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Inter-Subject Correlation of Brain Hemodynamic Responses During Watching a Movie: Localization in Space and Frequency

机译:观看电影时大脑血流动力学响应的受试者间相关性:空间和频率上的定位

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摘要

Cinema is a promising naturalistic stimulus that enables, for instance, elicitation of robust emotions during functional magnetic resonance imaging (fMRI). Inter-subject correlation (ISC) has been used as a model-free analysis method to map the highly complex hemodynamic responses that are evoked during watching a movie. Here, we extended the ISC analysis to frequency domain using wavelet analysis combined with non-parametric permutation methods for making voxel-wise statistical inferences about frequency-band specific ISC. We applied these novel analysis methods to a dataset collected in our previous study where 12 subjects watched an emotionally engaging movie “Crash” during fMRI scanning. Our results suggest that several regions within the frontal and temporal lobes show ISC predominantly at low frequency bands, whereas visual cortical areas exhibit ISC also at higher frequencies. It is possible that these findings relate to recent observations of a cortical hierarchy of temporal receptive windows, or that the types of events processed in temporal and prefrontal cortical areas (e.g., social interactions) occur over longer time periods than the stimulus features processed in the visual areas. Software tools to perform frequency-specific ISC analysis, together with a visualization application, are available as open source Matlab code.
机译:电影院是一种很有前途的自然主义刺激手段,例如可以激发功能性磁共振成像(fMRI)期间的强烈情绪。受试者间相关性(ISC)已被用作一种无模型的分析方法,用于绘制观看电影时引起的高度复杂的血液动力学反应。在这里,我们将小波分析与非参数置换方法相结合,将ISC分析扩展到频域,以对频带特定的ISC进行体素统计推断。我们将这些新颖的分析方法应用于我们先前研究中收集的数据集,其中12位受试者在fMRI扫描过程中观看了一部引人入胜的电影“崩溃”。我们的研究结果表明,额叶和颞叶内的多个区域在低频段主要显示ISC,而视觉皮层区域在较高频率下也显示ISC。这些发现可能与近期对颞叶接受窗的皮质层次的观察有关,或者与在颞叶和前额叶皮质区域中处理的事件类型(例如,社会互动)相比,在时间上所发生的刺激特征发生的时间更长。视觉区域。开源Matlab代码提供了用于执行特定于频率的ISC分析的软件工具以及可视化应用程序。

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