Measuring Sleep Stages and Screening for Obstructive Sleep Apnea with a Wearable Multi-Sensor System in Comparison to Polysomnography

References

• Abad VC, Guilleminault C. Diagnosis and treatment of sleep disorders: a brief review for clinicians. Dialogues Clin Neurosci. 2003;5(4):371–388. doi:10.31887/DCNS.2003.5.4/vabad
   PubMedGoogle Scholar
• Zhou SJ, Wang LL, Yang R, et al. Sleep problems among Chinese adolescents and young adults during the coronavirus-2019 pandemic. Sleep Med. 2020;74:39–47. doi:10.1016/j.sleep.2020.06.001
   PubMed Web of Science ®Google Scholar
• 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. JCSM. 2018;14(7):1209–1230. doi:10.5664/jcsm.7228
   Google Scholar
• 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
   PubMed Web of Science ®Google Scholar
• Rundo JV, Downey R 3rd. Polysomnography. Handb Clin Neurol. 2019;160:381–392. doi:10.1016/b978-0-444-64032-1.00025-4
   PubMedGoogle Scholar
• Hirshkowitz M. Polysomnography challenges. Sleep Med Clin. 2016;11(4):403–411. doi:10.1016/j.jsmc.2016.07.002
   PubMedGoogle Scholar
• Thomas RJ, Mietus JE, Peng CK, Goldberger AL. An electrocardiogram-based technique to assess cardiopulmonary coupling during sleep. Sleep. 2005;28(9):1151–1161. doi:10.1093/sleep/28.9.1151
   PubMed Web of Science ®Google Scholar
• Sun BB, Cao F, Wang Z, Xi F, Yan XW, Ma LJ. Application of bracelet oximetry in the diagnosis of obstructive sleep apnea hypopnea syndrome. J Chin Pract Diag Ther. 2017;31(10):975–978.
   Google Scholar
• Camargos EF, Louzada FM, Nóbrega OT. Wrist actigraphy for measuring sleep in intervention studies with Alzheimer’s disease patients: application, usefulness, and challenges. Sleep Med Rev. 2013;17(6):475–488. doi:10.1016/j.smrv.2013.01.006
   PubMed Web of Science ®Google Scholar
• 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
   PubMed Web of Science ®Google Scholar
• Qazi T, Smith A, Alexander M, et al. Disparities in objective sleep quality as assessed through wrist actigraphy in minority patients with inflammatory bowel disease. Inflamm Bowel Dis. 2021;27(3):371–378. doi:10.1093/ibd/izaa106
   PubMed Web of Science ®Google Scholar
• Teti DM, Whitesell CJ, Mogle JA, et al. Sleep duration and kindergarten adjustment. Pediatrics. 2022;150(2). doi:10.1542/peds.2021-054362
   PubMed Web of Science ®Google Scholar
• Quante M, Kaplan ER, Cailler M, et al. Actigraphy-based sleep estimation in adolescents and adults: a comparison with polysomnography using two scoring algorithms. Nat Sci Sleep. 2018;10:13–20. doi:10.2147/nss.S151085
   PubMed Web of Science ®Google Scholar
• Martin JL, Hakim AD. Wrist actigraphy. Chest. 2011;139(6):1514–1527. doi:10.1378/chest.10-1872
   PubMed Web of Science ®Google Scholar
• Arora T, Omar OM, Taheri S. Assessment for the possibility of a first night effect for wrist actigraphy in adolescents. BMJ open. 2016;6(10):e012172. doi:10.1136/bmjopen-2016-012172
   PubMed Web of Science ®Google Scholar
• Wang H, He L, Gao Y, Gao X, Lei X. Effects of physical activity and sleep quality on well-being: a wrist actigraphy study during the pandemic. Appl Psychol Health Well Being. 2021;13(2):394–405. doi:10.1111/aphw.12255
   PubMed Web of Science ®Google Scholar
• Cheng P, Walch O, Huang Y, et al. Predicting circadian misalignment with wearable technology: validation of wrist-worn actigraphy and photometry in night shift workers. Sleep. 2021;44(2). doi:10.1093/sleep/zsaa180
   Web of Science ®Google Scholar
• Bliwise DL, Chapple C, Maislisch L, Roitmann E, Burtea T. A multitrait, multimethod matrix approach for a consumer-grade wrist-worn watch measuring sleep duration and continuity. Sleep. 2021;44(1). doi:10.1093/sleep/zsaa141
   PubMed Web of Science ®Google Scholar
• Sadeh A, Hauri PJ, Kripke DF, Lavie P. The role of actigraphy in the evaluation of sleep disorders. Sleep. 1995;18(4):288–302. doi:10.1093/sleep/18.4.288
   PubMed Web of Science ®Google Scholar
• Middelkoop HA, Knuistingh Neven A, van Hilten JJ, Ruwhof CW, Kamphuisen HA. Wrist actigraphic assessment of sleep in 116 community based subjects suspected of obstructive sleep apnoea syndrome. Thorax. 1995;50(3):284–289. doi:10.1136/thx.50.3.284
   PubMed Web of Science ®Google Scholar
• Ancoli-Israel S, Cole R, Alessi C, Chambers M, Moorcroft W, Pollak CP. The role of actigraphy in the study of sleep and circadian rhythms. Sleep. 2003;26(3):342–392. doi:10.1093/sleep/26.3.342
   PubMed Web of Science ®Google Scholar
• Quan SF, Howard BV, Iber C, et al. The sleep heart health study: design, rationale, and methods. Sleep. 1997;20(12):1077–1085.
   PubMed Web of Science ®Google Scholar
• Zhang GQ, Cui L, Mueller R, et al. The national sleep research resource: towards a sleep data commons. JAMIA. 2018;25(10):1351–1358. doi:10.1093/jamia/ocy064
   Web of Science ®Google Scholar
• Berry RB, Quan SF, Abreu AR; Medicine eaftAAoS. The AASM manual for the scoring of sleep and associated events: rules, terminology and technical specifications. version 2.6. Darien, Illinois: American Academy of Sleep Medicine; 2020.
   Google Scholar
• Society CT. Guidelines for diagnosis and treatment of obstructive sleep apnea hypopnea syndrome (2011 Revision). Chin J Tubercul Respir Dis. 2012;35(1):9–12.
   Google Scholar
• Johns MW. A new method for measuring daytime sleepiness: the Epworth sleepiness scale. Sleep. 1991;14(6):540–545. doi:10.1093/sleep/14.6.540
   PubMed Web of Science ®Google Scholar
• Walker NA, Sunderram J, Zhang P, Lu SE, Scharf MT. Clinical utility of the Epworth sleepiness scale. Sleep Breath. 2020;24(4):1759–1765. doi:10.1007/s11325-020-02015-2
   PubMed Web of Science ®Google Scholar
• Griessenberger H, Heib DP, Kunz AB, Hoedlmoser K, Schabus M. Assessment of a wireless headband for automatic sleep scoring. Sleep Breath. 2013;17(2):747–752. doi:10.1007/s11325-012-0757-4
   PubMed Web of Science ®Google Scholar
• Kosmadopoulos A, Sargent C, Darwent D, Zhou X, Roach GD. Alternatives to polysomnography (PSG): a validation of wrist actigraphy and a partial-PSG system. Behav Res Methods. 2014;46(4):1032–1041. doi:10.3758/s13428-013-0438-7
   PubMed Web of Science ®Google Scholar
• Toften S, Pallesen S, Hrozanova M, Moen F, Grønli J. Validation of sleep stage classification using non-contact radar technology and machine learning (Somnofy®). Sleep Med. 2020;75:54–61. doi:10.1016/j.sleep.2020.02.022
   PubMed Web of Science ®Google Scholar
• Zhao R, Xue J, Dong XS, et al. Screening for obstructive sleep apnea using a contact-free system compared with polysomnography. J Clin Sleep Med. 2021;17(5):1075–1082. doi:10.5664/jcsm.9138
   PubMed Web of Science ®Google Scholar
• Roach GD, Petrilli RMA, Dawson D, Lamond N. Impact of layover length on sleep, subjective fatigue levels, and sustained attention of long-haul airline pilots. Chronobiol Int. 2012;29(5):580–586. doi:10.3109/07420528.2012.675222
   PubMed Web of Science ®Google Scholar
• Sargent C, Halson S, Roach GD. Sleep or swim? Early-morning training severely restricts the amount of sleep obtained by elite swimmers. Eur J Sport Sci. 2014;14(Suppl 1):S310–S315. doi:10.1080/17461391.2012.696711
   PubMed Web of Science ®Google Scholar