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自然观察条件下功能连接的个体差异。

Individual differences in functional connectivity during naturalistic viewing conditions.

机构信息

Yale University, 230 South Frontage Road, New Haven, CT 06520, USA.

Yale University, 230 South Frontage Road, New Haven, CT 06520, USA.

出版信息

Neuroimage. 2017 Aug 15;157:521-530. doi: 10.1016/j.neuroimage.2017.06.027. Epub 2017 Jun 16.

Abstract

Naturalistic viewing paradigms such as movies have been shown to reduce participant head motion and improve arousal during fMRI scanning relative to task-free rest, and have been used to study both functional connectivity and stimulus-evoked BOLD-signal changes. These task-based hemodynamic changes are synchronized across subjects and involve large areas of the cortex, and it is unclear whether individual differences in functional connectivity are enhanced or diminished under such naturalistic conditions. This work first aims to characterize variability in BOLD-signal based functional connectivity (FC) across 2 distinct movie conditions and eyes-open rest (n=31 healthy adults, 2 scan sessions each). We found that movies have higher within- and between-subject correlations in cluster-wise FC relative to rest. The anatomical distribution of inter-individual variability was similar across conditions, with higher variability occurring at the lateral prefrontal lobes and temporoparietal junctions. Second, we used an unsupervised test-retest matching algorithm that identifies individual subjects from within a group based on FC patterns, quantifying the accuracy of the algorithm across the three conditions. The movies and resting state all enabled identification of individual subjects based on FC matrices, with accuracies between 61% and 100%. Overall, pairings involving movies outperformed rest, and the social, faster-paced movie attained 100% accuracy. When the parcellation resolution, scan duration, and number of edges used were increased, accuracies improved across conditions, and the pattern of movies>rest was preserved. These results suggest that using dynamic stimuli such as movies enhances the detection of FC patterns that are unique at the individual level.

摘要

自然观察范式,如电影,已被证明可减少 fMRI 扫描过程中的参与者头部运动并提高唤醒度,相对于无任务休息,自然观察范式已被用于研究功能连接和刺激诱发的 BOLD 信号变化。这些基于任务的血液动力学变化在受试者之间是同步的,涉及到大脑皮层的大部分区域,目前尚不清楚在这种自然条件下,功能连接的个体差异是增强还是减弱。这项工作首先旨在描述两种不同电影条件和睁眼休息(n=31 名健康成年人,每次扫描 2 次)下基于 BOLD 信号的功能连接(FC)的变异性。我们发现,电影相对于休息具有更高的聚类内和聚类间 FC 的相关性。个体间变异性的解剖分布在条件之间相似,在外侧前额叶和颞顶联合处的变异性更高。其次,我们使用了一种无监督的测试-再测试匹配算法,该算法基于 FC 模式从组内识别个体,该算法在三种条件下的准确性。电影和静息状态都可以根据 FC 矩阵识别个体,准确率在 61%到 100%之间。总体而言,涉及电影的配对优于休息,而社交、节奏更快的电影达到了 100%的准确率。当增加分割分辨率、扫描持续时间和使用的边数时,准确率在所有条件下都有所提高,并且电影>休息的模式得以保留。这些结果表明,使用动态刺激,如电影,可以增强对个体水平上独特的 FC 模式的检测。

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