Aisen, P. S., Shaw, L. M., Vemuri, P., Wiste, H. J., Weigand, S. D., et al. (2013) · The Lancet Neurology · doi:10.1016/s1474-4422(12)70291-0 · Cited by 4,396 · see citing works
Van Dongen, H. P. A., Maislin, G., Mullington, J. M., & Dinges, D. F. (2003) · Sleep · doi:10.1093/sleep/26.2.117 · Cited by 3,173 · see citing works
Cerebrospinal fluid biomarker signature in Alzheimer's disease neuroimaging initiative subjects
Shaw, L. M., Vanderstichele, H., Knapik‐Czajka, M., Clark, C. M., Aisen, P. S., Petersen, R. C., Blennow, K., Soares, H., Simon, A., Lewczuk, P., et al. (2009) · Annals of Neurology · doi:10.1002/ana.21610 · Cited by 2,065 · see citing works
APP Processing and Synaptic Function
Kamenetz, F., Tomita, T., Hsieh, H., Seabrook, G., Borchelt, D., Iwatsubo, T., Sisodia, S., & Malinow, R. (2003) · Neuron · doi:10.1016/s0896-6273(03)00124-7 · Cited by 1,644 · see citing works
Amyloid-β Dynamics Are Regulated by Orexin and the Sleep-Wake Cycle
Kang, J.-E., Lim, M. M., Bateman, R. J., Lee, J. J., Smyth, L. P., Cirrito, J. R., Fujiki, N., Nishino, S., & Holtzman, D. M. (2009) · Science · doi:10.1126/science.1180962 · Cited by 1,565 · see citing works
Synaptic Activity Regulates Interstitial Fluid Amyloid-β Levels In Vivo
Cirrito, J. R., Yamada, K. A., Finn, M. B., Sloviter, R. S., Bales, K. R., May, P. C., Schoepp, D. D., Paul, S. M., Mennerick, S., & Holtzman, D. M. (2005) · Neuron · doi:10.1016/j.neuron.2005.10.028 · Cited by 1,265 · see citing works
Lim, A. S. P., Kowgier, M., Yu, L., Buchman, A. S., & Bennett, D. A. (2013) · Sleep · doi:10.5665/sleep.2802 · Cited by 793 · see citing works
Sleep Quality and Preclinical Alzheimer Disease
Ju, Y.-E. S., McLeland, J. S., Toedebusch, C. D., Xiong, C., Fagan, A. M., Duntley, S. P., Morris, J. C., & Holtzman, D. M. (2013) · JAMA Neurology · doi:10.1001/jamaneurol.2013.2334 · Cited by 744 · see citing works
Cortical firing and sleep homeostasis
Vyazovskiy, V. V., Olcese, U., Lazimy, Y. M., Faraguna, U., Esser, S. K., Williams, J. C., Cirelli, C., & Tononi, G. (2009) · Neuron · doi:10.1016/j.neuron.2009.08.024 · Cited by 740 · see citing works
Distinct sites of intracellular production for Alzheimer's disease Aβ40/42 amyloid peptides
Hartmann, T., Bieger, S. C., Brühl, B., Tienari, P. J., Ida, N., Allsop, D., Roberts, G. W., Masters, C. L., Dotti, C. G., Unsicker, K., et al. (1997) · Nature Medicine · doi:10.1038/nm0997-1016 · Cited by 706 · see citing works
Human amyloid-β synthesis and clearance rates as measured in cerebrospinal fluid in vivo
Bateman, R. J., Munsell, L. Y., Morris, J. C., Swarm, R., Yarasheski, K. E., & Holtzman, D. M. (2006) · Nature Medicine · doi:10.1038/nm1438 · Cited by 599 · see citing works
Neuronal activity regulates extracellular tau in vivo
Yamada, K., Holth, J. K., Liao, F., Stewart, F. R., Mahan, T. E., Jiang, H., Cirrito, J. R., Patel, T. K., Hochgräfe, K., Mandelkow, E., et al. (2014) · The Journal of Experimental Medicine · doi:10.1084/jem.20131685 · Cited by 574 · see citing works
Self-reported sleep and β-amyloid deposition in community-dwelling older adults
Spira, A. P., Gamaldo, A. A., An, Y., Wu, M. N., Simonsick, E. M., Bilgel, M., Zhou, Y., Wong, D. F., Ferrucci, L., & Resnick, S. M. (2013) · JAMA Neurology · doi:10.1001/jamaneurol.2013.4258 · Cited by 570 · see citing works
Widespread Changes in Synaptic Markers as a Function of Sleep and Wakefulness in <i>Drosophila</i>
Gilestro, G. F., Tononi, G., & Cirelli, C. (2009) · Science · doi:10.1126/science.1166673 · Cited by 360 · see citing works
Amyloid-β Dynamics Correlate with Neurological Status in the Injured Human Brain
Brody, D. L., Magnoni, S., Schwetye, K. E., Spinner, M. L., Esparza, T. J., Stocchetti, N., Zipfel, G. J., & Holtzman, D. M. (2008) · Science · doi:10.1126/science.1161591 · Cited by 295 · see citing works
Effects of Age and Amyloid Deposition on Aβ Dynamics in the Human Central Nervous System
Huang, Y. (2011) · Archives of Neurology · doi:10.1001/archneurol.2011.235 · Cited by 281 · see citing works
Lim, A. S. P., Yu, L., Kowgier, M. E., Schneider, J. A., Buchman, A. S., & Bennett, D. A. (2013) · JAMA Neurology · doi:10.1001/jamaneurol.2013.4215 · Cited by 260 · see citing works
Fluctuations of CSF amyloid-β levels: Implications for a diagnostic and therapeutic biomarker
Bateman, R. J., Wen, G., Morris, J. C., & Holtzman, D. M. (2007) · Neurology · doi:10.1212/01.wnl.0000256043.50901.e3 · Cited by 260 · see citing works
Lifespan brain activity, β-amyloid, and Alzheimer's disease
Jagust, W. J., & Mormino, E. C. (2011) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.09.004 · Cited by 221 · see citing works
GREATER RISK OF ALZHEIMER'S DISEASE IN OLDER ADULTS WITH INSOMNIA
Osorio, R. S., Pirraglia, E., Agüera-Ortíz, L., During, E., Sacks, H., Ayappa, I. A., Walsleben, J. A., Mooney, A. M., Hussain, A., Glodzik, L., et al. (2011) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2010.03288.x · Cited by 189 · see citing works
Domert, J., Rao, S. B., Agholme, L., Brorsson, A., Marcusson, J. O., Hallbeck, M., & Nath, S. (2014) · Neurobiology of Disease · doi:10.1016/j.nbd.2013.12.019 · Cited by 151 · see citing works
Slats, D., Claassen, J. A. H. R., Verbeek, M. M., & Overeem, S. (2012) · Ageing Research Reviews · doi:10.1016/j.arr.2012.04.003 · Cited by 109 · see citing works
Self-citationPresenilins are not required for Aβ42 production in the early secretory pathway
Wilson, C., Doms, R. W., Zheng, H., & Lee, V. M. ‐. (2002) · Nature Neuroscience · doi:10.1038/nn898 · Cited by 99 · see citing works
Ji, Y., Permanne, B., Sigurdsson, E. M., Holtzman, D. M., & Wısnıewskı, T. (2001) · Journal of Alzheimer s Disease · doi:10.3233/jad-2001-3105 · Cited by 83 · see citing works
Slats, D., Claassen, J. A. H. R., Spies, P. E., Borm, G. F., Besse, K., van Aalst, W., Tseng, J., Sjögren, M. J. C., Rikkert, M. G. M. O., & Verbeek, M. M. (2011) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2011.07.008 · Cited by 48 · see citing works
Self-citationEffect of human cerebrospinal fluid sampling frequency on amyloid‐β levels
Li, J., Llano, D. A., Ellis, T. A., et al. (2011) · Alzheimer s & Dementia · doi:10.1016/j.jalz.2011.05.900 · Cited by 32 · see citing works
Widespread Changes in Synaptic Markers as a Function of Sleep and Wakefulness in Drosophila
Nolan, B. (2009) · Yearbook of Neurology and Neurosurgery · doi:10.1016/s0513-5117(09)79093-3 · Cited by 20 · see citing works
Neuronal activity regulates extracellular tau in vivo
Yamada, K., Holth, J. K., Liao, F., et al. (2014) · The Journal of Cell Biology · doi:10.1083/jcb.2045oia31 · Cited by 14 · see citing works
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Dementia prevention, intervention, and care: 2024 report of the Lancet standing Commission
Livingston, G., Huntley, J., Liu, K. Y., Costafreda, S. G., Selbæk, G., Alladi, S., Ames, D., Banerjee, S., Burns, A., Brayne, C., et al. (2024) · The Lancet · doi:10.1016/s0140-6736(24)01296-0 · Cited by 3,860 · see citing works
Alzheimer Disease: An Update on Pathobiology and Treatment Strategies
Long, J. M., & Holtzman, D. M. (2019) · Cell · doi:10.1016/j.cell.2019.09.001 · Cited by 3,204 · see citing works
The Sleep-Immune Crosstalk in Health and Disease
Besedovsky, L., Lange, T., & Haack, M. (2019) · Physiological Reviews · doi:10.1152/physrev.00010.2018 · Cited by 1,479 · see citing works
Molecular and cellular mechanisms underlying the pathogenesis of Alzheimer’s disease
Guo, T., Zhang, D., Zeng, Y., Huang, T. Y., Xu, H., & Zhao, Y. (2020) · Molecular Neurodegeneration · doi:10.1186/s13024-020-00391-7 · Cited by 994 · see citing works
A critical appraisal of amyloid-β-targeting therapies for Alzheimer disease
Panza, F., Lozupone, M., Logroscino, G., & Imbimbo, B. P. (2019) · Nature Reviews Neurology · doi:10.1038/s41582-018-0116-6 · Cited by 965 · see citing works
β-Amyloid accumulation in the human brain after one night of sleep deprivation
Shokri-Kojori, E., Wang, G.-J., Wiers, C. E., Demiral, S. B., Guo, M., Kim, S. W., Lindgren, E., Ramirez, V., Zehra, A., Freeman, C., et al. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1721694115 · Cited by 893 · see citing works
Association of sleep duration in middle and old age with incidence of dementia
Sabia, S., Fayosse, A., Dumurgier, J., van Hees, V. T., Paquet, C., Sommerlad, A., Kivimäki, M., Dugravot, A., & Singh-Manoux, A. (2021) · Nature Communications · doi:10.1038/s41467-021-22354-2 · Cited by 628 · see citing works
Slow wave sleep disruption increases cerebrospinal fluid amyloid-β levels
Ju, Y.-E. S., Ooms, S. J., Sutphen, C., Macauley, S. L., Zangrilli, M. A., Jerome, G., Fagan, A. M., Mignot, E., Zempel, J. M., Claassen, J. A. H. R., et al. (2017) · Brain · doi:10.1093/brain/awx148 · Cited by 604 · see citing works
Self-citationAssociation between sleep duration and cognitive decline
Ma, Y., Liang, L., Zheng, F., Shi, L., Zhong, B., & Xie, W. (2020) · JAMA Network Open · doi:10.1001/jamanetworkopen.2020.13573 · Cited by 535 · see citing works
Sleep, circadian rhythms, and the pathogenesis of Alzheimer disease
Musiek, E. S., Xiong, D. D., & Holtzman, D. M. (2015) · Experimental & Molecular Medicine · doi:10.1038/emm.2014.121 · Cited by 529 · see citing works
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Benveniste, H., Liu, X., Koundal, S., Sanggaard, S., Lee, H., & Wardlaw, J. (2019) · Gerontology · doi:10.1159/000490349 · Cited by 517 · see citing works
Circadian rest-activity pattern changes in aging and preclinical Alzheimer disease
Musiek, E. S., Bhimasani, M., Zangrilli, M. A., Morris, J. C., Holtzman, D. M., & Ju, Y.-E. S. (2018) · JAMA Neurology · doi:10.1001/jamaneurol.2017.4719 · Cited by 465 · see citing works
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Bubu, O. M., Andrade, A. G., Umasabor-Bubu, O. Q., Hogan, M. M., Turner, A. D., de Leon, M. J., Ogedegbe, G., Ayappa, I., Jean-Louis G, G., Jackson, M. L., et al. (2020) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2019.101250 · Cited by 389 · see citing works
Effect of sleep on overnight cerebrospinal fluid amyloid β kinetics
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Blackman, J., Swirski, M., Clynes, J., Harding, S., Leng, Y., & Coulthard, E. (2021) · Journal of Sleep Research · doi:10.1111/jsr.13229 · Cited by 141 · see citing works
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Kincheski, G. C., Valentim, I. S., Clarke, J. R., Cozachenco, D., Castelo-Branco, M. T. L., Ramos-Lobo, A. M., Rumjanek, V. M. B. D., Donato, J., De Felice, F. G., & Ferreira, S. T. (2017) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2017.04.007 · Cited by 117 · see citing works
Fan, L., Xu, W., Cai, Y., Hu, Y., & Wu, C. (2019) · Journal of the American Medical Directors Association · doi:10.1016/j.jamda.2019.06.009 · Cited by 96 · see citing works
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Lloret, M.-A., Cervera-Ferri, A., Nepomuceno, M., Monllor, P., Esteve, D., & Lloret, A. (2020) · International Journal of Molecular Sciences · doi:10.3390/ijms21031168 · Cited by 68 · see citing works
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- Authors
- Ooms, S., Overeem, S., Besse, K., Rikkert, M. O., Verbeek, M., & Claassen, J. A. H. R.
- Affiliations
- Radboud University Nijmegen (NL)
- Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, the Netherlands2Radboud Alzheimer Center, Radboud University Medical Center, Nijmegen, the Netherlands3Department of Geriatric Medicine, Radboud University
- Corresponding author
- Claassen, Jurgen A. H. R.
- Venue
- JAMA Neurology
- Publisher
- American Medical Association (AMA)
- Published
- 2014-08-01
- Volume
- 71
- Issue
- 8
- Pages
- 971
- ISSN
- 2168-6149 (ISSN-L)
- OpenAlex
- W2160311930
- Cited by
- 438
- References
- 30
- Citations by year
- 2026: 33 · 2025: 45 · 2024: 53 · 2023: 36 · 2022: 32 · 2021: 49 · 2020: 51 · 2019: 42 · 2018: 27 · 2017: 30 · 2016: 14 · 2015: 20 · 2014: 5
- FWCI
- 12.83
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Locations
- JAMA Neurology (publishedVersion)
- PubMed (publishedVersion)
- Radboud Repository (Radboud University) (submittedVersion)
- TU/e Research Portal (submittedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Sleep and Wakefulness Research
- Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and Work-Related Fatigue
- Keywords
- total sleep deprivation, amyloid-beta 42, cerebrospinal fluid, Alzheimer's disease risk, prolonged wakefulness, circadian rhythm, amyloid clearance, middle-aged men, tau protein, Aβ40, polysomnography, cognitive aging
- MeSH terms
- Adult, Humans, Male, Middle Aged, Peptide Fragments, Sleep, Sleep Deprivation, Time Factors, Amyloid beta-Peptides, Polysomnography
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