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首页> 外文期刊>Medical and Biological Engineering and Computing: Journal of the International Federation for Medical and Biological Engineering >Detection of fast neuronal signals in the motor cortex from functional near infrared spectroscopy measurements using independent component analysis.
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Detection of fast neuronal signals in the motor cortex from functional near infrared spectroscopy measurements using independent component analysis.

机译:使用独立分量分析从功能近红外光谱测量中检测运动皮层中的快速神经元信号。

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摘要

Fast changes, in the range of milliseconds, in the optical properties of cerebral tissue are associated with brain activity and can be detected using non-invasive near-infrared spectroscopy (NIRS). These changes are assumed to be caused by changes in the light scattering properties of the neuronal tissue. The aim of this study was to develop highly sensitive data analysis algorithms to detect this fast signal, which is small compared with other physiological signals. A frequency-domain tissue oximeter, whose laser diodes were intensity modulated at 110 MHz, was used. The amplitude, mean intensity and phase of the modulated optical signal were measured at a sample rate of 96 Hz. The probe, consisting of four crossed source detector pairs was placed above the motor cortex, contralateral to the hand performing a tapping exercise consisting of alternating rest and tapping periods of 20 s each. An adaptive filter was used to remove the arterial pulsatility from the optical signals. Independent component analysis allowed further separation of a signal component containing the fast signal. In nine out of 14 subjects, a significant fast neuronal signal related to the finger tapping was found in the intensity signals. In the phase signals, indications of the fast signal were found in only two subjects.
机译:脑组织的光学特性在毫秒范围内的快速变化与大脑活动有关,可以使用无创近红外光谱法(NIRS)进行检测。假定这些变化是由神经组织的光散射特性的变化引起的。这项研究的目的是开发高度灵敏的数据分析算法来检测这种快速信号,与其他生理信号相比,该信号很小。使用了频域组织血氧仪,其激光二极管在110 MHz处进行了强度调制。以96 Hz的采样率测量调制光信号的幅度,平均强度和相位。该探头由四对交叉的源探测器对组成,放置在运动皮层上方,与手对侧进行敲击运动,包括交替的静息和敲击时间,每次20 s。使用自适应滤波器从光信号中去除动脉搏动。独立的分量分析允许进一步分离包含快速信号的信号分量。在14位受试者中,有9位在强度信号中发现了与手指轻拍相关的快速神经元信号。在相位信号中,仅在两个对象中发现了快速信号的指示。

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