• DocumentCode
    1586679
  • Title

    Approximate Entropy from Overnight Pulse Oximetry for the Obstructive Sleep Apnea Syndrome

  • Author

    Hornero, Roberto ; Álvarez, Daniel ; Abásolo, Daniel ; Gómez, Carlos ; Del Campo, Felix ; Zamarrón, Carlos

  • Author_Institution
    ET.S. Ingenieros de Telecomunicacion, Valladolid Univ.
  • fYear
    2006
  • Firstpage
    6157
  • Lastpage
    6160
  • Abstract
    The aim of this preliminary study was to asses whether a time series analysis from overnight pulse oximetry by means of approximate entropy (ApEn) could yield essential information on the diagnosis of obstructive sleep apnea (OSA) syndrome. We analyzed the oxygen saturation (SaO2) signals of 74 patients (44 with a positive diagnosis of OSA and 30 with a negative diagnosis of OSA) by means of ApEn, which quantified the regularity (or complexity) of time series. Results showed that recurrence of apnea events in patients with OSA determined a significant increase in ApEn values with a mean plusmnstandard deviation (SD) of 1.07 plusmn 0.30. A mean plusmn SD ApEn value of 0.47 plusmn 0.25 was estimated in patients without OSA. We obtained an area under the ROC curve of 0.94. The optimum threshold was selected at 0.81, where we achieved a 79.5% sensitivity and 90% specificity. Further analyses are necessary with new and larger data set to test the potential value of our methodology prospectively
  • Keywords
    diseases; entropy; oximetry; patient diagnosis; sleep; time series; approximate entropy; obstructive sleep apnea syndrome diagnosis; overnight pulse oximetry; oxygen saturation signals; time series analysis; Entropy; Hospitals; Noise level; Performance evaluation; Pollution measurement; Signal analysis; Sleep apnea; Testing; Time measurement; Time series analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
  • Conference_Location
    Shanghai
  • Print_ISBN
    0-7803-8741-4
  • Type

    conf

  • DOI
    10.1109/IEMBS.2005.1615900
  • Filename
    1615900