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肥胖个体中强化的“去”与“不去”学习。

Enhanced Go and NoGo Learning in Individuals With Obesity.

作者信息

Kube Jana, Wiencke Kathleen, Hahn Sandra, Villringer Arno, Neumann Jane

机构信息

Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.

Leipzig University Medical Center, IFB Adiposity Diseases, Leipzig, Germany.

出版信息

Front Behav Neurosci. 2020 Feb 14;14:15. doi: 10.3389/fnbeh.2020.00015. eCollection 2020.

DOI:10.3389/fnbeh.2020.00015
PMID:32116595
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7033453/
Abstract

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.

摘要

肥胖个体的暴饮暴食被认为部分是由对食物线索的自动行动倾向引起的,这些倾向有可能超越目标导向的饮食限制。肥胖个体的特征通常是在处理此类奖励性食物时发生改变,但在处理非食物刺激时也是如此,并且先前的研究表明肥胖对目标导向行动的执行有更强的影响。在这里,我们研究了巴甫洛夫线索是否也会破坏肥胖个体对新的趋近或回避行为的学习。我们采用了一种概率性巴甫洛夫 - 工具性学习范式,其中参与者(29名正常体重者和29名肥胖者)学习积极做出反应(“去”学习)或抑制反应(“否”学习),以获得金钱奖励或避免损失。参与者在根据预期奖励学习积极趋近反应(“去”)以及根据即将到来的惩罚学习抑制反应(“否”)方面表现更好。重要的是,没有证据表明肥胖个体的工具性学习受到更强的破坏。相反,与正常体重参与者相比,他们在各种条件下都表现出更好的学习能力。使用计算强化学习模型,我们还发现肥胖个体的学习率有所提高。先前的研究大多报告肥胖个体的强化学习表现较低。我们的结果与此相反,表明他们的表现并非普遍受损:相反,虽然先前的研究发现刺激 - 价值学习减少,但肥胖个体可能表现出更好的行动 - 价值学习。我们的研究结果强调需要在不同的任务设计和强化学习类型中对肥胖个体的行为适应性进行更广泛的研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba4d/7033453/64c89acbdc25/fnbeh-14-00015-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba4d/7033453/b27fa12b0bf9/fnbeh-14-00015-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba4d/7033453/0b74b1a21723/fnbeh-14-00015-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba4d/7033453/64c89acbdc25/fnbeh-14-00015-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba4d/7033453/b27fa12b0bf9/fnbeh-14-00015-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba4d/7033453/0b74b1a21723/fnbeh-14-00015-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba4d/7033453/64c89acbdc25/fnbeh-14-00015-g0003.jpg

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本文引用的文献

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2
Neural vulnerability factors for obesity.肥胖的神经脆弱性因素。
Clin Psychol Rev. 2019 Mar;68:38-53. doi: 10.1016/j.cpr.2018.12.002. Epub 2018 Dec 19.
3
Keeping track of promised rewards: Obesity predicts enhanced flexibility when learning from observation.跟踪承诺的奖励:肥胖预测从观察中学习时的灵活性增强。
Appetite. 2018 Dec 1;131:117-124. doi: 10.1016/j.appet.2018.08.029. Epub 2018 Aug 28.
4
Decision Making Deficits in Relation to Food Cues Influence Obesity: A Triadic Neural Model of Problematic Eating.与食物线索相关的决策缺陷影响肥胖:问题性饮食的三元神经模型
Front Psychiatry. 2018 Jun 14;9:264. doi: 10.3389/fpsyt.2018.00264. eCollection 2018.
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6
Food-Predicting Stimuli Differentially Influence Eye Movements and Goal-Directed Behavior in Normal-Weight, Overweight, and Obese Individuals.食物预测性刺激对正常体重、超重和肥胖个体的眼动及目标导向行为有不同影响。
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