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相信你的直觉:人类的迷走神经刺激可改善强化学习。

Trust your gut: vagal nerve stimulation in humans improves reinforcement learning.

作者信息

Weber Immo, Niehaus Hauke, Krause Kristina, Molitor Lena, Peper Martin, Schmidt Laura, Hakel Lukas, Timmermann Lars, Menzler Katja, Knake Susanne, Oehrn Carina R

机构信息

Department of Neurology, Philipps-University Marburg, 35043 Marburg, Germany.

Faculty of Psychology, Neuropsychology Section, Philipps-University Marburg, 35032 Marburg, Germany.

出版信息

Brain Commun. 2021 Mar 14;3(2):fcab039. doi: 10.1093/braincomms/fcab039. eCollection 2021.

Abstract

Whereas the effect of vagal nerve stimulation on emotional states is well established, its effect on cognitive functions is still unclear. Recent rodent studies show that vagal activation enhances reinforcement learning and neuronal dopamine release. The influence of vagal nerve stimulation on reinforcement learning in humans is still unknown. Here, we studied the effect of transcutaneous vagal nerve stimulation on reinforcement learning in eight long-standing seizure-free epilepsy patients, using a well-established forced-choice reward-based paradigm in a cross-sectional, within-subject study design. We investigated vagal nerve stimulation effects on overall accuracy using non-parametric cluster-based permutation tests. Furthermore, we modelled sub-components of the decision process using drift-diffusion modelling. We found higher accuracies in the vagal nerve stimulation condition compared to sham stimulation. Modelling suggests a stimulation-dependent increase in reward sensitivity and shift of accuracy-speed trade-offs towards maximizing rewards. Moreover, vagal nerve stimulation was associated with increased non-decision times suggesting enhanced sensory or attentional processes. No differences of starting bias were detected for both conditions. Accuracies in the extinction phase were higher in later trials of the vagal nerve stimulation condition, suggesting a perseverative effect compared to sham. Together, our results provide first evidence of causal vagal influence on human reinforcement learning and might have clinical implications for the usage of vagal stimulation in learning deficiency.

摘要

虽然迷走神经刺激对情绪状态的影响已得到充分证实,但其对认知功能的影响仍不清楚。最近的啮齿动物研究表明,迷走神经激活可增强强化学习和神经元多巴胺释放。迷走神经刺激对人类强化学习的影响仍不明确。在此,我们采用成熟的基于强制选择奖励的范式,在一项横断面、受试者内研究设计中,研究了经皮迷走神经刺激对8名长期无癫痫发作的癫痫患者强化学习的影响。我们使用基于非参数聚类的置换检验来研究迷走神经刺激对整体准确性的影响。此外,我们使用漂移扩散模型对决策过程的子成分进行建模。我们发现与假刺激相比,迷走神经刺激条件下的准确性更高。模型表明,刺激依赖性奖励敏感性增加,且准确性-速度权衡向最大化奖励方向转变。此外,迷走神经刺激与非决策时间增加有关,提示感觉或注意力过程增强。两种条件下均未检测到起始偏差的差异。在迷走神经刺激条件下的后期试验中,消退阶段的准确性更高,表明与假刺激相比存在持续效应。总之,我们的结果首次证明了迷走神经对人类强化学习的因果影响,可能对迷走神经刺激在学习缺陷中的应用具有临床意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/808e/8066886/0f3c168f2fc7/fcab039f6.jpg

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