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

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 v...

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Autores principales: Hartmann-Riemer, Matthias N., Aschenbrenner, Steffen, Bossert, Magdalena, Westermann, Celina, Seifritz, Erich, Tobler, Philippe N., Weisbrod, Matthias, Kaiser, Stefan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5223142/
https://www.ncbi.nlm.nih.gov/pubmed/28071747
http://dx.doi.org/10.1038/srep40352
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author Hartmann-Riemer, Matthias N.
Aschenbrenner, Steffen
Bossert, Magdalena
Westermann, Celina
Seifritz, Erich
Tobler, Philippe N.
Weisbrod, Matthias
Kaiser, Stefan
author_facet Hartmann-Riemer, Matthias N.
Aschenbrenner, Steffen
Bossert, Magdalena
Westermann, Celina
Seifritz, Erich
Tobler, Philippe N.
Weisbrod, Matthias
Kaiser, Stefan
author_sort Hartmann-Riemer, Matthias N.
collection PubMed
description 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.
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spelling pubmed-52231422017-01-11 Deficits in reinforcement learning but no link to apathy in patients with schizophrenia Hartmann-Riemer, Matthias N. Aschenbrenner, Steffen Bossert, Magdalena Westermann, Celina Seifritz, Erich Tobler, Philippe N. Weisbrod, Matthias Kaiser, Stefan Sci Rep Article 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. Nature Publishing Group 2017-01-10 /pmc/articles/PMC5223142/ /pubmed/28071747 http://dx.doi.org/10.1038/srep40352 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Hartmann-Riemer, Matthias N.
Aschenbrenner, Steffen
Bossert, Magdalena
Westermann, Celina
Seifritz, Erich
Tobler, Philippe N.
Weisbrod, Matthias
Kaiser, Stefan
Deficits in reinforcement learning but no link to apathy in patients with schizophrenia
title Deficits in reinforcement learning but no link to apathy in patients with schizophrenia
title_full Deficits in reinforcement learning but no link to apathy in patients with schizophrenia
title_fullStr Deficits in reinforcement learning but no link to apathy in patients with schizophrenia
title_full_unstemmed Deficits in reinforcement learning but no link to apathy in patients with schizophrenia
title_short Deficits in reinforcement learning but no link to apathy in patients with schizophrenia
title_sort deficits in reinforcement learning but no link to apathy in patients with schizophrenia
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5223142/
https://www.ncbi.nlm.nih.gov/pubmed/28071747
http://dx.doi.org/10.1038/srep40352
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