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Multiscale Analysis of Microvascular Blood Flow and Oxygenation

机译:微血管血流和氧合的多尺度分析

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The purpose of this study is to investigate the feasibility of nonlinear methods for differentiating between haemo-dynamic steady states as a potential method of identifying microvascular dysfunction. As conventional nonlinear measures do not take into account the multiple time scales of the processes modulating microvascular function, here we evaluate the efficacy of multiscale analysis as a better discriminator of changes in microvascular health. We describe the basis and the implementation of the multi-scale analysis of the microvascular blood flux (BF) and tissue oxygenation (OXY: oxyHb) signals recorded from the skin of 15 healthy male volunteers, age 29.2 ± 8.1y (mean ± SD), in two haemodynamic steady states at 33 ° C and during warming at 43 °C to generate a local thermal hyperaemia (LTH). To investigate the influence of varying process time scales, multiscale analysis is employed on Sample entropy (MSE), to quantify signal regularity and Lempel and Ziv (MSLZ) and effort to compress (METC) complexity, to measure the randomness of the time series. Our findings show that there was a good discrimination in the multiscale indexes of both the BF (p = 0.001) and oxyHb (MSE, p = 0.002; METC and MSLZ, p < 0.001) signals between the two haemodynamic steady states, having the highest classification accuracy in oxyHb signals (MSE: 86.67%, MSLZ: 90.00% and METC: 93.33%). This study shows that "multiscale-based" analysis of blood flow and tissue oxygenation signals can identify different microvascular functional states and thus has potential for the clinical assessment and diagnosis of pathophysiological conditions.
机译:本研究的目的是探讨非线性方法的可行性,以区分血管动态稳态区分为识别微血管功能障碍的潜在方法。随着常规的非线性措施不考虑调节微血管功能的过程的多个时间尺度,在这里,我们评估多尺度分析作为微血管健康变化更好的判别变化的功效。我们描述了从15个健康男性志愿者的皮肤记录的微血管血液通量(BF)和组织氧合(氧气:氧气)的多尺度分析的基础和实施,年龄29.2±8.1y(平均值±SD)在33°C的两种血管动力学稳定状态下,在43°C下升温期间产生局部热高血肿(LTH)。为了研究不同处理时间尺度的影响,对样本熵(MSE)采用多尺度分析,以量化信号规律和LEMPEL和ZIV(MSLZ)以及压缩(METC)复杂度的努力来测量时间序列的随机性。我们的研究结果表明,两个血管动力学稳定状态之间的BF(P = 0.001)和氧气(MSE,P = 0.002; METC和MSLZ,P <0.001)信号中存在良好的歧视。氧气信号中的分类精度(MSE:86.67%,MSLZ:90.00%和METC:93.33%)。本研究表明,“基于多尺寸”血流和组织氧合信号的分析可以鉴定不同的微血管功能状态,因此具有临床评估和诊断病理生理病症的潜力。

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