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研究生: 吳偲華
Wu, Sih-Hua
論文名稱: 以神經回饋訓練系統改善失眠患者之睡眠品質
Neurofeedback training system for enhancement of sleep quality in insomnia
指導教授: 梁勝富
Liang, Sheng-Fu
學位類別: 碩士
Master
系所名稱: 電機資訊學院 - 醫學資訊研究所
Institute of Medical Informatics
論文出版年: 2020
畢業學年度: 108
語文別: 英文
論文頁數: 51
中文關鍵詞: 神經回饋訓練失眠改善腦電訊號客觀睡眠指標腦機介面
外文關鍵詞: neurofeedback training, sleep improvement, electroencephalogram(EEG), objective sleep measure, brain computer interface
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  • 根據流行病學調查統計,臺灣有超過四分之一,至少六百萬人有睡眠障礙,其中慢性失眠的人口就高達兩百五十萬人,因此失眠症狀在臺灣儼然已成為非常嚴重的心理健康問題。另外,40% 的失眠患者會同時出現精神狀態異常的狀態,包括憂鬱、焦慮、躁鬱症等,其中出現憂鬱併發症的比率最高。在憂鬱或焦慮症緩解後,睡眠障礙仍是被關注的殘存症狀,除了影響認知功能,亦會增加憂鬱、焦慮的復發率。理想的失眠治療藥物必須能夠容易導入及維持睡眠、不影響睡眠結構、不干擾白天的日常生活功能、避免藥物的耐受性及依賴性,然而目前市售治療失眠的藥物無法完全符合上述的條件,這些失眠治療藥物多較適合應用於急性失眠的患者。除了藥物治療方式之外,光線治療、針灸與生物回饋或神經回饋等行為治療方式也都被提出來解決失眠的問題。有研究進一步指出行為治療方式似乎能提供比藥物治療更長久持續的,常用的行為治療包括刺激控制治療、睡眠限制治療、放鬆治療、認知行為治療、生物回饋訓練、神經回饋訓練等。神經回饋訓練為利用腦機介面的方法來反應出大腦腦波的變化,其主要的目的就是透過操作型制約讓使用者可以察覺大腦特定的活性進而讓使用者能夠從中自我學習來控制自我的腦波,目前已有相當多的研究顯示透過神經回饋訓練可有效地改善各種的臨床症狀,例如癲癇症、憤怒和焦慮、失眠等。此研究包含主觀的睡眠問卷量表 (ISI、PSQI、PSAS) 以及客觀的睡眠評估 (Actigraphy、PSG) 來比較訓練前後的睡眠品質,受試者為十五位精神科患者,這些受試者的焦慮、憂鬱症狀緩解,卻還有失眠的患者。研究結果顯示,這些受試
    者完成神經回饋訓練後,在客觀睡眠指標中,有八成受試者睡眠效率提升、九成受試者入睡延遲時間減少,且主觀的睡眠問卷量表也有改善。我們也設計了一套居家版的神經回饋訓練系統,讓已完成訓練的受試者可以自行在家進行訓練,以維持更長的訓練效果。

    According to epidemiological survey statistics, more than a quarter of Taiwan, at least 6 million people, had sleep disorders. And the population of chronic insomnia is as high as 2.5 million. Therefore, insomnia has become a severe mental health problem in Taiwan. Besides, 40% of patients with insomnia will also have abnormal mental states, including depression, anxiety, bipolar disorder, etc. Among which the highest rate of depression complications. When patients with remitted depressive or anxiety disease, sleep disturbance is still a residual symptom of concern. In addition to affecting cognitive function, it will also increase the recurrence rate of depression and anxiety. The ideal treatment of insomnia drugs must be easy to introduce and maintain sleep, do not affect sleep structure, do not interfere with daily life functions during the day, and avoid drug tolerance and dependence. However, the currently marketed drugs for insomnia cannot fully meet the above conditions. These
    insomnia drugs are more suitable for patients with acute insomnia. In addition to drug treatments, light therapy, acupuncture and biological feedback or neurofeedback and other behavioral therapy have also been proposed to solve the insomnia problem. Studies have further pointed out that behavioral therapy seems to provide longer­-lasting efficacy than drug therapy. Commonly used behavioral therapies include stimulus control therapy, sleep restriction therapy, relaxation therapy, cognitive­behavioral therapy, biological feedback training, neurofeedback training, etc. Neurofeedback training is an instrument that uses a brain­-computer interface to feedback the changes in brain waves. The primary purpose is to allow users to perceive the brain-­specific activity through operating conditions. Let users can learn from
    their brain waves and control it. A lot of studies had shown that neurofeedback training could effectively improve various clinical symptoms, such as epilepsy, anger and anxiety, insomnia, etc. This study included subjective sleep questionnaires (ISI, PSQI, PSAS) and objective sleep assessments (Actigraphy, PSG) to compare sleep quality before and after training. The subjects were fifteen patients with remitted depressive or anxiety disorder, who have residual sleep disturbance, from psychiatric out­patient­department. The results of the study showed that after subjects completed the neurofeedback training, among the objective sleep indicators, 80% of the subjects improved their sleep efficiency, 90the subjects reduced sleep onset time, and the subjective sleep questionnaire also improved. We have also designed a homebased neurofeedback training system so that subjects who have completed training can train at home by themselves to maintain more prolonged training effects.

    摘要 i Abstract ii 誌謝 iv Table of Contents v List of Tables vii List of Figures viii Chapter 1. Introduction 1 1.1. Background 1 1.2. Treatment for insomnia 2 1.2.1. Medical treatment for insomnia: 2 1.2.2. Non­pharmacological treatment for insomnia: 3 1.3. Neurofeedback training 4 1.4. Motivation and purpose 5 Chapter 2. Method 6 2.1. Subjects description 6 2.2. Experimental procedure 7 2.2.1. Pre­trained (two week and two days): 8 2.2.2. Neurofeedback training (one and a half months): 8 2.2.3. Post­trained (two week and one days): 8 2.2.4. One month, three months and six months’ follow­up: 9 2.3. Neurofeedback training and processing 9 2.4. Questionnaire 11 2.4.1. Insomnia severity index(ISI) 11 2.4.2. Pittsburg sleep quality inventory(PSQI) 12 2.4.3. Pre­sleep arousal scale(PSAS) 12 2.5. Sleep log and actigraphy 13 Chapter 3. Result 15 3.1. Result of all subject 15 3.1.1. Neurofeedback training data analysis 15 3.1.2. Questionnaire 19 3.1.3. Actigraphy 21 3.2. Result of two groups 24 3.2.1. Neurofeedback training data analysis 24 3.3. Questionnaire 26 3.3.1. ISI 26 3.3.2. PSQI 27 3.3.3. PSAS 28 3.3.4. Actigraphy 30 Chapter 4. Design of home­based neurofeedback training system 36 4.1. Subjects 36 4.2. Electrodes placement 36 4.3. Experimental procedure 37 4.3.1. Preparation beforehand: 37 4.3.2. Introduction of system and operate (one day): 37 4.3.3. Neurofeedback training at home: 38 4.3.4. Acceptance: 38 4.4. Home­based neurofeedback training system 38 4.4.1. System architecture 38 4.4.2. Function architecture 39 4.4.3. Specifications of Hardware 40 4.4.4. Edge computing of home­based neurofeedback training system 40 4.4.5. Home­based neurofeedback training application 41 Chapter 5. Discussion 45 Chapter 6. Conclusion and Future work 47 References 48

    [1] Jutta Backhaus, Klaus Junghanns, Andreas Broocks, Dieter Riemann, and Fritz Hohagen. Test–retest reliability and validity of the pittsburgh sleep quality index in primary insomnia. Journal of psychosomatic research, 53(3):737–740, 2002.
    [2] Elsa Baehr, J Peter Rosenfeld, Rufus Baehr, and Carolyn Earnest. Clinical use of an alpha asymmetry neurofeedback protocol in the treatment of mood disorders. In Introduction to quantitative EEG and neurofeedback, pages 181–201. Elsevier, 1999.
    [3] MH Bonnet and DL Arand. Hyperarousal and insomnia. Sleep medicine reviews, 1(2):97–108, 1997.
    [4] Michael H Bonnet and DL Arand. Heart rate variability in insomniacs and matched normal sleepers. Psychosomatic medicine, 60(5):610–615, 1998.
    [5] Daniel J Buysse, Charles F Reynolds III, Timothy H Monk, Susan R Berman, and David J Kupfer. The pittsburgh sleep quality index: a new instrument for psychiatric
    practice and research. Psychiatry research, 28(2):193–213, 1989.
    [6] Aisha Cortoos, Elke De Valck, Martijn Arns, Marinus HM Breteler, and Raymond Cluydts. An exploratory study on the effects of tele­neurofeedback and tele­biofeedback on objective and subjective sleep in patients with primary insomnia. Applied psychophysiology and biofeedback, 35(2):125–134, 2010.
    [7] Christopher L Drake, Timothy Roehrs, and Thomas Roth. Insomnia causes, consequences, and therapeutics: an overview. Depression and anxiety, 18(4):163–176, 2003.
    [8] Tobias Egner and John H Gruzelier. Learned self­regulation of eeg frequency components affects attention and event­related brain potentials in humans. Neuroreport,
    12(18):4155–4159, 2001.
    [9] Julie K Gammack. Light therapy for insomnia in older adults. Clinics in geriatric medicine, 24(1):139–149, 2008.
    [10] Martin Grunwald, Thomas Weiss, Werner Krause, Lothar Beyer, Reinhard Rost, Ingmar Gutberlet, and Hermann­Josef Gertz. Theta power in the eeg of humans during ongoing
    processing in a haptic object recognition task. Cognitive Brain Research, 11(1):33–37, 2001.
    [11] John Gruzelier. A theory of alpha/theta neurofeedback, creative performance enhancement, long distance functional connectivity and psychological integration. Cognitive processing, 10(1):101–109, 2009.
    [12] D Corydon Hammond. Neurofeedback with anxiety and affective disorders. Child and Adolescent Psychiatric Clinics, 14(1):105–123, 2005.
    [13] Peter Hauri. Treating psychophysiologic insomnia with biofeedback. Archives of General Psychiatry, 38(7):752–758, 1981.
    [14] Peter J Hauri, Linda Percy, Carla Hellekson, Ernest Hartmann, and Diane Russ. The treatment of psychophysiologic insomnia with biofeedback: A replication study. Biofeedback and Self­regulation, 7(2):223–235, 1982.
    [15] Jen­Jui Hsueh, Tzu­Shan Chen, Jia­Jin Chen, and Fu­Zen Shaw. Neurofeedback training of eeg alpha rhythm enhances episodic and working memory. Human brain mapping, 37(7):2662–2675, 2016.
    [16] Ramprasad Kalavapalli and Ravi Singareddy. Role of acupuncture in the treatment of insomnia: a comprehensive review. Complementary therapies in clinical practice, 13(3):184–193, 2007.
    [17] Wolfgang Klimesch. Eeg alpha and theta oscillations reflect cognitive and memory performance: a review and analysis. Brain research reviews, 29(2­3):169–195, 1999.
    [18] Chih­En Kuo, Yi­Che Liu, Da­Wei Chang, Chung­Ping Young, Fu­Zen Shaw, and Sheng­Fu Liang. Development and evaluation of a wearable device for sleep quality assessment. IEEE Transactions on Biomedical Engineering, 64(7):1547–1557, 2016.
    [19] Amit Lazarov, Reuven Dar, Yuval Oded, and Nira Liberman. Are obsessive–compulsive tendencies related to reliance on external proxies for internal states? evidence from biofeedback­aided relaxation studies. Behaviour research and therapy, 48(6):516–523, 2010.
    [20] W Vaughn McCall. A psychiatric perspective on insomnia. The Journal of clinical psychiatry, 2001.
    [21] Thomas A Mellman. Sleep and anxiety disorders. Psychiatric Clinics, 29(4):1047–1058, 2006.
    [22] Vincent J Monastra. Electroencephalographic biofeedback (neurotherapy) as a treatment for attention deficit hyperactivity disorder: rationale and empirical foundation. Child and Adolescent Psychiatric Clinics, 14(1):55–82, 2005.
    [23] Renee S Monderer, Daniel M Harrison, and Sheryl R Haut. Neurofeedback and epilepsy. Epilepsy & Behavior, 3(3):214–218, 2002.
    [24] Christa Neuper, Michael Wörtz, and Gert Pfurtscheller. Erd/ers patterns reflecting sensorimotor activation and deactivation. Progress in brain research, 159:211–222, 2006.
    [25] Perry M Nicassio, Debra R Mendlowitz, Juanita J Fussell, and Lynn Petras. The phenomenology of the pre­sleep state: the development of the pre­sleep arousal scale. Behaviour research and therapy, 23(3):263–271, 1985.
    [26] ML Perlis, DE Giles, WB Mendelson, Richard R Bootzin, and JK Wyatt. Psychophysiological insomnia: the behavioural model and a neurocognitive perspective. Journal of sleep research, 6(3):179–188, 1997.
    [27] Dieter Riemann. Insomnia and comorbid psychiatric disorders. Sleep medicine, 8:S15–S20, 2007.
    [28] Thomas Roth. Insomnia: definition, prevalence, etiology, and consequences. Journal of clinical sleep medicine, 3(5 suppl):S7–S10, 2007.
    [29] Sharon Schutte­Rodin, Lauren Broch, Daniel Buysse, Cynthia Dorsey, and Michael Sateia. Clinical guideline for the evaluation and management of chronic insomnia in
    adults. Journal of clinical sleep medicine, 4(5):487–504, 2008.
    [30] Michael T Smith, Michael L Perlis, Amy Park, Michelle S Smith, JaeMi Pennington, Donna E Giles, and Daniel J Buysse. Comparative meta­analysis of pharmacotherapy and behavior therapy for persistent insomnia. American Journal of Psychiatry, 159(1):5–11, 2002.
    [31] M Barry Sterman and Tobias Egner. Foundation and practice of neurofeedback for the treatment of epilepsy. Applied psychophysiology and biofeedback, 31(1):21, 2006.
    [32] MB Sterman and L Friar. Suppression of seizures in an epileptic following sensorimotor eeg feedback training. Electroencephalography and clinical neurophysiology,
    33(1):89–95, 1972.
    [33] Robert Stickgold. Sleep­dependent memory consolidation. Nature, 437(7063):1272–1278, 2005.
    [34] Gabriel Tan, John Thornby, D Corydon Hammond, Ute Strehl, Brittany Canady, Kelly Arnemann, and David A Kaiser. Meta­analysis of eeg biofeedback in treating epilepsy. Clinical EEG and neuroscience, 40(3):173–179, 2009.
    [35] Michael E Thase. Depression and sleep: pathophysiology and treatment. Dialogues in clinical neuroscience, 8(2):217, 2006.
    [36] Pei­Shan Tsai, Shu­Yi Wang, Mei­Yeh Wang, Chein­Tien Su, Tsung­Tsair Yang, ChunJen Huang, and Su­Chen Fang. Psychometric evaluation of the chinese version of the
    pittsburgh sleep quality index (cpsqi) in primary insomnia and control subjects. Quality of Life Research, 14(8):1943–1952, 2005.
    [37] David Vernon, Tobias Egner, Nick Cooper, Theresa Compton, Claire Neilands, Amna Sheri, and John Gruzelier. The effect of training distinct neurofeedback protocols on
    aspects of cognitive performance. International journal of psychophysiology, 47(1):75–85, 2003.
    [38] Susanne Wangler, Holger Gevensleben, Björn Albrecht, Petra Studer, Aribert Rothenberger, Gunther H Moll, and Hartmut Heinrich. Neurofeedback in children with adhd:
    specific event­related potential findings of a randomized controlled trial. Clinical Neurophysiology, 122(5):942–950, 2011.
    [39] Gary K Zammit. The prevalence, morbidities, and treatments of insomnia. CNS & Neurological Disorders­Drug Targets (Formerly Current Drug Targets­CNS & Neurological Disorders), 6(1):3–16, 2007.
    [40] Benedikt Zoefel, René J Huster, and Christoph S Herrmann. Neurofeedback training of the upper alpha frequency band in eeg improves cognitive performance. Neuroimage, 54(2):1427–1431, 2011.
    [41] 劉昀玲. 慢性失眠患者之生理回饋治療的療效研究. 中原大學心理學研究所學位論文, pages 1–112, 2009.
    [42] 李宇宙. 失眠症的臨床評估與處置. 台灣醫學, 9(3):346–353, 2005.
    [43] 燃T湖. Nonpharmacological interventions for insomnia: a meta­analysis of treatmentefficacy. Arn J, 151:1172–1180, 1994.

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