首页> 美国卫生研究院文献>Frontiers in Neuroinformatics >Differential Path-Length Factors Effect on the Characterization of Brains Hemodynamic Response Function: A Functional Near-Infrared Study
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Differential Path-Length Factors Effect on the Characterization of Brains Hemodynamic Response Function: A Functional Near-Infrared Study

机译:差异路径长度因子对脑血流动力学反应功能表征的影响:功能性近红外研究

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摘要

Functional near-infrared spectroscopy (fNIRS) has evolved as a neuro-imaging modality over the course of the past two decades. The removal of superfluous information accompanying the optical signal, however, remains a challenge. A comprehensive analysis of each step is necessary to ensure the extraction of actual information from measured fNIRS waveforms. A slight change in shape could alter the features required for fNIRS-BCI applications. In the present study, the effect of the differential path-length factor (DPF) values on the characteristics of the hemodynamic response function (HRF) was investigated. Results were compiled for both simulated data sets and healthy human subjects over a range of DPF values from three to eight. Different sets of activation durations and stimuli were used to generate the simulated signals for further analysis. These signals were split into optical densities under a constrained environment utilizing known values of DPF. Later, different values of DPF were used to analyze the variations of actual HRF. The results, as summarized into four categories, suggest that the DPF can change the main and post-stimuli responses in addition to other interferences. Six healthy subjects participated in this study. Their observed optical brain time-series were fed into an iterative optimization problem in order to estimate the best possible fit of HRF and physiological noises present in the measured signals with free parameters. A series of solutions was derived for different values of DPF in order to analyze the variations of HRF. It was observed that DPF change is responsible for HRF creep from actual values as well as changes in HRF characteristics.
机译:在过去的二十年中,功能性近红外光谱(fNIRS)已经发展成为一种神经成像技术。然而,去除伴随光信号的多余信息仍然是一个挑战。必须对每个步骤进行全面分析,以确保从测量的fNIRS波形中提取实际信息。形状略有变化可能会改变fNIRS-BCI应用所需的功能。在本研究中,研究了微分路径长度因子(DPF)值对血液动力学响应函数(HRF)特征的影响。在从3到8的DPF值范围内,为模拟数据集和健康人类受试者汇编了结果。使用不同组的激活持续时间和刺激来生成模拟信号以进行进一步分析。利用DPF的已知值,在受限环境下将这些信号分为光密度。后来,使用不同的DPF值来分析实际HRF的变化。归纳为四类的结果表明,除其他干扰外,DPF还可以改变主要刺激和刺激后反应。六名健康受试者参加了这项研究。将他们观察到的光学脑部时间序列输入一个迭代优化问题,以估计具有自由参数的HRF和存在于测量信号中的生理噪声的最佳可能拟合。为了分析HRF的变化,针对DPF的不同值导出了一系列解决方案。据观察,DPF的变化是导致HRF从实际值蠕变以及HRF特性发生变化的原因。

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