• Title of article

    Nonstationary multivariate modeling of cerebral autoregulation during hypercapnia

  • Author/Authors

    Kostoglou، نويسنده , , Kyriaki and Debert، نويسنده , , Chantel T. and Poulin، نويسنده , , Marc J. and Mitsis، نويسنده , , Georgios D.، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2014
  • Pages
    9
  • From page
    592
  • To page
    600
  • Abstract
    We examined the time-varying characteristics of cerebral autoregulation and hemodynamics during a step hypercapnic stimulus by using recursively estimated multivariate (two-input) models which quantify the dynamic effects of mean arterial blood pressure (ABP) and end-tidal CO2 tension ( P ETCO 2 ) on middle cerebral artery blood flow velocity (CBFV). Beat-to-beat values of ABP and CBFV, as well as breath-to-breath values of P ETCO 2 during baseline and sustained euoxic hypercapnia were obtained in 8 female subjects. The multiple-input, single-output models used were based on the Laguerre expansion technique, and their parameters were updated using recursive least squares with multiple forgetting factors. The results reveal the presence of nonstationarities that confirm previously reported effects of hypercapnia on autoregulation, i.e. a decrease in the MABP phase lead, and suggest that the incorporation of P ETCO 2 as an additional model input yields less time-varying estimates of dynamic pressure autoregulation obtained from single-input (ABP–CBFV) models.
  • Keywords
    Time Varying Systems , Laguerre functions , Cerebral hemodynamics , CO2 reactivity , recursive least squares , Multiple forgetting factors
  • Journal title
    Medical Engineering and Physics
  • Serial Year
    2014
  • Journal title
    Medical Engineering and Physics
  • Record number

    1732577