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使用独立成分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。

Detection of fast neuronal signals in the motor cortex from functional near infrared spectroscopy measurements using independent component analysis.

作者信息

Morren G, Wolf U, Lemmerling P, Wolf M, Choi J H, Gratton E, De Lathauwer L, Van Huffel S

机构信息

Department of Electrical Engineering (ESAT), SCD-SISTA Division, K.U.Leuven, Belgium.

出版信息

Med Biol Eng Comput. 2004 Jan;42(1):92-9. doi: 10.1007/BF02351016.

Abstract

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.

摘要

脑组织光学特性在毫秒范围内的快速变化与大脑活动相关,并且可以使用非侵入式近红外光谱(NIRS)进行检测。这些变化被认为是由神经元组织的光散射特性变化引起的。本研究的目的是开发高灵敏度的数据分析算法,以检测这种与其他生理信号相比微弱的快速信号。使用了一种频域组织血氧仪,其激光二极管以110 MHz进行强度调制。以96 Hz的采样率测量调制光信号的幅度、平均强度和相位。由四对交叉的源探测器组成的探头放置在运动皮层上方,与进行由20秒的交替休息和敲击周期组成的敲击练习的手的对侧。使用自适应滤波器从光信号中去除动脉搏动。独立成分分析允许进一步分离包含快速信号的信号成分。在14名受试者中的9名中,在强度信号中发现了与手指敲击相关的显著快速神经元信号。在相位信号中,仅在两名受试者中发现了快速信号的迹象。

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