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
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