Linking Subjective Experience of Anxiety to Brain Function using Natural Language Processing.

IF 3.1
Peter A Kirk, Purnima Qamar, Jacob Lentz, André Zugman, Rany Abend, Katharina Kircanski, Daniel S Pine
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引用次数: 0

Abstract

Research on anxiety focuses on clinically relevant behaviors and neurophysiological responses, particularly emphasizing recruitment of amygdala, insula, and cingulate cortex. Whether these same circuits instantiate subjective experience of anxiety remains unclear, a vital hurdle for clinical neuroscience. We used a semi-naturalistic, anxiogenic stimulus (animated movie) to evoke anxiety during fMRI in a pediatric sample with and without anxiety disorders (N =  84, before exclusion). After, participants provided verbal responses to interview questions about the stimulus. We quantified semantic content and valence of responses via natural language processing algorithms. Preregistered analyses found that wide-spread brain activity during the movie-including in the anterior insula cortex-related to participants' descriptions of the movie's narrative. Secondary analyses indicated anxiety symptoms were associated with insula responses, participants' descriptions of the movie's narrative, and appraisals. This study provides preliminary evidence that anxiety symptoms may shape patterns of insula activity during movie-watching, influencing the type of notable details later recalled. These findings underscore the utility of movie viewing paradigms in clinical neuroscience research on subjective emotional experiences in anxiety.

利用自然语言处理将焦虑的主观体验与大脑功能联系起来。
对焦虑的研究侧重于临床相关行为和神经生理反应,特别强调杏仁核、脑岛和扣带皮层的募集。这些相同的回路是否体现了焦虑的主观体验尚不清楚,这是临床神经科学的一个重要障碍。我们使用半自然的、引起焦虑的刺激(动画电影)在有或没有焦虑症的儿童样本(N = 84,排除前)的fMRI期间引起焦虑。之后,参与者对有关刺激的访谈问题进行口头回答。我们通过自然语言处理算法量化了响应的语义内容和效价。预先登记的分析发现,在观看电影期间,包括与参与者对电影叙事的描述相关的脑岛前部皮层的大脑活动广泛存在。二次分析表明,焦虑症状与脑岛反应、参与者对电影叙事的描述和评价有关。这项研究提供了初步证据,表明焦虑症状可能会影响看电影时脑岛的活动模式,影响后来回忆起的重要细节的类型。这些发现强调了观影范式在临床神经科学研究焦虑主观情绪体验中的效用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
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