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Independent component analysis of broadband near-infrared spectroscopy data acquired on adult human head

机译:成人头上获得的宽带近红外光谱数据的独立成分分析

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摘要

The goal of this study was to investigate the ability of independent component analysis in the time-spectral domain to isolate physiological sources of functional near infrared spectroscopy signals. We apply independent component analysis to the broadband fNIRS data acquired on the human forehead at 650 different wavelengths between 700 nm and 950 nm. To induce cerebral oxygenation changes we use the breath holding paradigm. We found one major independent component during baseline and two major components during exercise. Each independent component corresponds to one oxy-hemoglobin and one deoxy-hemoglobin time courses. The corresponding characteristic spectra of changes in optical absorption suggested that one component represented vasodilation of cerebral arterioles while the delayed component represented the washout of deoxyhemoglobin either in cerebral capillaries and venules or in extra cerebral tissue. We found that both broadband and isolated wavelength data can produce similar independent components.
机译:这项研究的目的是研究时光谱域中独立成分分析的能力,以分离功能性近红外光谱信号的生理来源。我们对在700 nm至950 nm之间的650个不同波长在人额上采集的宽带fNIRS数据进行独立的成分分析。为了诱发大脑氧合变化,我们使用了屏气范例。我们在基线期间发现了一个主要的独立成分,在运动过程中发现了两个主要成分。每个独立的成分对应一个氧合血红蛋白时间和一个脱氧血红蛋白时间过程。相应的光吸收变化特征光谱表明,一种成分代表脑小动脉的血管舒张,而延迟成分代表脑毛细血管和小静脉或脑外组织中脱氧血红蛋白的洗脱。我们发现宽带数据和孤立的波长数据都可以产生相似的独立分量。

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