Frontostriatal connectivity dynamically modulates the adaptation to environmental volatility

Humans adjust their learning strategies in changing environments by estimating the volatility of the reinforcement conditions. Here, we examine how volatility affects learning and the underlying functional brain organizations using a probabilistic reward reversal learning task. We found that the ord...

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Main Authors: Yuxuan Zhang, Nicholas T. Van Dam, Hui Ai, Pengfei Xu
Format: Article
Language:English
Published: Elsevier 2025-02-01
Series:NeuroImage
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Online Access:http://www.sciencedirect.com/science/article/pii/S1053811925000291
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author Yuxuan Zhang
Nicholas T. Van Dam
Hui Ai
Pengfei Xu
author_facet Yuxuan Zhang
Nicholas T. Van Dam
Hui Ai
Pengfei Xu
author_sort Yuxuan Zhang
collection DOAJ
description Humans adjust their learning strategies in changing environments by estimating the volatility of the reinforcement conditions. Here, we examine how volatility affects learning and the underlying functional brain organizations using a probabilistic reward reversal learning task. We found that the order of states was critically important; participants adjusted learning rate going from volatile to stable, but not from stable to volatile environments. Subjective volatility of the environment was encoded in the striatal reward system and its dynamic connections with the prefrontal control system. Flexibility, which captures the dynamic changes of network modularity in the brain, was higher in the environmental transition from volatile to stable than from stable to volatile. These findings suggest that behavioral adaptations and dynamic brain organizations in transitions between stable and volatile environments are asymmetric, providing critical insights into the way that people adapt to changing environments.
format Article
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institution Kabale University
issn 1095-9572
language English
publishDate 2025-02-01
publisher Elsevier
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series NeuroImage
spelling doaj-art-36230a42e1584635a2d4cfd9bc28ada22025-02-06T05:11:07ZengElsevierNeuroImage1095-95722025-02-01307121027Frontostriatal connectivity dynamically modulates the adaptation to environmental volatilityYuxuan Zhang0Nicholas T. Van Dam1Hui Ai2Pengfei Xu3Beijing Key Laboratory of Applied Experimental Psychology, National Demonstration Center for Experimental Psychology Education (BNU), Faculty of Psychology, Beijing Normal University, Beijing, ChinaMelbourne School of Psychological Sciences, The University of Melbourne, Melbourne, AustraliaInstitute of Applied Psychology, Tianjin University, Tianjin, China; Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin, China; Corresponding author: Institute of Applied Psychology, Tianjin University, Tianjin, China.Beijing Key Laboratory of Applied Experimental Psychology, National Demonstration Center for Experimental Psychology Education (BNU), Faculty of Psychology, Beijing Normal University, Beijing, China; Center for Neuroimaging, Shenzhen Institute of Neuroscience, Shenzhen, China; Corresponding author: Faculty of Psychology, Beijing Normal University, Beijing, China.Humans adjust their learning strategies in changing environments by estimating the volatility of the reinforcement conditions. Here, we examine how volatility affects learning and the underlying functional brain organizations using a probabilistic reward reversal learning task. We found that the order of states was critically important; participants adjusted learning rate going from volatile to stable, but not from stable to volatile environments. Subjective volatility of the environment was encoded in the striatal reward system and its dynamic connections with the prefrontal control system. Flexibility, which captures the dynamic changes of network modularity in the brain, was higher in the environmental transition from volatile to stable than from stable to volatile. These findings suggest that behavioral adaptations and dynamic brain organizations in transitions between stable and volatile environments are asymmetric, providing critical insights into the way that people adapt to changing environments.http://www.sciencedirect.com/science/article/pii/S1053811925000291AdaptationVolatilityLearningCaudateDynamic brain network
spellingShingle Yuxuan Zhang
Nicholas T. Van Dam
Hui Ai
Pengfei Xu
Frontostriatal connectivity dynamically modulates the adaptation to environmental volatility
NeuroImage
Adaptation
Volatility
Learning
Caudate
Dynamic brain network
title Frontostriatal connectivity dynamically modulates the adaptation to environmental volatility
title_full Frontostriatal connectivity dynamically modulates the adaptation to environmental volatility
title_fullStr Frontostriatal connectivity dynamically modulates the adaptation to environmental volatility
title_full_unstemmed Frontostriatal connectivity dynamically modulates the adaptation to environmental volatility
title_short Frontostriatal connectivity dynamically modulates the adaptation to environmental volatility
title_sort frontostriatal connectivity dynamically modulates the adaptation to environmental volatility
topic Adaptation
Volatility
Learning
Caudate
Dynamic brain network
url http://www.sciencedirect.com/science/article/pii/S1053811925000291
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AT nicholastvandam frontostriatalconnectivitydynamicallymodulatestheadaptationtoenvironmentalvolatility
AT huiai frontostriatalconnectivitydynamicallymodulatestheadaptationtoenvironmentalvolatility
AT pengfeixu frontostriatalconnectivitydynamicallymodulatestheadaptationtoenvironmentalvolatility