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Multivariate calibration modeling of liver oxygen saturation using near-infrared spectroscopy

机译:使用近红外光谱法对肝脏氧饱和度进行多变量校准建模

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Abstract: The liver has been identified as an ideal site to spectroscopically monitor for changes in oxygen saturation during liver transplantation and shock because it is susceptible to reduced blood flow and oxygen transport. Near-IR spectroscopy, combined with multivariate calibration techniques, has been shown to be a viable technique for monitoring oxygen saturation changes in various organs in a minimally invasive manner. The liver has a dual system circulation. Blood enters the liver through the portal vein and hepatic artery, and leaves through the hepatic vein. Therefore, it is of utmost importance to determine how the liver NIR spectroscopic information correlates with the different regions of the hepatic lobule as the dual circulation flows from the presinusoidal space into the post sinusoidal region of the central vein. For NIR spectroscopic information to reliably represent the status of liver oxygenation, the NIR oxygen saturation should best correlate with the post-sinusoidal region. In a series of six pigs undergoing induced hemorrhagic chock, NIR spectra collected from the liver were used together with oxygen saturation reference data from the hepatic and portal veins, and an average of the two to build partial least-squares regression models. Results obtained from these models show that the hepatic vein and an average of the hepatic and portal veins provide information that is best correlate with NIR spectral information, while the portal vein reference measurement provides poorer correlation and accuracy. These results indicate that NIR determination of oxygen saturation in the liver can provide an assessment of liver oxygen utilization. !11
机译:摘要:肝脏已被确定为理想的站点,可以通过光谱监测肝脏移植和休克期间血氧饱和度的变化,因为它易于减少血流量和氧气的运输。近红外光谱技术与多元校准技术相结合,已被证明是一种以微创方式监测各种器官中氧饱和度变化的可行技术。肝脏具有双重系统循环。血液通过门静脉和肝动脉进入肝脏,然后通过肝静脉离开。因此,当双循环从正弦前间隙进入中心静脉的正弦后区域时,确定肝脏NIR光谱信息如何与肝小叶的不同区域相关至关重要。为了使NIR光谱信息能够可靠地表示肝氧合状态,NIR血氧饱和度应与正弦后区域最佳相关。在一系列六只经历诱发性出血性窒息的猪中,将从肝脏收集的NIR光谱与来自肝和门静脉的氧饱和度参考数据一起使用,并使用这两者的平均值来建立偏最小二乘回归模型。从这些模型获得的结果表明,肝静脉以及肝和门静脉的平均值提供的信息与NIR光谱信息最相关,而门静脉参考测量的相关性和准确性较差。这些结果表明,NIR测定肝脏中的氧饱和度可以提供对肝脏氧利用的评估。 !11

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