Skip to main content
SpringerLink
Log in

A Review of Methods to Characterize and Classify Sleep, Depression and Schizophrenia Disorders

  • Chapter
Mobile Health

Part of the book series: Springer Series in Bio-/Neuroinformatics ((SSBN,volume 5))

  • 4297 Accesses

Abstract

Why investigate depression and schizophrenia during sleep? Because studying spontaneous neural activity during sleep minimises factors related to waking such as attention, cognitive behaviour and any presence of active symptoms. Sleep architecture also activates particular neural networks and interacts with cardiovascular activity, which can be compared between depressed and schizophrenic patients, healthy and sleep disorders.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 189.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 249.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 249.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  • Neckelmann, D., Mykletun, A., Dahl, A.A.: Chronic insomnia as a risk factor for developing anxiety and depression. Sleep 30(7), 873–880 (2007)

    Google Scholar 

  • Kennedy, G.A., Solin, P.: How to treat- insomnia- part I. Australian Doctor, 37–44 (2004)

    Google Scholar 

  • Perlis, M.L., Sharpe, M., Smith, M.T., Greenblatt, D., Giles, D.: Behavioral Treatment of Insomnia: Treatment Outcome and the Relevance of Medical and Psychiatric Morbidity. J. Behav. Med. 24(3), 281–296 (2001)

    Article  Google Scholar 

  • Livingston, G., Blizard, B., Mann, A.: Does sleep disturbance predict depression in elderly people? A study in inner London. Br. J. Gen. Pract. 43(376), 445–448 (1993)

    Google Scholar 

  • Fawcett, J., Scheftner, W.A., Fogg, L., Clark, D.C., Young, M.A., Hedeke, D., Gibbons, R.: Time-related predictors of suicide in major affective disorder. Am. J. Psychiatry 147, 1189–1194 (1990)

    Article  Google Scholar 

  • Riemann, D., Spiegelhalder, K., Feige, B., Voderholzer, U., Berger, M., Perlis, M., Nissen, C.: The hyperarousal model of insomnia: A review of the concept and its evidence. Sleep Medicine Reviews 14, 19–31 (2010)

    Article  Google Scholar 

  • Littner, M., Hirshkowitz, M., Kramer, M., Kapen, S., Anderson, W.M., Bailey, D., Berry, R.B., Davila, D., Johnson, S., Kushida, C., Loube, D.I., Wise, M., Woodson, B.T.: Practice Parameters for Using Polysomnography to Evaluate Insomnia: An Update. Sleep 26(6), 754–760 (2003)

    Google Scholar 

  • Morin, C.M., Vallieres, A., Ivers, H.: Dysfunctional beliefs and attitudes about sleep (DBAS): validation of a belief version (DBAS-16). Sleep 30(11), 1547–1544 (2007)

    Google Scholar 

  • Treynor, W., Gonzalez, R., Nolen-Hoeksema, S.: Rumination reconsidered: A psychometric analysis. Cognitive Therapy and Research 27(3), 247–259 (2003)

    Article  Google Scholar 

  • Edinger, J.D., Krystal, A.D.: Subtyping primary insomnia: is sleep state misperception a distinct clinical entity? Sleep Med. Rev. 7(3), 203–214 (2003)

    Article  Google Scholar 

  • Taylor, D.J., Lichstein, K.L., Durrence, H.H., Reidel, B.W., Bush, A.J.: Epidemiology of insomnia, depression, and anxiety. Sleep 28(11), 1457–1464 (2005)

    Google Scholar 

  • Johnson, E.O., Roth, T., Breslau, N.: The association of insomnia with anxiety disorders and depression: Exploration of the direction of risk. Journal of Psychiatric Research 40(8), 700–708 (2006)

    Article  Google Scholar 

  • Gregory, A.M., Rijsdijk, F.V., Lau, J.Y.F., Dahl, R.E., Eley, T.C.: The Direction of Longitudinal Associations Between Sleep Problems and Depression Symptoms: A Study of Twins Aged 8 and 10 Years. Sleep 32(2), 189–199 (2009)

    Google Scholar 

  • Chang, P.P., Ford, D.E., Mead, L.A., Cooper-Patrick, L., Klag, M.J.: Insomnia in young men and subsequent depression. The Johns Hopkins Precursors Study. Am. J. Epidemiol. 146(2), 105–114 (1997)

    Google Scholar 

  • Rocha, F.L., Hara, C., Rodrigues, C.V., Costa, M.A., Castro e Costa, E., Fuzikawa, C., Santos, V.G.: Is insomnia a marker for psychiatric disorders in general hospitals? Sleep Medicine 6(6), 549–553 (2005)

    Google Scholar 

  • Ohayon, M.M., Roth, T.: Place of chronic insomnia in the course of depressive and anxiety disorders. Journal of Psychiatric Research 37(1), 9–15 (2003)

    Article  Google Scholar 

  • Jansson-Fröjmark, M., Lindblom, K.: A bidirectional relationship between anxiety and depression, and insomnia? A prospective study in the general population. Journal of Psychosomatic Research 64(4), 443–449 (2008)

    Article  Google Scholar 

  • Mayers, A.G., Baldwin, D.S.: The relationship between sleep disturbance and depression. International Journal of Psychiatry in Clinical Practice 10(1), 2–16 (2006)

    Article  Google Scholar 

  • Stampfer, H.G.: The relationship between psychiatric illness and the circadian pattern of heart rate. Australian and New Zealand Journal of Psychiatry 32(2), 187–198 (1998)

    Article  Google Scholar 

  • Iverson, G.L., Gaetz, M.B., Rzempoluck, E.J., McLean, P., Linden, W., Remick, R.: A new potential marker for abnormal cardiac physiology in depression. Journal of Behavioral Medicine 28(6), 507–511 (2005)

    Article  Google Scholar 

  • Boostani, R., Sadatnezhad, K., Sabeti, M.: An efficient classifier to diagnose of schizophrenia based on the EEG signals. Expert Systems with Applications 36(3, Part 2), 6492–6499 (2009)

    Article  Google Scholar 

  • Togo, F., Cherniack, N.S., Natelson, B.H.: Electroencephalogram characteristics of autonomic arousals during sleep in healthy men. Clin. Neurophysiol. 117(12), 2597–2603 (2006)

    Article  Google Scholar 

  • Jurysta, F., Lanquart, J.-P., Sputaels, V., Dumont, M., Migeotte, P.-F., Leistedt, S., Linkowski, P., van de Borne, P.: The impact of chronic primary insomnia on the heart rate – EEG variability link. Clinical Neurophysiology 120, 1054–1060 (2009)

    Article  Google Scholar 

  • Jurysta, F., Kempenaers, C., Lancini, J., Lanquart, J.P., Van De Borne, P., Linkowski, P.: Altered interaction between cardiac vagal influence and delta sleep EEG suggests an altered neuroplasticity in patients suffering from major depressive disorder. Acta Psychiatrica Scandinavica 121, 236–239 (2010)

    Article  Google Scholar 

  • Udupa, K., Sathyaprabha, T.N., Thirthalli, J., Kishore, K.R., Lavekar, G.S., Raju, T.R., Gangadhar, B.N.: Alteration of cardiac autonomic functions in patients with major depression: a study using heart rate variability measures. J. Affect. Disord. 100(1-3), 137–141 (2007)

    Article  Google Scholar 

  • Gillin, J.C., Duncan, W., Pettigrew, K.D., Frankel, B.L., Snyder, F.: Sucessful separation of depressed, normal and insomniac subjects by EEG sleep data. Arch. Gen. Psychiatry 36(1), 85–90 (1979)

    Article  Google Scholar 

  • Steiger, A., Kimura, M.: Wake and sleep EEG provide biomarkers in depression. J. Psychiatr. Res. 44(4), 242–252 (2010)

    Article  Google Scholar 

  • Staner, L., Cornette, F., Maurice, D., Viardot, G., Le Bon, O., Haba, J., Staner, C., Luthringer, R., Muzet, A., Machner, J.-P.: Sleep microstructure around sleep onset differentiates major depressive insomnia from primary insomnia. J. Sleep Res. 12, 319–330 (2003)

    Article  Google Scholar 

  • Bonnet, M.H., Arand, D.L.: 24-Hour metabolic rate in insomniacs and matched normal sleepers. Sleep 18(7), 581–588 (1995)

    Google Scholar 

  • Nofzinger, E.A., Buysse, D.J., Germain, A., Price, J.C., Miewald, J.M., Kupfer, D.J.: Functional neuroimaging evidence for hyperarousal in insomnia. Am. J. Psychiatry 161(11), 2126–2128 (2004)

    Article  Google Scholar 

  • Leistedt, S., Dumont, M., Lanquart, J.P., Jurysta, F., Linkowski, P.: Characterization of the sleep EEG in acutely depressed men using detrended fluctuation analysis. Clin. Neurophysiol. 118(4), 940–950 (2007)

    Article  Google Scholar 

  • Westphal, K.P., Grozinger, B., Diekmann, V., Scherb, W., Reeb, J., Leibing, U., Kornhuber, H.H.: Slower theta activity over the midfrontal cortex in schizophrenia patients. Acta Psychiatr. Scand. 81, 132–138 (1990)

    Article  Google Scholar 

  • Inanaga, K.: Frontal midline theta rhythm and mental activity. Psychiatry and Clinical Neurosciences 52(6), 555–566 (1999)

    Article  Google Scholar 

  • Critchley, H.D., Mathias, C.J., Josephs, O., O’Doherty, J., Zanini, S., Dewar, B.-K., Cipolotti, L., Shallice, T., Dolan, R.J.: Human cingulated cortex and autonomic control: converging neuroimaging and clinical evidence. Brain 126(10), 2139–2152 (2003), doi:10.1093/brain/awg216

    Google Scholar 

  • Maron-Katz, A., Ben-Simon, E., Sharon, H., Gruberger, M., Cvetkovic, D.: A Neuroscientific Perspective on Meditation. In: Fábián, T.K. (ed.) Psychology of Meditations, Mind-Body Connections: Pathways of Psychosomatic Coupling under Meditation and Other Altered States of Consciousness, NOVA, Hungary, EU (2013) (in press)

    Google Scholar 

  • Uhlhaas, P.J., Singer, W.: Abnormal Neural Oscillations and Synchrony in Schizophrenia. Nature Reviews, Neuroscience 11, 100–113 (2010)

    Article  Google Scholar 

  • von Stein, A., Chaing, C., Konig, P.: Top down processing mediated by interareal synchronization. Proc. Natl. Acad. Sci. 97, 14748–14753 (2000)

    Article  Google Scholar 

  • Womelsdorf, T., et al.: Modulation of neuronal interactions through neuronal synchronization. Science 316, 1609–1612 (2007)

    Article  Google Scholar 

  • Cho, R.Y., Konecky, R.O., Carter, C.S.: Impairments in frontal cortical gamma synchrony and cognitive control in schizophrenia. Proc. Natl. Acad. Sci. 103, 19878–19883 (2006)

    Article  Google Scholar 

  • Uhlhaas, P.A., et al.: Dysfunctional long-range coordination of neural activity during Gestalt perception in schizophrenia. J. Neurosci. 26, 8168–8175 (2006)

    Google Scholar 

  • Cotton, S.M., Lambert, M., Schimmelmann, B.G., Mackinnon, A., Gleeson, J.F.M., Berk, M., Hides, L., Chanen, A., McGorry, P.D., Conus, P.: Depressive symptoms in first episode schizophrenia spectrum disorder. Schizophrenia Research 134, 20–26 (2012)

    Article  Google Scholar 

  • Breakspear, M., Terry, J.R., Friston, K.J., Harris, A.W.F., Williams, L.M., Brown, K., Brennan, J., Gordon, E.: A disturbance of non-linear interdependence in scalp EEG of subjects with first episode schizophrenia. NeuroImage 20, 466–478 (2003)

    Article  Google Scholar 

  • Schulz, S., Bar, K.J., Voss, A.: Respiratory variability and cardiorespiratory coupling analyses in patients suffering from schizophrenia and their healthy first-degree relatives. Biomed. Tech. 57(suppl.1), 104 (2012)

    Google Scholar 

  • Bar, K.J., Boettger, M.K., Koschke, M., Schulz, S., Chokka, P., Yeragani, V.K., et al.: Non-linear complexity measures of heart rate variability in acute schizophrenia. Clinical Neurophysiology 118, 2009–2015 (2007)

    Article  Google Scholar 

  • Henry, B.L., Minassian, A., Paulus, M.P., Geyer, M.A., Perry, W.: Heart rate variability in bipolar mania and schizophrenia. Journal of Psychiatric Research 44(3), 168–176 (2010)

    Article  Google Scholar 

  • Ferrarelli, F., Peterson, M.J., Sarasso, S., Riedner, B.A., Murphy, M.J., Benca, R.M., Bria, P., Kalin, N.H., Tononi, G.: Thalamic dysfunction in schizophrenia suggested by whole-night deficits in slow and fast spindles. Am. J. Psychiatry 167, 1339–1348 (2010)

    Article  Google Scholar 

  • Ferrarelli, F., Huber, R., Peterson, M.J., Massimini, M., Murphy, M., Riedner, B.A., Watson, A., Bria, P., Tononi, G.: Reduced sleep spindle activity in schizophrenia patients. Am. J. Psychiatry 164, 483–492 (2007)

    Article  Google Scholar 

  • Goder, R., Aldenhoff, J.B., Boigs, M., Braun, S., Koch, J., Fritzer, G.: Delta power in sleep in relation to neuropsychological performance in healthy subjects and schizophrenia patients. Journal of Neuropsychiatry and Clinical Neurosciences 18, 529–535 (2006)

    Article  Google Scholar 

  • Zalesky, A., Fornito, A., Seal, M.L., Cocchi, L., Westin, C.-F., Bullmore, E.T., Egan, G.F., Pantelis, C.: Disrupted Axonal Fiber Connectivity in Schizophrenia. Biology Psychiatry 69, 80–89 (2011)

    Article  Google Scholar 

  • Bob, P.: Consciousness, schizophrenia and complexity. Cognitive Systems Research 13(1), 87–94 (2012)

    Article  Google Scholar 

  • Dumont, M., Jurysta, F., Lanquart, J.-P., Migeotte, P.-F., van de Borne, P., Linkowski, P.: Interdependency between heart rate variability and sleep EEG: linear/non-linear? Clinical Neurophysiology 115(9), 2031–2040 (2004)

    Article  Google Scholar 

  • Dumont, M., Jurysta, F., Lanquart, J.-P., Noseda, A., van de Borne, P., Linkowski, P.: Scale-free dynamics of the synchronization between sleep EEG power bands and the high frequency component of heart rate variability in normal men and patients with sleep apnea–hypopnea syndrome. Clinical Neurophysiology 118(12), 2752–2764 (2007)

    Article  Google Scholar 

  • Nikulin, V.V., Jönsson, E.G., Brismar, T.: Attenuation of long-range temporal correlations in the amplitude dynamics of alpha and beta neuronal oscillations in patients with schizophrenia. NeuroImage 61(1), 162–169 (2012)

    Article  Google Scholar 

  • Noh, K., Shin, K.S., Shin, D., Hwang, J.Y., Kim, J.S., Jang, J.H., Chung, C.K., Kwon, J.S., Cho, K.-H.: Impaired coupling of local and global functional feedbacks underlies abnormal synchronization and negative symptoms of schizophrenia. BMC Systems Biology 7(30), 1–13 (2013)

    Google Scholar 

  • Timashev, S.F., Panischev, O.Y., Polyakov, Y.S., Demin, S.A., Kaplan, A.Y.: Analysis of cross-correlations in electroencephalogram signals as an approach to proactive diagnosis of schizophrenia. Physica A: Statistical Mechanics and its Applications 391(4), 1179–1194 (2012)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. School of Electrical and Computer Engineering, RMIT University, Melbourne, VIC, 3001, Australia

    Dean Cvetkovic, Haslaile Abdullah & Ramiro Chaparro-Vargas

Authors
  1. Dean Cvetkovic
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Haslaile Abdullah
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Ramiro Chaparro-Vargas
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Dean Cvetkovic .

Editor information

Editors and Affiliations

  1. Faculty of Science Engineering & Built Environment, School of Information Technology, Burwood, Victoria, Australia

    Sasan Adibi

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this chapter

Cite this chapter

Cvetkovic, D., Abdullah, H., Chaparro-Vargas, R. (2015). A Review of Methods to Characterize and Classify Sleep, Depression and Schizophrenia Disorders. In: Adibi, S. (eds) Mobile Health. Springer Series in Bio-/Neuroinformatics, vol 5. Springer, Cham. https://doi.org/10.1007/978-3-319-12817-7_4

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-12817-7_4

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-12816-0

  • Online ISBN: 978-3-319-12817-7

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics

Search

Navigation