Tracking Rhythms Coherence From Polysomnographic Records: A Time-Frequency Approach

被引:3
|
作者
Guillet, Alexandre [1 ]
Arneodo, Alain [1 ]
Argoul, Francoise [1 ]
机构
[1] Univ Bordeaux, CNRS, LOMA, UMR5798, Talence, France
关键词
time-frequency analysis; correlation; wavelet coherence; electrocardiogram; electroencephalogram; breath; polysomnogram; rhythms; SLEEP-WAKE TRANSITIONS; HEART-RATE; WAVELET TRANSFORM; PHASE-TRANSITIONS; RESEARCH RESOURCE; SAMPLING THEORY; DYNAMICS; EEG; FLUCTUATIONS; OSCILLATIONS;
D O I
10.3389/fams.2021.624456
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The crosstalk between organs plays a crucial role in physiological processes. This coupling is a dynamical process, it must cope with a huge variety of rhythms with frequencies ranging from milliseconds to hours, days, seasons. The brain is a central hub for this crosstalk. During sleep, automatic rhythmic interrelations are enhanced and provide a direct insight into organ dysfunctions, however their origin remains a difficult issue, in particular in sleep disorders. In this study, we focus on EEG, ECG, and airflow recordings from polysomnography databases. Because these signals are non-stationary, non-linear, noisy, and span wide spectral ranges, a time-frequency analysis, based on wavelet transforms, is more appropriate to handle this complexity. We design a wavelet-based extraction method to identify the characteristic rhythms of these different signals, and their temporal variability. These new constructs are combined in pairs to compute their wavelet-based time-frequency complex coherence. These time-frequency coherence maps highlight the occurrence of a slowly modulated coherence pattern in the frequency range [0.01-0.06] Hz, which appears in both obstructive and central apnea. A preliminary exploration of a large database from the National Sleep Research Resource with respiration disorders, such as apnea provides some clues on its relation with autonomic cardio-respiratory coupling and brain rhythms. We also observe that during sleep apnea episodes (either obstructive or central), the cardiopulmonary coherence (in particular respiratory sinus-arrhythmia) in the frequency range [0.1-0.7] Hz strongly diminishes, suggesting a modification of this coupling. Finally, comparing time-averaged coherence with heart rate variability spectra in different apnea episodes, we discuss their common trait and their differences.
引用
收藏
页数:23
相关论文
共 50 条
  • [31] Time-frequency coherence analysis of atrial fibrillation termination during procainamide administration
    Lovett, EG
    Ropella, KM
    ANNALS OF BIOMEDICAL ENGINEERING, 1997, 25 (06) : 975 - 984
  • [32] Time-frequency coherence analysis of atrial fibrillation termination during procainamide administration
    Lovett E.G.
    Ropella K.M.
    Annals of Biomedical Engineering, 1997, 25 (6) : 975 - 984
  • [33] Time-frequency coherence analysis of atrial fibrillation termination during procainamide administration
    Eric G. Lovett
    Kristina M. Ropella
    Annals of Biomedical Engineering, 1997, 25 (6) : 975 - 984
  • [34] Time-frequency coherence of categorized sEMG data during dynamic contractions of biceps, triceps, and brachioradialis as an approach for spasticity detection
    Becker, Sebastian
    von Werder, S. C. F. A.
    Lassek, A. -K.
    Disselhorst-Klug, C.
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2019, 57 (03) : 703 - 713
  • [35] Time-frequency coherence of categorized sEMG data during dynamic contractions of biceps, triceps, and brachioradialis as an approach for spasticity detection
    Sebastian Becker
    S. C. F. A. von Werder
    A.-K. Lassek
    C. Disselhorst-Klug
    Medical & Biological Engineering & Computing, 2019, 57 : 703 - 713
  • [36] A time-frequency domain approach of heart rate estimation from photoplethysmographic (PPG) signal
    Islam, Mohammad Tariqul
    Zabir, Ishmam
    Ahamed, Sk. Tanvir
    Yasar, Md. Tahmid
    Shahnaz, Celia
    Fattah, Shaikh Anowarul
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2017, 36 : 146 - 154
  • [37] An integrated approach in the time, frequency and time-frequency domain for the identification of corrosion using electrochemical noise
    Homborg, A. M.
    Cottis, R. A.
    Mol, J. M. C.
    ELECTROCHIMICA ACTA, 2016, 222 : 627 - 640
  • [38] A generalized demodulation approach to time-frequency projections for multicomponent signals
    Olhede, S
    Walden, AT
    PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2005, 461 (2059): : 2159 - 2179
  • [39] A new time-frequency approach for weak chirp signal detection
    Wang, HJ
    Yang, TC
    Kuo, CCJ
    WAVELET APPLICATIONS III, 1996, 2762 : 270 - 280
  • [40] A time-frequency based approach for generalized phase synchrony assessment in nonstationary multivariate signals
    Omidvarnia, Amir
    Azemi, Ghasem
    Colditz, Paul B.
    Boashash, Boualem
    DIGITAL SIGNAL PROCESSING, 2013, 23 (03) : 780 - 790