The Chinese Clinical Sleep Database: An Innovative Database System Includes Large-Scale Clinical Data of Chinese Population

References

• Chaput J, McHill AW, Cox RC, et al. The role of insufficient sleep and circadian misalignment in obesity. Nat Rev Endocrinol. 2023;19(2):82–97. doi:10.1038/s41574-022-00747-7
   PubMed Web of Science ®Google Scholar
• Huang T, Mariani S, Redline S. Sleep irregularity and risk of cardiovascular events: the multi-ethnic study of atherosclerosis. J Am Coll Cardiol. 2020;75(9):991–999. doi:10.1016/j.jacc.2019.12.054
   PubMed Web of Science ®Google Scholar
• Pearson O, Uglik-Marucha N, Miskowiak KW, et al. The relationship between sleep disturbance and cognitive impairment in mood disorders: a systematic review. J Affect Disord. 2023;327:207–216. doi:10.1016/j.jad.2023.01.114
   PubMed Web of Science ®Google Scholar
• Bishir M, Bhat A, Essa MM, et al. Sleep deprivation and neurological disorders. Biomed Res Int. 2020;2020:5764017. doi:10.1155/2020/5764017
   PubMed Web of Science ®Google Scholar
• Xin H, Suning L, Junxiang Y, et al. Research status of and recommendations for prevention and control of sleep disorders in China. J Sichuan Univ. 2023;54:226–230.
   Google Scholar
• Benke K, Benke G. Artificial intelligence and big data in public health. Int J Environ Res Public Health. 2018;15(12):2796. doi:10.3390/ijerph15122796
   PubMed Web of Science ®Google Scholar
• Pastorino R, De Vito C, Migliara G, et al. Benefits and challenges of big data in healthcare: an overview of the European initiatives. Eur J Public Health. 2019;29(Supplement_3):23–27. doi:10.1093/eurpub/ckz168
   PubMed Web of Science ®Google Scholar
• Jiahui D, Xiaolin H, Xiaoxing L, et al. Past, present and future of sleep medicine in China. Journal of Peking University. 2023;55:567–573.
   Google Scholar
• Javaheri S, Zhao YY, Punjabi NM, Quan SF, Gottlieb DJ, Redline S. Slow-wave sleep is associated with incident hypertension: the sleep heart health study. Sleep. 2018;41(1). doi:10.1093/sleep/zsx179
   PubMedGoogle Scholar
• Azarbarzin A, Sands SA, Stone KL, et al. The hypoxic burden of sleep apnoea predicts cardiovascular disease-related mortality: the osteoporotic fractures in men study and the sleep heart health study. Eur Heart J. 2019;40(14):1149–1157. doi:10.1093/eurheartj/ehy624
   PubMed Web of Science ®Google Scholar
• Ancoli-Israel S. Sleep and ethnicity. Behav Sleep Med. 2010;8(4):191–193. doi:10.1080/15402002.2010.509186
   PubMed Web of Science ®Google Scholar
• Li F, Yan R, Mahini R, et al. End-to-end sleep staging using convolutional neural network in raw single-channel EEG. Biomed Signal Process Control. 2021:63. doi:10.1016/j.bspc.2020.102203
   Google Scholar
• Prabha A, Yadav J, Rani A, Singh V. Respiratory effort signal based sleep apnea detection system using improved random forest classifier. IETE J Res. 2021. doi:10.1080/03772063.2021.1999864
   Web of Science ®Google Scholar
• Khalighi S, Sousa T, Santos JM, Nunes U. ISRUC-sleep: a comprehensive public dataset for sleep researchers. Comp Metho Prog Bio. 2016;124:180–192. doi:10.1016/j.cmpb.2015.10.013
   PubMed Web of Science ®Google Scholar
• Chen C, Wang B, Chen W, Han F. The application and prospects of artificial intelligence technology in the field of sleep medicine. Natl Med J China. 2021;101:1710–1716.
   Google Scholar
• Nath S, Rahimy E, Kras A, Korot E. Toward safer ophthalmic artificial intelligence via distributed validation on real-world data. Curr Opin Ophthalmol. 2023;34(5):459–463. doi:10.1097/ICU.0000000000000986
   PubMed Web of Science ®Google Scholar
• Kim BJ, Kim BS, Mun JH, Lim C, Kim K. An accurate deep learning model for wheezing in children using real world data. Sci Rep. 2022;12(1):22465. doi:10.1038/s41598-022-25953-1
   PubMed Web of Science ®Google Scholar
• Chinese Clinical Sleep Database. Department of psychiatry, sleep medicine center, Nanfang hospital. China: Chinese Clinical Sleep Database; 2023. Available from: psg.wangli-tech.com. Accessed November 19, 2023.
   Google Scholar
• Berry R, Quan S, Abreu A. The AASM Manual for the Scoring of Sleep and Associated Events: Rules, Terminology and Technical Specifications. 2.6. ed. Darien: American Academy of Sleep Medicine; 2023.
   Google Scholar
• American Academy of Sleep Medicine. International Classification of Sleep Disorders. third edition ed. Darien: American Academy of Sleep Medicine; 2014.
   Google Scholar
• Buysse DJ, Reynolds CFR, Monk TH, Berman SR, Kupfer DJ. The Pittsburgh sleep quality index: a new instrument for psychiatric practice and research. Psychiatry Res. 1989;28(2):193–213. doi:10.1016/0165-1781(89)90047-4
   PubMed Web of Science ®Google Scholar
• Weixia L, Aizezi MUYESE, Zhitao X, et al. Validity and reliability of the Chinese version of morningness/eveningness questionnaire-5 items (MEQ-5) in students of technical schools. Chin Mental Health J. 2016;30:406–412.
   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
• Zhenxiao S, Huaxue L, Linying J, et al. Reliability and validity of Hospital Anxiety and Depression Scale. Chin J Clinicians. 2017;11:198–201.
   Google Scholar
• Kushida CA, Chediak A, Berry RB, et al. Clinical guidelines for the manual titration of positive airway pressure in patients with obstructive sleep apnea. J Clin Sleep Med. 2008;4(2):157–171.
   PubMed Web of Science ®Google Scholar
• Krahn LE, Arand DL, Avidan AY, et al. Recommended protocols for the multiple sleep latency test and maintenance of wakefulness test in adults: guidance from the American Academy of Sleep Medicine. J Clin Sleep Med. 2021;17(12):2489–2498. doi:10.5664/jcsm.9620
   PubMed Web of Science ®Google Scholar
• Patil SP, Ayappa IA, Caples SM, Kimoff RJ, Patel SR, Harrod CG. Treatment of adult obstructive sleep apnea with positive airway pressure: an American Academy of Sleep Medicine clinical practice guideline. J Clin Sleep Med. 2019;15(2):335–343. doi:10.5664/jcsm.7640
   PubMed Web of Science ®Google Scholar
• Bhatt A. Data quality - The foundation of real-world studies. Perspect Clin Res. 2023;14(2):92–94. doi:10.4103/picr.picr_12_23
   PubMedGoogle Scholar
• Hu MT. REM sleep behavior disorder (RBD). Neurobiol Dis. 2020;143:104996. doi:10.1016/j.nbd.2020.104996
   PubMed Web of Science ®Google Scholar
• Antelmi E, Lippolis M, Biscarini F, Tinazzi M, Plazzi G. REM sleep behavior disorder: mimics and variants. Sleep Med Rev. 2021;60:101515. doi:10.1016/j.smrv.2021.101515
   PubMed Web of Science ®Google Scholar
• Manfredini D, Ahlberg J, Winocur E, Lobbezoo F. Management of sleep bruxism in adults: a qualitative systematic literature review. J Oral Rehabil. 2015;42(11):862–874. doi:10.1111/joor.12322
   PubMed Web of Science ®Google Scholar
• Brillante R, Cossa G, Liu PY, Laks L. Rapid eye movement and slow-wave sleep rebound after one night of continuous positive airway pressure for obstructive sleep apnoea. Respirology. 2012;17(3):547–553. doi:10.1111/j.1440-1843.2012.02147.x
   PubMed Web of Science ®Google Scholar
• Dietmann A, Gallino C, Wenz E, Mathis J, Bassetti CLA. Multiple sleep latency test and polysomnography in patients with central disorders of hypersomnolence. Sleep Med. 2021;79:6–10. doi:10.1016/j.sleep.2020.12.037
   PubMed Web of Science ®Google Scholar