Wavelet Entropy Analysis of Electroencephalogram Signals During Wake and Different Sleep Stages in Patients with Insomnia Disorder

References

• Ohayon MM. Epidemiology of insomnia: what we know and what we still need to learn. Sleep Med Rev. 2002;6(2):97–111. doi:10.1053/smrv.2002.0186
   PubMed Web of Science ®Google Scholar
• Ohayon MM, Ohayon MM. Observation of the natural evolution of insomnia in the American general population cohort. Sleep Med Clin. 2009;4:87–92. doi:10.1016/j.jsmc.2008.12.002
   PubMedGoogle Scholar
• Palagini L, Hertenstein E, Riemann D, Nissen C. Sleep, insomnia and mental health. J Sleep Res. 2022;31(4):e13628. doi:10.1111/jsr.13628
   PubMed Web of Science ®Google Scholar
• Xu G, Li X, Xu C, Xie G, Liang J. Effect of insomnia in the major depressive disorder. BMC Neurol. 2022;22:341. doi:10.1186/s12883-022-02869-x
   PubMed Web of Science ®Google Scholar
• Chellappa SL, Aeschbach D. Sleep and anxiety: from mechanisms to interventions. Sleep Med Rev. 2022;61:101583. doi:10.1016/j.smrv.2021.101583
   PubMed Web of Science ®Google Scholar
• Chinese Medical Association, Neurology Branch, Sleep Disorders Group of the Chinese Medical Association, Neurology Branch. Guideline for the diagnosis and treatment of insomnia in adults in China (2017 edition). Chin J Neurol. 2018;51:324–335.
   Google Scholar
• Nofzinger EA, Buysse DJ, Germain A, et al. Alterations in regional cerebral glucose metabolism across waking and non-rapid eye movement sleep in depression. Arch Gen Psychiatry. 2005;62:387–396. doi:10.1001/archpsyc.62.4.387
   PubMed Web of Science ®Google Scholar
• Li X, Zhu Z, Zhao W, et al. Decreased resting-state brain signal complexity in patients with mild cognitive impairment and Alzheimer’s disease: a multiscale entropy analysis. Biomed Opt Express. 2018;9:1916–1929. doi:10.1364/BOE.9.001916
   PubMed Web of Science ®Google Scholar
• Yang AC, Wang SJ, Lai KL, et al. Cognitive and neuropsychiatric correlates of EEG dynamic complexity in patients with Alzheimer’s disease. Prog Neuropsychopharmacol Biol Psychiatry. 2013;47:52–61. doi:10.1016/j.pnpbp.2013.07.022
   PubMed Web of Science ®Google Scholar
• Gonzalez J, Mateos D, Cavelli M, et al. Low frequency oscillations drive EEG’s complexity changes during wakefulness and sleep. Neuroscience. 2022;494:1–11. doi:10.1016/j.neuroscience.2022.04.025
   PubMed Web of Science ®Google Scholar
• Liang Z, Wang Y, Sun X, et al. EEG entropy measures in anesthesia. Front Comput Neurosci. 2015;9:16. doi:10.3389/fncom.2015.00016
   PubMed Web of Science ®Google Scholar
• Guo Y, Chen Y, Yang Q, Hou F, Liu X, Ma Y. Multi-scale permutation entropy: a potential measure for the impact of sleep medication on brain dynamics of patients with insomnia. Entropy. 2021;23(9):1101. doi:10.3390/e23091101
   PubMed Web of Science ®Google Scholar
• Zhou F, Huang S, Gao L, Zhuang Y, Ding S, Gong H. Temporal regularity of intrinsic cerebral activity in patients with chronic primary insomnia: a brain entropy study using resting-state fMRI. Brain Behav. 2016;6:e529. doi:10.1002/brb3.529
   Web of Science ®Google Scholar
• Association AP. Diagnostic and statistical manual of mental disorders: DSM-5™ (5th ed.). Codas. 2013;25:191. doi:10.1590/s2317-17822013000200017
   PubMedGoogle Scholar
• Iber C, Ancoli-Israel S, Chesson AL, Quan SF. The AASM manual for the scoring of sleep and associated events. Rules Terminol Tech Specifications. 2007;176(2012):7.
   Google Scholar
• Liang X, Xiong J, Cao Z, Wang X, Li J, Liu C. Decreased sample entropy during sleep-to-wake transition in sleep apnea patients. Physiol Meas. 2021;42. doi:10.1088/1361-6579/abf1b2
   Web of Science ®Google Scholar
• Hou F, Zhang L, Qin B, Gaggioni G, Liu X, Vandewalle G. Changes in EEG permutation entropy in the evening and in the transition from wake to sleep. Sleep. 2021;44. doi:10.1093/sleep/zsaa226
   Web of Science ®Google Scholar
• Gonzalez J, Cavelli M, Mondino A, et al. Decreased electrocortical temporal complexity distinguishes sleep from wakefulness. Sci Rep. 2019;9:18457. doi:10.1038/s41598-019-54788-6
   PubMed Web of Science ®Google Scholar
• Lee GM, Fattinger S, Mouthon AL, Noirhomme Q, Huber R. Electroencephalogram approximate entropy influenced by both age and sleep. Front Neuroinf. 2013;7:33. doi:10.3389/fninf.2013.00033
   PubMed Web of Science ®Google Scholar
• He W-X, Yan X-G, Chen X-P, Liu H. Nonlinear feature extraction of sleeping EEG signals. Conf Proc IEEE Eng Med Biol Soc. 2005;2005:4614–4617. doi:10.1109/IEMBS.2005.1615498
   PubMedGoogle Scholar
• Chouvarda I, Rosso V, Mendez MO, et al. Assessment of the EEG complexity during activations from sleep. Comput Methods Programs Biomed. 2011;104:e16–e28. doi:10.1016/j.cmpb.2010.11.005
   PubMed Web of Science ®Google Scholar
• Ma Y, Shi W, Peng CK, Yang AC. Nonlinear dynamical analysis of sleep electroencephalography using fractal and entropy approaches. Sleep Med Rev. 2018;37:85–93. doi:10.1016/j.smrv.2017.01.003
   PubMed Web of Science ®Google Scholar
• Khassawneh BY, Bathgate CJ, Tsai SC, Edinger JD. Neurocognitive performance in insomnia disorder: the impact of hyperarousal and short sleep duration. J Sleep Res. 2018;27(6):e12747. doi:10.1111/jsr.12747
   PubMed Web of Science ®Google Scholar
• Dressle RJ, Riemann D. Hyperarousal in insomnia disorder: current evidence and potential mechanisms. J Sleep Res. 2023;32(6):e13928. doi:10.1111/jsr.13928
   PubMed Web of Science ®Google Scholar
• Riemann D. Hyperarousal and insomnia: state of the science. Sleep Med Rev. 2010;14:17. doi:10.1016/j.smrv.2009.09.002
   PubMedGoogle Scholar
• Kao CH, D’Rozario AL, Lovato N, et al. Insomnia subtypes characterised by objective sleep duration and NREM spectral power and the effect of acute sleep restriction: an exploratory analysis. Sci Rep. 2021;11:24331. doi:10.1038/s41598-021-03564-6
   PubMed Web of Science ®Google Scholar
• Kang JM, Cho SE, Moon JY, Kim SI, Kim JW, Kang SG. Difference in spectral power density of sleep electroencephalography between individuals without insomnia and frequent hypnotic users with insomnia complaints. Sci Rep. 2022;12:2117. doi:10.1038/s41598-022-05378-6
   PubMed Web of Science ®Google Scholar
• Spiegelhalder K, Regen W, Feige B, et al. Increased EEG sigma and beta power during NREM sleep in primary insomnia. Biol Psychol. 2012;91:329–333. doi:10.1016/j.biopsycho.2012.08.009
   PubMed Web of Science ®Google Scholar
• Israel B, Buysse DJ, Krafty RT, Begley A, Miewald J, Hall M. Short-term stability of sleep and heart rate variability in good sleepers and patients with insomnia: for some measures, one night is enough. Sleep. 2012;35:1285–1291. doi:10.5665/sleep.2088
   PubMed Web of Science ®Google Scholar
• Maes J, Verbraecken J, Willemen M, et al. Sleep misperception, EEG characteristics and autonomic nervous system activity in primary insomnia: a retrospective study on polysomnographic data. Int J Psychophysiol. 2014;91(3):163–171. doi:10.1590/s2317-17822013000200017
   PubMed Web of Science ®Google Scholar
• Riedner BA, Goldstein MR, Plante DT, et al. Regional patterns of elevated alpha and high-frequency electroencephalographic activity during nonrapid eye movement sleep in chronic insomnia: a Pilot Study. Sleep. 2016;39(4):801–812. doi:10.5665/sleep.5632
   PubMed Web of Science ®Google Scholar
• Kirsch MR, Monahan K, Weng J, Redline S, Loparo KA. Entropy-based measures for quantifying sleep-stage transition dynamics: relationship to sleep fragmentation and daytime sleepiness. IEEE Trans Biomed Eng. 2012;59:787–796. doi:10.1109/TBME.2011.2179032
   PubMed Web of Science ®Google Scholar
• Zhang MY, Wang C, Zhang Y, et al. Wavelet entropy analysis for ictal electroencephalogram signals of child absence epilepsy. Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2018;35:530–538. doi:10.7507/1001-5515.201701002
   PubMedGoogle Scholar
• Wang YL, Zhang BB, Wang J, Zhang MY, Chen Y, Wang FL. A wavelet entropy analysis of ictal electroencephalogram signals of juvenile myoclonic epilepsy. Guo Ji Shen Jing Bing Xue Shen Jing Wai Ke Xue Za Zhi. 2020;47:343–352.
   Google Scholar