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变化环境中恐惧偏见适应学习的神经计算机制。

Neurocomputational mechanisms underlying fear-biased adaptation learning in changing environments.

机构信息

Beijing Key Laboratory of Applied Experimental Psychology, National Demonstration Center for Experimental Psychology Education (BNU), Faculty of Psychology, Beijing Normal University, Beijing, China.

CNRS-Centre d'Economie de la Sorbonne, Panthéon-Sorbonne University, France.

出版信息

PLoS Biol. 2023 May 1;21(5):e3001724. doi: 10.1371/journal.pbio.3001724. eCollection 2023 May.

DOI:10.1371/journal.pbio.3001724
PMID:37126501
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10174591/
Abstract

Humans are able to adapt to the fast-changing world by estimating statistical regularities of the environment. Although fear can profoundly impact adaptive behaviors, the computational and neural mechanisms underlying this phenomenon remain elusive. Here, we conducted a behavioral experiment (n = 21) and a functional magnetic resonance imaging experiment (n = 37) with a novel cue-biased adaptation learning task, during which we simultaneously manipulated emotional valence (fearful/neutral expressions of the cue) and environmental volatility (frequent/infrequent reversals of reward probabilities). Across 2 experiments, computational modeling consistently revealed a higher learning rate for the environment with frequent versus infrequent reversals following neutral cues. In contrast, this flexible adjustment was absent in the environment with fearful cues, suggesting a suppressive role of fear in adaptation to environmental volatility. This suppressive effect was underpinned by activity of the ventral striatum, hippocampus, and dorsal anterior cingulate cortex (dACC) as well as increased functional connectivity between the dACC and temporal-parietal junction (TPJ) for fear with environmental volatility. Dynamic causal modeling identified that the driving effect was located in the TPJ and was associated with dACC activation, suggesting that the suppression of fear on adaptive behaviors occurs at the early stage of bottom-up processing. These findings provide a neuro-computational account of how fear interferes with adaptation to volatility during dynamic environments.

摘要

人类能够通过估计环境的统计规律来适应快速变化的世界。尽管恐惧可以深刻地影响适应性行为,但这种现象背后的计算和神经机制仍然难以捉摸。在这里,我们进行了一项行为实验(n = 21)和一项功能磁共振成像实验(n = 37),采用了一种新颖的线索偏向适应学习任务,在此任务中,我们同时操纵了情绪效价(线索的恐惧/中性表达)和环境波动性(奖励概率的频繁/不频繁反转)。在 2 项实验中,计算建模一致表明,在中性线索之后,环境的频繁反转比不频繁反转具有更高的学习率。相比之下,在带有恐惧线索的环境中,这种灵活的调整是不存在的,这表明恐惧在适应环境波动性方面具有抑制作用。这种抑制作用是由腹侧纹状体、海马体和背侧前扣带皮层(dACC)的活动以及恐惧时 dACC 和颞顶联合区(TPJ)之间的功能连接增加所支持的。动态因果建模确定了驱动效应位于 TPJ 中,并与 dACC 激活相关,这表明恐惧对适应性行为的抑制作用发生在自上而下处理的早期阶段。这些发现提供了一个神经计算学的解释,说明恐惧如何在动态环境中干扰对波动性的适应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/626ec0be667e/pbio.3001724.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/c2db9c3382c1/pbio.3001724.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/d5dac1867e5a/pbio.3001724.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/fd8f69eb432d/pbio.3001724.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/70baf17030b5/pbio.3001724.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/626ec0be667e/pbio.3001724.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/c2db9c3382c1/pbio.3001724.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/d5dac1867e5a/pbio.3001724.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/fd8f69eb432d/pbio.3001724.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/70baf17030b5/pbio.3001724.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c204/10174591/626ec0be667e/pbio.3001724.g005.jpg

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