• DocumentCode
    674491
  • Title

    Non-linear dynamic analysis of RR signals in patients with and without excessive daytime sleepiness

  • Author

    Melia, Umberto ; Guaita, Marc ; Vallverdu, Montserrat ; Claria, Francisco ; Caminal, Pere ; Embid, Cristina ; Vilaseca, Isabel ; Salamero, Manel ; Santamaria, J.

  • Author_Institution
    Dept. ESAII, Univ. Politec. de Catalunya, Barcelona, Spain
  • fYear
    2013
  • fDate
    22-25 Sept. 2013
  • Firstpage
    449
  • Lastpage
    452
  • Abstract
    Linear and non-linear measures applied to heart rate variability (HRV) can be used to quantify modulation of the sympathetic and parasympathetic branches of the autonomic nervous system. RR signals were obtained from the ECG recorded during five Maintenance of Wakefulness (MWT) and Multiple Sleep Latency (MSLT) tests alternated throughout the day from patients suffering sleep disturbance. Two different end-points were considered: Study A, excessive daytime sleepiness (EDS) versus without daytime sleepiness (WDS); Study B, Pre-CPAP versus Post-CPAP (continuous positive airway pressure therapy) in EDS. Measures obtained from spectral analysis (PSD), time-frequency representation (TFR), auto-correntropy (ACORR) and auto-mutual-information function (AMIF) were applied to describe autonomic nervous system activity and RR regularity. Statistical differences between EDS and WDS groups were found in MSLT events. During MSLT, the parasympathetic activity and RR regularity in EDS were affected by CPAP therapy. Non-linear measures obtained from EDS in Post-CPAP differed from Pre-CPAP (p-value<;0.05) and tended to be similar to WDS.
  • Keywords
    cardiovascular system; electrocardiography; entropy; medical disorders; medical signal processing; neurophysiology; nonlinear dynamical systems; patient treatment; pneumodynamics; signal representation; sleep; spectral analysis; statistical analysis; time-frequency analysis; ACORR; AMIF; CPAP therapy; ECG; EDS groups; HRV; MSLT events; MWT; Maintenance of Wakefulness tests; Multiple Sleep Latency tests; PSD; RR regularity; RR signal; TFR; WDS groups; auto-correntropy; auto-mutual-information function; autonomic nervous system activity; continuous positive airway pressure therapy; end-points; excessive daytime sleepiness; heart rate variability; nonlinear dynamic analysis; nonlinear measures; parasympathetic activity; parasympathetic branch modulation; post-CPAP; pre-CPAP; sleep disturbance; spectral analysis; statistical differences; time-frequency representation; without daytime sleepiness; Abstracts; Entropy; Sleep;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing in Cardiology Conference (CinC), 2013
  • Conference_Location
    Zaragoza
  • ISSN
    2325-8861
  • Print_ISBN
    978-1-4799-0884-4
  • Type

    conf

  • Filename
    6713410