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精神分裂症患者在强化学习中存在缺陷,但与冷漠无关。

Deficits in reinforcement learning but no link to apathy in patients with schizophrenia.

机构信息

Department of Psychiatry, Psychotherapy, and Psychosomatics; Psychiatric Hospital; University of Zurich, Switzerland.

Psychiatric Hospital Karlsbad Langensteinbach, Karlsbad, Germany.

出版信息

Sci Rep. 2017 Jan 10;7:40352. doi: 10.1038/srep40352.

Abstract

Negative symptoms in schizophrenia have been linked to selective reinforcement learning deficits in the context of gains combined with intact loss-avoidance learning. Fundamental mechanisms of reinforcement learning and choice are prediction error signaling and the precise representation of reward value for future decisions. It is unclear which of these mechanisms contribute to the impairments in learning from positive outcomes observed in schizophrenia. A recent study suggested that patients with severe apathy symptoms show deficits in the representation of expected value. Considering the fundamental relevance for the understanding of these symptoms, we aimed to assess the stability of these findings across studies. Sixty-four patients with schizophrenia and 19 healthy control participants performed a probabilistic reward learning task. They had to associate stimuli with gain or loss-avoidance. In a transfer phase participants indicated valuation of the previously learned stimuli by choosing among them. Patients demonstrated an overall impairment in learning compared to healthy controls. No effects of apathy symptoms on task indices were observed. However, patients with schizophrenia learned better in the context of loss-avoidance than in the context of gain. Earlier findings were thus partially replicated. Further studies are needed to clarify the mechanistic link between negative symptoms and reinforcement learning.

摘要

精神分裂症的阴性症状与获得性强化学习缺陷有关,这种缺陷与损失避免学习完好无损有关。强化学习和选择的基本机制是预测误差信号和对未来决策的奖励价值的精确表示。目前尚不清楚这些机制中的哪一种有助于解释精神分裂症患者从积极结果中学习的障碍。最近的一项研究表明,严重淡漠症状的患者在预期价值的表示方面存在缺陷。考虑到对这些症状的理解的基本相关性,我们旨在评估这些发现的稳定性在研究中。64 名精神分裂症患者和 19 名健康对照组参与者完成了一项概率奖励学习任务。他们必须将刺激与收益或损失回避相关联。在转移阶段,参与者通过从中选择来表示对先前学习的刺激的评估。与健康对照组相比,患者表现出整体学习障碍。没有观察到淡漠症状对任务指标的影响。然而,精神分裂症患者在避免损失的情况下比在获得收益的情况下学习效果更好。因此,早期的发现得到了部分复制。需要进一步的研究来澄清阴性症状和强化学习之间的机制联系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0a68/5223142/fbfb6a7714a4/srep40352-f1.jpg

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