Literature DB >> 24501273

Complexity analysis of sleep and alterations with insomnia based on non-invasive techniques.

Philip M Holloway1, Maia Angelova, Sara Lombardo, Alan St Clair Gibson, David Lee, Jason Ellis.   

Abstract

For the first time, fractal analysis techniques are implemented to study the correlations present in sleep actigraphy for individuals suffering from acute insomnia with comparisons made against healthy subjects. Analysis was carried out for 21 healthy individuals with no diagnosed sleep disorders and 26 subjects diagnosed with acute insomnia during night-time hours. Detrended fluctuation analysis was applied in order to look for 1/f-fluctuations indicative of high complexity. The aim is to investigate whether complexity analysis can differentiate between people who sleep normally and people who suffer from acute insomnia. We hypothesize that the complexity will be higher in subjects who suffer from acute insomnia owing to increased night-time arousals. This hypothesis, although contrary to much of the literature surrounding complexity in physiology, was found to be correct-for our study. The complexity results for nearly all of the subjects fell within a 1/f-range, indicating the presence of underlying control mechanisms. The subjects with acute insomnia displayed significantly higher correlations, confirmed by significance testing-possibly a result of too much activity in the underlying regulatory systems. Moreover, we found a linear relationship between complexity and variability, both of which increased with the onset of insomnia. Complexity analysis is very promising and could prove to be a useful non-invasive identifier for people who suffer from sleep disorders such as insomnia.

Entities:  

Keywords:  1/f-fluctuations; actigraph; complexity; detrended fluctuation analysis; insomnia; sleep

Mesh:

Year:  2014        PMID: 24501273      PMCID: PMC3928942          DOI: 10.1098/rsif.2013.1112

Source DB:  PubMed          Journal:  J R Soc Interface        ISSN: 1742-5662            Impact factor:   4.118


  31 in total

1.  Multifractality in human heartbeat dynamics.

Authors:  P C Ivanov; L A Amaral; A L Goldberger; S Havlin; M G Rosenblum; Z R Struzik; H E Stanley
Journal:  Nature       Date:  1999-06-03       Impact factor: 49.962

2.  Dynamics of stability: the physiologic basis of functional health and frailty.

Authors:  Lewis A Lipsitz
Journal:  J Gerontol A Biol Sci Med Sci       Date:  2002-03       Impact factor: 6.053

3.  Fractal dynamics in physiology: alterations with disease and aging.

Authors:  Ary L Goldberger; Luis A N Amaral; Jeffrey M Hausdorff; Plamen Ch Ivanov; C-K Peng; H Eugene Stanley
Journal:  Proc Natl Acad Sci U S A       Date:  2002-02-19       Impact factor: 11.205

4.  Sleep-wake differences in scaling behavior of the human heartbeat: analysis of terrestrial and long-term space flight data.

Authors:  A Bunde; L A Amaral; S Havlin; J Fritsch-Yelle; R M Baevsky; H E Stanley; A L Goldberger
Journal:  Europhys Lett       Date:  1999-12-01       Impact factor: 1.947

5.  Effect of nonstationarities on detrended fluctuation analysis.

Authors:  Zhi Chen; Plamen Ch Ivanov; Kun Hu; H Eugene Stanley
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2002-04-08

6.  Characterization of sleep stages by correlations in the magnitude and sign of heartbeat increments.

Authors:  Jan W Kantelhardt; Yosef Ashkenazy; Plamen Ch Ivanov; Armin Bunde; Shlomo Havlin; Thomas Penzel; Jörg-Hermann Peter; H Eugene Stanley
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2002-05-08

7.  Effects of aerobic training on heart rate dynamics in sedentary subjects.

Authors:  Mikko P Tulppo; Arto J Hautala; Timo H Mäkikallio; Raija T Laukkanen; Seppo Nissilä; Richard L Hughson; Heikki V Huikuri
Journal:  J Appl Physiol (1985)       Date:  2003-03-21

8.  Decomposition of heartbeat time series: scaling analysis of the sign sequence.

Authors:  Y Ashkenazy; P C Ivanov; S Havlin; C K Peng; Y Yamamoto; A L Goldberger; H E Stanley
Journal:  Comput Cardiol       Date:  2000

Review 9.  Primary insomnia: a risk factor to develop depression?

Authors:  Dieter Riemann; Ulrich Voderholzer
Journal:  J Affect Disord       Date:  2003-09       Impact factor: 4.839

10.  Effects of aging on EMG variables during fatiguing isometric contractions.

Authors:  H Yamada; M Okada; T Oda; S Nemoto; T Shiozaki; T Kizuka; S Kuno; T Masuda
Journal:  J Hum Ergol (Tokyo)       Date:  2000-12
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  4 in total

1.  Treating Acute Insomnia: A Randomized Controlled Trial of a "Single-Shot" of Cognitive Behavioral Therapy for Insomnia.

Authors:  Jason G Ellis; Toby Cushing; Anne Germain
Journal:  Sleep       Date:  2015-06-01       Impact factor: 5.849

2.  Multiscale adaptive analysis of circadian rhythms and intradaily variability: Application to actigraphy time series in acute insomnia subjects.

Authors:  Ruben Fossion; Ana Leonor Rivera; Juan C Toledo-Roy; Jason Ellis; Maia Angelova
Journal:  PLoS One       Date:  2017-07-28       Impact factor: 3.240

3.  A non-parametric model: free analysis of actigraphic recordings of acute insomnia patients.

Authors:  Arlex Marín-García; Ruben Fossion; Markus F Müller; Wady Ríos-Herrera; Ana Leonor Rivera
Journal:  R Soc Open Sci       Date:  2022-02-02       Impact factor: 2.963

4.  Complexity of Body Movements during Sleep in Children with Autism Spectrum Disorder.

Authors:  Naoki Furutani; Tetsuya Takahashi; Nobushige Naito; Takafumi Maruishi; Yuko Yoshimura; Chiaki Hasegawa; Tetsu Hirosawa; Mitsuru Kikuchi
Journal:  Entropy (Basel)       Date:  2021-03-31       Impact factor: 2.524

  4 in total

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