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MEG/EEG Source Reconstruction, Statistical Evaluation, and Visualization with NUTMEG

机译:使用NUTMEG进行MEG / EEG的源重构,统计评估和可视化

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摘要

NUTMEG is a source analysis toolbox geared towards cognitiveneuroscience researchers using MEG and EEG, including intracranialrecordings. Evoked and unaveraged data can be imported to thetoolbox for source analysis in either the time or time-frequencydomains. NUTMEG offers several variants of adaptive beamformers,probabilistic reconstruction algorithms, as well as minimum-normtechniques to generate functional maps of spatiotemporal neuralsource activity. Lead fields can be calculated from single andoverlapping sphere head models or imported from other software. Group averages and statistics can be calculated as well. Inaddition to data analysis tools, NUTMEG provides a unique andintuitive graphical interface for visualization of results. Sourceanalyses can be superimposed onto a structural MRI or headshape toprovide a convenient visual correspondence to anatomy. Theseresults can also be navigated interactively, with the spatial mapsand source time series or spectrogram linked accordingly. Animations can be generated to view the evolution of neuralactivity over time. NUTMEG can also display brain renderings andperform spatial normalization of functional maps using SPM'sengine. As a MATLAB package, the end user may easily link withother toolboxes or add customized functions.
机译:NUTMEG是一种源分析工具箱,适用于使用MEG和EEG(包括颅内记录)的认知神经科学研究人员。可以在时域或时频域中将唤起的和未平均的数据导入工具箱以进行源分析。 NUTMEG提供了多种自适应波束形成器,概率重建算法以及用于生成时空神经源活动功能图的最小范数技术的变体。引线字段可以从单个和重叠的球头模型中计算得出,也可以从其他软件中导入。也可以计算组平均值和统计数据。除了数据分析工具外,NUTMEG还提供了独特而直观的图形界面来可视化结果。可以将源分析叠加到结构MRI或头部形状上,以提供与解剖结构的便捷视觉对应。这些结果还可以进行交互导航,并相应地链接空间图和源时间序列或频谱图。可以生成动画以查看神经活动随时间的演变。 NUTMEG还可以使用SPM的引擎显示大脑渲染并执行功能图的空间归一化。作为MATLAB软件包,最终用户可以轻松地与其他工具箱链接或添加自定义功能。

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