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

IF 3.5 2区 医学 Q1 NEUROIMAGING Human Brain Mapping Pub Date : 2024-07-31 DOI:10.1002/hbm.26802
Lisa N. Mochalski, Patrick Friedrich, Xuan Li, Jean-Philippe Kröll, Simon B. Eickhoff, Susanne Weis
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Abstract

Naturalistic paradigms, such as watching movies during functional magnetic resonance imaging, 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. Previous studies have primarily focused on using shorter movie clips, geared toward eliciting specific and often isolated emotions, while the potential behind using full narratives depicted in commercial movies as a proxy for real-life experiences has barely been explored. Here, we offer preliminary evidence that a full narrative movie (FNM), that is, a movie covering a complete narrative arc, can capture complex socio-affective dynamics and their links to individual differences. Using the studyforrest dataset, we investigated 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 eight 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 show 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. We conclude that FNMs offer complex content and dynamics that might be particularly valuable for studying individual differences. Further characterization of movie features, such as the overarching narratives, that enhance individual differences is needed for advancing the potential of NV research.

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在一部完整的叙事电影中,受试者之间和受试者内部网络功能连接的相似性。
自然主义范式,如在功能性磁共振成像过程中观看电影,被认为能激发通常在现实生活中引发的情感和认知过程。因此,自然观看(NV)在研究个体差异方面具有很大的潜力。以往的研究主要集中在使用较短的电影片段,目的是激发特定的、通常是孤立的情绪,而使用商业电影中描述的完整叙事作为真实生活体验的代表,其背后的潜力几乎没有被探索过。在此,我们提供了初步证据,证明完整叙事电影(FNM),即涵盖完整叙事弧线的电影,可以捕捉复杂的社会情感动态及其与个体差异的联系。利用 studyforrest 数据集,我们研究了 14 个元分析定义的网络功能连通性(NFC)的受试者间和受试者内相似性。我们通过序列中描绘的情绪和唤醒来描述电影片段的特征,然后利用线性混合模型来分析哪些因素可以解释受试者之间和受试者内部的相似性。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、情绪以及电影片段与情绪之间的交互作用。主体内相似性受到相同因素以及电影片段、情绪和唤醒之间的三方交互作用的显著影响。总体而言,NFC 的受试者间和受试者内相似性对电影中的叙事和情绪非常敏感。我们的结论是,FNM 提供了复杂的内容和动态,可能对研究个体差异特别有价值。我们需要进一步确定电影特征的特点,如增强个体差异的总体叙事,以推进 NV 研究的潜力。
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来源期刊
Human Brain Mapping
Human Brain Mapping 医学-核医学
CiteScore
8.30
自引率
6.20%
发文量
401
审稿时长
3-6 weeks
期刊介绍: Human Brain Mapping publishes peer-reviewed basic, clinical, technical, and theoretical research in the interdisciplinary and rapidly expanding field of human brain mapping. The journal features research derived from non-invasive brain imaging modalities used to explore the spatial and temporal organization of the neural systems supporting human behavior. Imaging modalities of interest include positron emission tomography, event-related potentials, electro-and magnetoencephalography, magnetic resonance imaging, and single-photon emission tomography. Brain mapping research in both normal and clinical populations is encouraged. Article formats include Research Articles, Review Articles, Clinical Case Studies, and Technique, as well as Technological Developments, Theoretical Articles, and Synthetic Reviews. Technical advances, such as novel brain imaging methods, analyses for detecting or localizing neural activity, synergistic uses of multiple imaging modalities, and strategies for the design of behavioral paradigms and neural-systems modeling are of particular interest. The journal endorses the propagation of methodological standards and encourages database development in the field of human brain mapping.
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