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Enhanced Go and NoGo Learning in Individuals With Obesity
Overeating in individuals with obesity is hypothesized to be partly caused by automatic action tendencies to food cues that have the potential to override goal-directed dietary restriction. Individuals with obesity are often characterized by alterations in the processing of such rewarding food, but...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7033453/ https://www.ncbi.nlm.nih.gov/pubmed/32116595 http://dx.doi.org/10.3389/fnbeh.2020.00015 |
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author | Kube, Jana Wiencke, Kathleen Hahn, Sandra Villringer, Arno Neumann, Jane |
author_facet | Kube, Jana Wiencke, Kathleen Hahn, Sandra Villringer, Arno Neumann, Jane |
author_sort | Kube, Jana |
collection | PubMed |
description | Overeating in individuals with obesity is hypothesized to be partly caused by automatic action tendencies to food cues that have the potential to override goal-directed dietary restriction. Individuals with obesity are often characterized by alterations in the processing of such rewarding food, but also of non-food stimuli, and previous research has suggested a stronger impact on the execution of goal-directed actions in obesity. Here, we investigated whether Pavlovian cues can also corrupt the learning of new approach or withdrawal behavior in individuals with obesity. We employed a probabilistic Pavlovian-instrumental learning paradigm in which participants (29 normal-weight and 29 obese) learned to actively respond (Go learning) or withhold a response (NoGo learning) in order to gain monetary rewards or avoid losses. Participants were better at learning active approach responses (Go) in the light of anticipated rewards and at learning to withhold a response (NoGo) in the light of imminent punishments. Importantly, there was no evidence for a stronger corruption of instrumental learning in individuals with obesity. Instead, they showed better learning across conditions than normal-weight participants. Using a computational reinforcement learning model, we additionally found an increased learning rate in individuals with obesity. Previous studies have mostly reported a lower reinforcement learning performance in individuals with obesity. Our results contradict this and suggest that their performance is not universally impaired: Instead, while previous studies found reduced stimulus-value learning, individuals with obesity may show better action-value learning. Our findings highlight the need for a broader investigation of behavioral adaptation in obesity across different task designs and types of reinforcement learning. |
format | Online Article Text |
id | pubmed-7033453 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-70334532020-02-28 Enhanced Go and NoGo Learning in Individuals With Obesity Kube, Jana Wiencke, Kathleen Hahn, Sandra Villringer, Arno Neumann, Jane Front Behav Neurosci Behavioral Neuroscience Overeating in individuals with obesity is hypothesized to be partly caused by automatic action tendencies to food cues that have the potential to override goal-directed dietary restriction. Individuals with obesity are often characterized by alterations in the processing of such rewarding food, but also of non-food stimuli, and previous research has suggested a stronger impact on the execution of goal-directed actions in obesity. Here, we investigated whether Pavlovian cues can also corrupt the learning of new approach or withdrawal behavior in individuals with obesity. We employed a probabilistic Pavlovian-instrumental learning paradigm in which participants (29 normal-weight and 29 obese) learned to actively respond (Go learning) or withhold a response (NoGo learning) in order to gain monetary rewards or avoid losses. Participants were better at learning active approach responses (Go) in the light of anticipated rewards and at learning to withhold a response (NoGo) in the light of imminent punishments. Importantly, there was no evidence for a stronger corruption of instrumental learning in individuals with obesity. Instead, they showed better learning across conditions than normal-weight participants. Using a computational reinforcement learning model, we additionally found an increased learning rate in individuals with obesity. Previous studies have mostly reported a lower reinforcement learning performance in individuals with obesity. Our results contradict this and suggest that their performance is not universally impaired: Instead, while previous studies found reduced stimulus-value learning, individuals with obesity may show better action-value learning. Our findings highlight the need for a broader investigation of behavioral adaptation in obesity across different task designs and types of reinforcement learning. Frontiers Media S.A. 2020-02-14 /pmc/articles/PMC7033453/ /pubmed/32116595 http://dx.doi.org/10.3389/fnbeh.2020.00015 Text en Copyright © 2020 Kube, Wiencke, Hahn, Villringer and Neumann. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Behavioral Neuroscience Kube, Jana Wiencke, Kathleen Hahn, Sandra Villringer, Arno Neumann, Jane Enhanced Go and NoGo Learning in Individuals With Obesity |
title | Enhanced Go and NoGo Learning in Individuals With Obesity |
title_full | Enhanced Go and NoGo Learning in Individuals With Obesity |
title_fullStr | Enhanced Go and NoGo Learning in Individuals With Obesity |
title_full_unstemmed | Enhanced Go and NoGo Learning in Individuals With Obesity |
title_short | Enhanced Go and NoGo Learning in Individuals With Obesity |
title_sort | enhanced go and nogo learning in individuals with obesity |
topic | Behavioral Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7033453/ https://www.ncbi.nlm.nih.gov/pubmed/32116595 http://dx.doi.org/10.3389/fnbeh.2020.00015 |
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