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Multivariate analysis of correlation between electrophysiological and hemodynamic responses during cognitive processing

机译:认知过程中电生理反应与血液动力学反应之间相关性的多元分析

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摘要

Animal and human studies have frequently shown that in primary sensory and motor regions the BOLD signal correlates positively with high-frequency and negatively with low-frequency neuronal activity. However, recent evidence suggests that this relationship may also vary across cortical areas. Detailed knowledge of the possible spectral diversity between electrophysiological and hemodynamic responses across the human cortex would be essential for neural-level interpretation of fMRI data and for informative multimodal combination of electromagnetic and hemodynamic imaging data, especially in cognitive tasks. We applied multivariate partial least squares correlation analysis to MEG–fMRI data recorded in a reading paradigm to determine the correlation patterns between the data types, at once, across the cortex. Our results revealed heterogeneous patterns of high-frequency correlation between MEG and fMRI responses, with marked dissociation between lower and higher order cortical regions. The low-frequency range showed substantial variance, with negative and positive correlations manifesting at different frequencies across cortical regions. These findings demonstrate the complexity of the neurophysiological counterparts of hemodynamic fluctuations in cognitive processing.
机译:动物和人体研究经常表明,在主要的感觉和运动区域,BOLD信号与高频呈正相关,与低频神经元活动呈负相关。但是,最近的证据表明,这种关系在皮质区域也可能有所不同。对于整个人皮层的电生理和血液动力学反应之间可能的光谱多样性的详细了解,对于fMRI数据的神经级解释以及电磁和血液动力学成像数据的信息性多峰组合至关重要,尤其是在认知任务中。我们对以阅读范式记录的MEG-fMRI数据进行了多元偏最小二乘相关分析,以一次确定整个皮层中数据类型之间的相关模式。我们的研究结果揭示了MEG和fMRI响应之间高频相关性的异构模式,在低阶和高阶皮质区域之间有明显的分离。低频范围显示出很大的方差,在整个皮层区域的不同频率处表现出负相关和正相关。这些发现证明了认知过程中血液动力学波动的神经生理对应物的复杂性。

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