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在完整叙事电影中,受试者间和受试者内网络功能连接的相似性。

Inter- and intra-subject similarity in network functional connectivity across a full narrative movie.

作者信息

Mochalski Lisa N, Friedrich Patrick, Li Xuan, Kröll Jean-Philippe, Eickhoff Simon B, Weis Susanne

出版信息

bioRxiv. 2024 May 14:2024.05.14.594107. doi: 10.1101/2024.05.14.594107.

Abstract

Naturalistic paradigms, such as watching movies during functional magnetic resonance imaging (fMRI), are thought to prompt the emotional and cognitive processes typically elicited in real life situations. Therefore, naturalistic viewing (NV) holds great potential for studying individual differences. However, in how far NV elicits similarity within and between subjects on a network level, particularly depending on emotions portrayed in movies, is currently unknown. We used the studyforrest dataset to investigate the inter- and intra-subject similarity in network functional connectivity (NFC) of 14 meta-analytically defined networks across a full narrative, audio-visual movie split into 8 consecutive movie segments. We characterized the movie segments by valence and arousal portrayed within the sequences, before utilizing a linear mixed model to analyze which factors explain inter- and intra-subject similarity. Our results showed that the model best explaining inter-subject similarity comprised network, movie segment, valence and a movie segment by valence interaction. Intra-subject similarity was influenced significantly by the same factors and an additional three-way interaction between movie segment, valence and arousal. Overall, inter- and intra-subject similarity in NFC were sensitive to the ongoing narrative and emotions in the movie. Lowest similarity both within and between subjects was seen in the emotional regulation network and networks associated with long-term memory processing, which might be explained by specific features and content of the movie. We conclude that detailed characterization of movie features is crucial for NV research.

摘要

自然主义范式,如在功能磁共振成像(fMRI)期间观看电影,被认为能够激发在现实生活情境中通常引发的情感和认知过程。因此,自然主义观看(NV)在研究个体差异方面具有巨大潜力。然而,目前尚不清楚NV在网络层面上在受试者内部和之间引发相似性的程度,特别是取决于电影中描绘的情感。我们使用studyforrest数据集来研究14个通过荟萃分析定义的网络在一个完整的叙事性视听电影中的网络功能连接性(NFC)的受试者间和受试者内相似性,该电影被分成8个连续的电影片段。在利用线性混合模型分析哪些因素解释受试者间和受试者内相似性之前,我们通过序列中描绘的效价和唤醒水平来表征电影片段。我们的结果表明,最能解释受试者间相似性的模型包括网络、电影片段、效价以及电影片段与效价的相互作用。受试者内相似性受到相同因素以及电影片段、效价和唤醒水平之间额外的三向相互作用的显著影响。总体而言,NFC中的受试者间和受试者内相似性对电影中的持续叙事和情感敏感。在情绪调节网络以及与长期记忆处理相关的网络中,受试者内部和之间的相似性最低,这可能由电影的特定特征和内容来解释。我们得出结论,电影特征的详细表征对于NV研究至关重要。

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