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  Aberrant probabilistic reinforcement learning in first-degree relatives of individuals with bipolar disorder

Linke, J. O., Koppe, G., Scholz, V., Kanske, P., Durstewitz, D., & Wessa, M. (2020). Aberrant probabilistic reinforcement learning in first-degree relatives of individuals with bipolar disorder. Journal of Affective Disorders, 264, 400-406. doi:10.1016/j.jad.2019.11.063.

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基本情報

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アイテムのパーマリンク: https://hdl.handle.net/21.11116/0000-0005-8282-4 版のパーマリンク: https://hdl.handle.net/21.11116/0000-000C-CE8E-D
資料種別: 学術論文

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作成者

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 作成者:
Linke, Julia O.1, 著者
Koppe, Georgia2, 著者
Scholz, Vanessa1, 著者
Kanske, Philipp3, 4, 著者           
Durstewitz, Daniel2, 著者
Wessa, Michèle1, 著者
所属:
1Department of Clinical Psychology and Neuropsychology, Institute of Psychology, Johannes Gutenberg University, Mainz, Germany, ou_persistent22              
2Department of Theoretical Neuroscience, Central Institute of Mental Health, Mannheim, Germany, ou_persistent22              
3Chair for Clinical Psychology and Behavioral Neuroscience, Faculty of Psychology, TU Dresden, Germany, ou_persistent22              
4Research Group Social Stress and Family Health, MPI for Human Cognitive and Brain Sciences, Max Planck Society, ou_3025667              

内容説明

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キーワード: Bipolar disorder; First-degree relatives; Behavioral activation system (BAS); Reinforcement learning; Computational modeling
 要旨: Background

Motivational dysregulation represents a core vulnerability factor for bipolar disorder. Whether this also comprises aberrant learning of stimulus-reinforcer contingencies is less clear.
Methods

To answer this question, we compared healthy first-degree relatives of individuals with bipolar disorder (n = 42) known to convey an increased risk of developing a bipolar spectrum disorder and healthy individuals (n = 97). Further, we investigated the effects of the behavioral activation system (BAS) on reinforcement learning across the entire sample. All participants were assessed with a probabilistic learning task that distinguishes learning from positive and negative feedback. Main outcome measures included choice frequencies and learning rate parameters generated by computational reinforcement learning algorithms.
Results

First-degree relatives choose more rewarding stimuli more consistently and showed marginally reduced learning rates from unexpected negative feedback. Further, first-degree relatives had lower BAS scores than controls, which were negatively associated with learning rates from unexpected negative feedback.
Limitations

However as probands also reported other mental disorders such as Attention-Deficit/Hyperactivity Disorder and substance abuse among their first-degree relatives, we cannot know, whether these findings are specific to the risk for bipolar disorder.
Conclusion

The behavior of first-degree relatives of individuals with bipolar disorder, who also display increased BAS sensitivity, is less influenced by unexpected negative feedback. This reduced learning from unexpected negative feedback biases subsequent choices towards stimuli with higher probabilities for a reward. In sum, our results confirm the role of aberrant reinforcement learning in the pathophysiology of bipolar disorder.

資料詳細

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言語: eng - English
 日付: 2019-09-222019-06-122019-11-102019-11-122020-03-01
 出版の状態: 出版
 ページ: -
 出版情報: -
 目次: -
 査読: -
 識別子(DOI, ISBNなど): DOI: 10.1016/j.jad.2019.11.063
その他: epub 2019
PMID: 32056775
 学位: -

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Project information

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Project name : -
Grant ID : SFB636/C6; WE3638/3-1; DU 354/8-2; SPP-1665
Funding program : -
Funding organization : German Research Foundation (DFG)

出版物 1

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出版物名: Journal of Affective Disorders
種別: 学術雑誌
 著者・編者:
所属:
出版社, 出版地: Amsterdam : Elsevier
ページ: - 巻号: 264 通巻号: - 開始・終了ページ: 400 - 406 識別子(ISBN, ISSN, DOIなど): ISSN: 0165-0327
CoNE: https://pure.mpg.de/cone/journals/resource/954925480595