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Combining tomographic single subject, single trial activity into time-dependent grand-summaries of activated areas and functional connectivity

机译:将层析成像的单个主题,单个试验活动结合到激活区域和功能连接的时间依赖性总结中

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Standard statistical analysis and mutual information are employed to summarize the millisecond-by-millisecond single subject, single trial tomographic estimates of brain activity extracted from biomagnetic signals. The first approach (MFT-SPM) characterizes the spatial profile of significant activations at a particular latency in peristimulus time. The second grand-summary provide a time- and lag-dependent inventory of pair-wise interactions between brain areas. The analysis of median nerve stimulation data is used as an example to demonstrate the advantages and limitations of the grand summaries. Expected but also somewhat surprising, and hence easy to overlook, patterns emerge in the left and right hemisphere activations of each subject. These patterns dominate the grand-average summaries across subjects, leading to established results but also new insights. Finally, the amazing spatiotemporal accuracy achievable in MFT tomographic estimates of activity provides a warning that much and potentially valuable information is lost in the average and grand-average summaries.
机译:使用标准统计分析和互信息来汇总从生物磁信号提取的大脑活动的毫秒级到毫秒级的单个受试者,单个试验层析成像估计。第一种方法(MFT-SPM)表征了在周围刺激时间内特定潜伏期的显着激活的空间分布。第二个总摘要提供了与时间和时滞相关的大脑区域之间成对交互作用的清单。以中位神经刺激数据的分析为例来说明总体总结的优缺点。预期但也有些令人惊讶,因此易于忽略,每个对象的左半球和右半球激活中都出现了模式。这些模式主导着各个主题的总体平均值汇总,从而产生了既定的结果,也带来了新的见解。最后,在MFT层析成像活动估计中可以达到的惊人的时空准确性提供了一个警告,即平均和总体平均值中丢失了很多潜在有价值的信息。

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