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Performing group-level functional image analyses based on homologous functional regions mapped in individuals

机译:基于映射到个人的同源功能区域执行组级功能图像分析

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摘要

Functional MRI (fMRI) studies have traditionally relied on intersubject normalization based on global brain morphology, which cannot establish proper functional correspondence between subjects due to substantial intersubject variability in functional organization. Here, we reliably identified a set of discrete, homologous functional regions in individuals to improve intersubject alignment of fMRI data. These functional regions demonstrated marked intersubject variability in size, position, and connectivity. We found that previously reported intersubject variability in functional connectivity maps could be partially explained by variability in size and position of the functional regions. Importantly, individual differences in network topography are associated with individual differences in task-evoked activations, suggesting that these individually specified regions may serve as the “localizer” to improve the alignment of task-fMRI data. We demonstrated that aligning task-fMRI data using the regions derived from resting state fMRI may lead to increased statistical power of task-fMRI analyses. In addition, resting state functional connectivity among these homologous regions is able to capture the idiosyncrasies of subjects and better predict fluid intelligence (gF) than connectivity measures derived from group-level brain atlases. Critically, we showed that not only the connectivity but also the size and position of functional regions are related to human behavior. Collectively, these findings suggest that identifying homologous functional regions across individuals can benefit a wide range of studies in the investigation of connectivity, task activation, and brain-behavior associations.
机译:传统上,功能性MRI(fMRI)研究依赖于基于全局脑形态学的受试者间归一化,由于功能组织之间的受试者间差异很大,因此无法在受试者之间建立适当的功能对应关系。在这里,我们可靠地确定了一组离散的,同源的功能区域,以改善功能磁共振成像数据的受试者间对齐。这些功能区域在大小,位置和连接性方面显示出明显的受试者间差异。我们发现以前报道的受试者间功能连接图中的变异性可以部分由功能区域的大小和位置的变异性来解释。重要的是,网络拓扑结构中的个体差异与任务诱发的激活中的个体差异相关,这表明这些单独指定的区域可以充当“定位器”,以改善任务fMRI数据的对齐方式。我们证明使用从静止状态功能磁共振成像得出的区域对齐任务功能磁共振成像数据可能会导致任务功能磁共振成像分析的统计能力提高。此外,这些同源区域之间的静止状态功能连通性能够捕获受试者的特质,并且比从群体水平的大脑图谱得出的连通性度量更好地预测流体智力(gF)。至关重要的是,我们表明,不仅连通性,而且功能区域的大小和位置都与人类行为有关。总而言之,这些发现表明,在研究连通性,任务激活和脑行为关联方面,跨个体识别同源功能区可以使广泛的研究受益。

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