Nonlinear modeling of the dynamic effects of arterial pressure and CO2 variations on cerebral blood flow in healthy humans

被引:114
作者
Mitsis, GD
Poulin, MJ
Robbins, PA
Marmarelis, VZ
机构
[1] Univ So Calif, Dept Biomed Engn, Los Angeles, CA 90089 USA
[2] Univ Oxford, Physiol Lab, Oxford OX1 3PT, England
关键词
cerebral autoregulation; cerebral hemodynamics; Laguerre-Volterra network; nonlinear modeling; nonstationary systems; Volterra kernels;
D O I
10.1109/TBME.2004.834272
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The effect of spontaneous beat-to-beat mean arterial blood pressure fluctuations and breath-to-breath end-tidal CO2 fluctuations on beat-to-beat cerebral blood flow velocity variations is studied using the Laguerre-Volterra network methodology for multiple-input nonlinear systems. The observations made from experimental measurements from ten healthy human subjects reveal that, whereas pressure fluctuations explain most of the high-frequency blood flow velocity variations (above 0.04 Hz), end-tidal CO2 fluctuations as well as nonlinear interactions between pressure and CO2 have a considerable effect in the lower frequencies (below 0.04 Hz). They also indicate that cerebral autoregulation is strongly nonlinear and dynamic (frequency-dependent). Nonlinearities are mainly active in the low-frequency range (below 0.04 Hz) and are more prominent in the dynamics of the end-tidal CO2-blood flow velocity relationship. Significant nonstationarities are also revealed by the obtained models, with greater variability evident for the effects Of CO2 on blood now velocity dynamics.
引用
收藏
页码:1932 / 1943
页数:12
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