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Anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning
Unavoidable stress can lead to perceived lack of control and learned helplessness, a risk factor for depression. Avoiding punishment and gaining rewards involve updating the values of actions based on experience. Such updating is however useful only if action values are sufficiently stable, somethin...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10611750/ https://www.ncbi.nlm.nih.gov/pubmed/37891204 http://dx.doi.org/10.1038/s41598-023-45179-z |
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author | Guitart-Masip, Marc Walsh, Amy Dayan, Peter Olsson, Andreas |
author_facet | Guitart-Masip, Marc Walsh, Amy Dayan, Peter Olsson, Andreas |
author_sort | Guitart-Masip, Marc |
collection | PubMed |
description | Unavoidable stress can lead to perceived lack of control and learned helplessness, a risk factor for depression. Avoiding punishment and gaining rewards involve updating the values of actions based on experience. Such updating is however useful only if action values are sufficiently stable, something that a lack of control may impair. We examined whether self-reported stress uncontrollability during the first wave of the COVID-19 pandemic predicted impaired reward-learning. In a preregistered study during the first-wave of the COVID-19 pandemic, we used self-reported measures of depression, anxiety, uncontrollable stress, and COVID-19 risk from 427 online participants to predict performance in a three-armed-bandit probabilistic reward learning task. As hypothesised, uncontrollable stress predicted impaired learning, and a greater proportion of probabilistic errors following negative feedback for correct choices, an effect mediated by state anxiety. A parameter from the best-fitting hidden Markov model that estimates expected beliefs that the identity of the optimal choice will shift across images, mediated effects of state anxiety on probabilistic errors and learning deficits. Our findings show that following uncontrollable stress, anxiety promotes an overly volatile representation of the reward-structure of uncertain environments, impairing reward attainment, which is a potential path to anhedonia in depression. |
format | Online Article Text |
id | pubmed-10611750 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106117502023-10-29 Anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning Guitart-Masip, Marc Walsh, Amy Dayan, Peter Olsson, Andreas Sci Rep Article Unavoidable stress can lead to perceived lack of control and learned helplessness, a risk factor for depression. Avoiding punishment and gaining rewards involve updating the values of actions based on experience. Such updating is however useful only if action values are sufficiently stable, something that a lack of control may impair. We examined whether self-reported stress uncontrollability during the first wave of the COVID-19 pandemic predicted impaired reward-learning. In a preregistered study during the first-wave of the COVID-19 pandemic, we used self-reported measures of depression, anxiety, uncontrollable stress, and COVID-19 risk from 427 online participants to predict performance in a three-armed-bandit probabilistic reward learning task. As hypothesised, uncontrollable stress predicted impaired learning, and a greater proportion of probabilistic errors following negative feedback for correct choices, an effect mediated by state anxiety. A parameter from the best-fitting hidden Markov model that estimates expected beliefs that the identity of the optimal choice will shift across images, mediated effects of state anxiety on probabilistic errors and learning deficits. Our findings show that following uncontrollable stress, anxiety promotes an overly volatile representation of the reward-structure of uncertain environments, impairing reward attainment, which is a potential path to anhedonia in depression. Nature Publishing Group UK 2023-10-27 /pmc/articles/PMC10611750/ /pubmed/37891204 http://dx.doi.org/10.1038/s41598-023-45179-z Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Guitart-Masip, Marc Walsh, Amy Dayan, Peter Olsson, Andreas Anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning |
title | Anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning |
title_full | Anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning |
title_fullStr | Anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning |
title_full_unstemmed | Anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning |
title_short | Anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning |
title_sort | anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10611750/ https://www.ncbi.nlm.nih.gov/pubmed/37891204 http://dx.doi.org/10.1038/s41598-023-45179-z |
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