Advanced search
Publication Cover
Nature and Science of Sleep Volume 14, 2022 - Issue
Submit an article Journal homepage
345
Views
3
CrossRef citations to date
0
Altmetric
ORIGINAL RESEARCH

Actigraphy-Based Sleep Detection: Validation with Polysomnography and Comparison of Performance for Nighttime and Daytime Sleep During Simulated Shift Work

Chenlu Gao1 Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women’s Hospital, Boston, MA, USA;2 Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA;3 Broad Institute of MIT and Harvard, Cambridge, MA, USAView further author information
,
Peng Li1 Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women’s Hospital, Boston, MA, USA;2 Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA;3 Broad Institute of MIT and Harvard, Cambridge, MA, USAORCID Iconhttps://orcid.org/0000-0002-4684-4909View further author information
ORCID Icon,
Christopher J Morris1 Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women’s Hospital, Boston, MA, USA;2 Division of Sleep Medicine, Harvard Medical School, Boston, MA, USAView further author information
,
Xi Zheng1 Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women’s Hospital, Boston, MA, USA;3 Broad Institute of MIT and Harvard, Cambridge, MA, USAView further author information
,
Ma Cherrysse Ulsa1 Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women’s Hospital, Boston, MA, USA;3 Broad Institute of MIT and Harvard, Cambridge, MA, USAView further author information
,
Lei Gao1 Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women’s Hospital, Boston, MA, USA;2 Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA;3 Broad Institute of MIT and Harvard, Cambridge, MA, USA;4 Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USAORCID Iconhttps://orcid.org/0000-0003-1476-1460View further author information
ORCID Icon,
Frank AJL Scheer1 Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women’s Hospital, Boston, MA, USA;2 Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA;3 Broad Institute of MIT and Harvard, Cambridge, MA, USAView further author information
&
Kun Hu1 Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women’s Hospital, Boston, MA, USA;2 Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA;3 Broad Institute of MIT and Harvard, Cambridge, MA, USACorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0003-0350-3132View further author information
ORCID Icon show all
Pages 1801-1816 | Received 07 May 2022, Accepted 27 Sep 2022, Published online: 14 Oct 2022

References

  • Stone KL, Ancoli-Israel S. Actigraphy. In: Principles and Practice of Sleep Medicine. 6th ed. Elsevier; 2016:1671–1678.
  • Conley S, Knies A, Batten J, et al. Agreement between actigraphic and polysomnographic measures of sleep in adults with and without chronic conditions: a systematic review and meta-analysis. Sleep Med Rev. 2019;46:151–160. doi:10.1016/j.smrv.2019.05.001
  • Smith MT, McCrae CS, Cheung J, et al. Use of actigraphy for the evaluation of sleep disorders and circadian rhythm sleep-wake disorders: an American Academy of Sleep Medicine clinical practice guideline. J Clin Sleep Med. 2018;14(7):1231–1237. doi:10.5664/jcsm.7230
  • Agnew HW, Webb WB, Williams RL. The first night effect: an EEG study of sleep. Psychophysiology. 1966;2(3):263–266. doi:10.1111/j.1469-8986.1966.tb02650.x
  • Morgenthaler T, Alessi C, Friedman L, et al. Practice parameters for the use of actigraphy in the assessment of sleep and sleep disorders: an update for 2007. Sleep. 2007;30(4):519–529. doi:10.1093/sleep/30.4.519
  • Smith MT, McCrae CS, Cheung J, et al. Use of actigraphy for the evaluation of sleep disorders and circadian rhythm sleep-wake disorders: an American Academy of Sleep Medicine systematic review, meta-analysis, and GRADE assessment. J Clin Sleep Med. 2018;14(7):1209–1230. doi:10.5664/jcsm.7228
  • Taibi DM, Landis CA, Vitiello MV. Concordance of polysomnographic and actigraphic measurement of sleep and wake in older women with insomnia. J Clin Sleep Med. 2013;9(3):217–225. doi:10.5664/jcsm.2482
  • Beecroft JM, Ward M, Younes M, Crombach S, Smith O, Hanly PJ. Sleep monitoring in the intensive care unit: comparison of nurse assessment, actigraphy and polysomnography. Intensive Care Med. 2008;34(11):2076–2083. doi:10.1007/s00134-008-1180-y
  • Chakar B, Senny F, Poirrier AL, Cambron L, Fanielle J, Poirrier R. Validation of midsagittal jaw movements to measure sleep in healthy adults by comparison with actigraphy and polysomnography. Sleep Sci. 2017;10(3):122. doi:10.5935/1984-0063.20170021
  • Kushida CA, Chang A, Gadkary C, Guilleminault C, Carrillo O, Dement WC. Comparison of actigraphic, polysomnographic, and subjective assessment of sleep parameters in sleep-disordered patients. Sleep Med. 2001;2(5):389–396. doi:10.1016/S1389-9457(00)00098-8
  • Alsaadi SM, McAuley JH, Hush JM, et al. Assessing sleep disturbance in low back pain: the validity of portable instruments. PLoS One. 2014;9(4):e95824. doi:10.1371/journal.pone.0095824
  • Cellini N, Buman MP, McDevitt EA, Ricker AA, Mednick SC. Direct comparison of two actigraphy devices with polysomnographically recorded naps in healthy young adults. Chronobiol Int. 2013;30(5):691–698. doi:10.3109/07420528.2013.782312
  • Cole RJ, Kripke DF, Gruen W, Mullaney DJ, Gillin JC. Automatic sleep/wake identification from wrist activity. Sleep. 1992;15(5):461–469. doi:10.1093/sleep/15.5.461
  • Webster JB, Kripke DF, Messin S, Mullaney DJ, Wyborney G. An activity-based sleep monitor system for ambulatory use. Sleep. 1982;5(4):389–399. doi:10.1093/sleep/5.4.389
  • Haghayegh S, Khoshnevis S, Smolensky MH, Diller KR, Castriotta RJ. Performance comparison of different interpretative algorithms utilized to derive sleep parameters from wrist actigraphy data. Chronobiol Int. 2019;36(12):1752–1760. doi:10.1080/07420528.2019.1679826
  • Gu C, Brereton N, Schweitzer A, et al. Metabolic effects of late dinner in healthy volunteers—a randomized crossover clinical trial. J Clin Endocrinol Metab. 2020;105(8):2789–2802. doi:10.1210/clinem/dgaa354
  • Widome R, Berger AT, Iber C, et al. Association of delaying school start time with sleep duration, timing, and quality among adolescents. JAMA Pediatr. 2020;174(7):697–704. doi:10.1001/jamapediatrics.2020.0344
  • Jackson CL, Ward JB, Johnson DA, Sims M, Wilson J, Redline S. Concordance between self-reported and actigraphy-assessed sleep duration among African-American adults: findings from the Jackson Heart Sleep Study. Sleep. 2020;43(3):zsz246. doi:10.1093/sleep/zsz246
  • de Souza L, Benedito-Silva AA, Pires MLN, Poyares D, Tufik S, Calil HM. Further validation of actigraphy for sleep studies. Sleep. 2003;26(1):81–85. doi:10.1093/sleep/26.1.81
  • Lo JC, Leong RL, Ng AS, et al. Cognitive effects of split and continuous sleep schedules in adolescents differ according to total sleep opportunity. Sleep. 2020;43(12):zsaa129. doi:10.1093/sleep/zsaa129
  • Kanady JC, Drummond SP, Mednick SC. Actigraphic assessment of a polysomnographic-recorded nap: a validation study. J Sleep Res. 2011;20(1pt2):214–222. doi:10.1111/j.1365-2869.2010.00858.x
  • Littner M, Kushida CA, Anderson WM, et al. Practice parameters for the role of actigraphy in the study of sleep and circadian rhythms: an update for 2002. Sleep. 2003;26(3):337–341. doi:10.1093/sleep/26.3.337
  • Maich KH, Lachowski AM, Carney CE. Psychometric properties of the consensus sleep diary in those with insomnia disorder. Behav Sleep Med. 2018;16(2):117–134. doi:10.1080/15402002.2016.1173556
  • Thurman SM, Wasylyshyn N, Roy H, et al. Individual differences in compliance and agreement for sleep logs and wrist actigraphy: a longitudinal study of naturalistic sleep in healthy adults. PLoS One. 2018;13(1):e0191883. doi:10.1371/journal.pone.0191883
  • Li P, Morris CJ, Patxot M, et al. Reduced tolerance to night shift in chronic shift workers: insight from fractal regulation. Sleep. 2017;40(7):zsx092. doi:10.1093/sleep/zsx092
  • Morris CJ, Purvis TE, Hu K, Scheer FA. Circadian misalignment increases cardiovascular disease risk factors in humans. Proc Natl Acad Sci. 2016;113(10):E1402–E1411. doi:10.1073/pnas.1516953113
  • Morris CJ, Purvis TE, Mistretta J, Hu K, Scheer FA. Circadian misalignment increases C-reactive protein and blood pressure in chronic shift workers. J Biol Rhythms. 2017;32(2):154–164. doi:10.1177/0748730417697537
  • Chellappa SL, Morris CJ, Scheer FA. Circadian misalignment increases mood vulnerability in simulated shift work. Sci Rep. 2020;10(1):1–10. doi:10.1038/s41598-020-75245-9
  • Tucker MA, Morris CJ, Morgan A, et al. The relative impact of sleep and circadian drive on motor skill acquisition and memory consolidation. Sleep. 2017;40(4):zsx036. doi:10.1093/sleep/zsx036
  • Chellappa SL, Morris CJ, Scheer FAJL. Daily circadian misalignment impairs human cognitive performance task-dependently. Sci Rep. 2018;8(1):3041. doi:10.1038/s41598-018-20707-4
  • Chellappa SL, Morris CJ, Scheer FAJL. Effects of circadian misalignment on cognition in chronic shift workers. Sci Rep. 2019;9(1):699. doi:10.1038/s41598-018-36762-w
  • Qian J, Morris CJ, Caputo R, Wang W, Garaulet M, Scheer FA. Sex differences in the circadian misalignment effects on energy regulation. Proc Natl Acad Sci. 2019;116(47):23806–23812. doi:10.1073/pnas.1914003116
  • Morris CJ, Garcia JI, Myers S, Yang JN, Trienekens N, Scheer FA. The human circadian system has a dominating role in causing the morning/evening difference in diet-induced thermogenesis. Obesity. 2015;23(10):2053–2058. doi:10.1002/oby.21189
  • Qian J, Dalla Man C, Morris CJ, Cobelli C, Scheer FA. Differential effects of the circadian system and circadian misalignment on insulin sensitivity and insulin secretion in humans. Diabetes Obes Metab. 2018;20(10):2481–2485. doi:10.1111/dom.13391
  • Qian J, Morris CJ, Caputo R, Garaulet M, Scheer FA. Ghrelin is impacted by the endogenous circadian system and by circadian misalignment in humans. Int J Obes. 2019;43(8):1644–1649. doi:10.1038/s41366-018-0208-9
  • Qian J, Morris CJ, Phillips AJK, et al. Unanticipated daytime melatonin secretion on a simulated night shift schedule generates a distinctive 24-h melatonin rhythm with antiphasic daytime and nighttime peaks. J Pineal Res. 2022;72(3):e12791. doi:10.1111/jpi.12791
  • Morris CJ, Purvis TE, Mistretta J, Scheer FA. Effects of the internal circadian system and circadian misalignment on glucose tolerance in chronic shift workers. J Clin Endocrinol Metab. 2016;101(3):1066–1074. doi:10.1210/jc.2015-3924
  • Morris CJ, Yang JN, Garcia JI, et al. Endogenous circadian system and circadian misalignment impact glucose tolerance via separate mechanisms in humans. Proc Natl Acad Sci U S A. 2015;112(17):E2225–2234. doi:10.1073/pnas.1418955112
  • Iber C, Ancoli-Israel S, Chesson A, Quan SF. The AASM Manual for the Scoring of Sleep and Associated Events. 1st ed. Westchester, IL: American Academy of Sleep Medicine; 2007.
  • Oakley NR. Validation with Polysomnography of the Sleepwatch Sleep/Wake Scoring Algorithm Used by the Actiwatch Activity Monitoring System. Bend: Mini Mitter, Cambridge Neurotechnology; 1997.
  • Parikh R, Mathai A, Parikh S, Sekhar GC, Thomas R. Understanding and using sensitivity, specificity and predictive values. Indian J Ophthalmol. 2008;56(1):45. doi:10.4103/0301-4738.37595
  • Sasaki Y, Yamamoto W, Wada M. The truth of the F-measure. Palliative Supportive Care. 2007;5:411–414. doi:10.1017/s1478951507000612
  • McHugh ML. Interrater reliability: the kappa statistic. Biochem Medica. 2012;22(3):276–282. doi:10.11613/BM.2012.031
  • Koo TK, Li MY. A guideline of selecting and reporting intraclass correlation coefficients for reliability research. J Chiropr Med. 2016;15(2):155–163. doi:10.1016/j.jcm.2016.02.012
  • Paquet J, Kawinska A, Carrier J. Wake detection capacity of actigraphy during sleep. Sleep. 2007;30(10):1362–1369. doi:10.1093/sleep/30.10.1362
  • Marino M, Li Y, Rueschman MN, et al. Measuring sleep: accuracy, sensitivity, and specificity of wrist actigraphy compared to polysomnography. Sleep. 2013;36(11):1747–1755. doi:10.5665/sleep.3142
  • Gao C, Terlizzese T, Scullin MK. Short sleep and late bedtimes are detrimental to educational learning and knowledge transfer: an investigation of individual differences in susceptibility. Chronobiol Int. 2019;36(3):307–318. doi:10.1080/07420528.2018.1539401
  • Li P, Gao L, Yu L, et al. Daytime napping and Alzheimer’s dementia: a potential bidirectional relationship. Alzheimer's Dementia. 2022. doi:10.1002/alz.12636
  • Philips. Actiwatch spectrum activity monitor. Available from: https://www.usa.philips.com/healthcare/product/HC1046964/actiwatch-spectrum-activity-monitor. Accessed September 29, 2022.
  • Sadeh A, Sharkey M, Carskadon MA. Activity-based sleep-wake identification: an empirical test of methodological issues. Sleep. 1994;17(3):201–207. doi:10.1093/sleep/17.3.201
  • Hsiou DA, Gao C, Matlock RC, Scullin MK. Validation of a nonwearable device in healthy adults with normal and short sleep durations. J Clin Sleep Med. 2022;18(3):751–757. doi:10.5664/jcsm.9700

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.