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Impaired flexible reward-based decision-making in binge eating disorder: Evidence from computational modeling and functional neuroimaging

机译:暴饮暴食中灵活的基于奖励的决策受损:来自计算建模和功能性神经影像学的证据

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摘要

Despite its clinical relevance and the recent recognition as a diagnostic category in the DSM-5, Binge Eating Disorder (BED) has rarely been investigated from a cognitive neuroscientific perspective targeting a more precise neurocognitive profiling of the disorder. BED patients suffer from a lack of behavioral control during recurrent binge eating episodes and thus, fail to adapt their behavior in the face of negative consequences, eg, high risk for obesity. To examine impairments in flexible reward-based decision-making, we exposed BED patients (n=22) and matched healthy individuals (n=22) to a reward-guided decision-making task during functional resonance imaging (fMRI). Performing fMRI analysis informed via computational modeling of choice behavior, we were able to identify specific signatures of altered decision-making in BED. On the behavioral level, we observed impaired behavioral adaptation in BED, which was due to enhanced switching behavior, a putative deficit in striking a balance between exploration and exploitation appropriately. This was accompanied by diminished activation related to exploratory decisions in the anterior insula/ventro-lateral prefrontal cortex. Moreover, while so-called model-free reward prediction errors remained intact, representation of ventro-medial prefrontal learning signatures, incorporating inference on unchosen options, was reduced in BED, which was associated with successful decision-making in the task. Based on a computational psychiatry account, the presented findings contribute to defining a neurocognitive phenotype of BED.
机译:尽管其与临床相关,并且最近被公认是DSM-5的诊断类别,但饮食狂欢症(BED)很少从认知神经科学的角度进行研究,其目标是对该疾病进行更精确的神经认知分析。 BED患者在反复暴饮暴食发作期间缺乏行为控制,因此无法面对负面后果(例如,肥胖风险高)适应其行为。为了检查基于奖励的灵活决策中的障碍,我们在功能共振成像(fMRI)期间使BED患者(n = 22)和匹配的健康个体(n = 22)接受了奖励指导的决策任务。通过选择行为的计算模型进行的功能磁共振成像分析,我们能够确定BED中决策改变的特定特征。在行为层面上,我们观察到BED的行为适应性受损,这是由于交换行为增强所致,这在适当地平衡勘探与开发之间存在假定的缺陷。这伴随着与前岛鞘/前外侧前额叶皮层的探索决定相关的激活减少。此外,尽管所谓的“无模型奖励预测误差”仍然完好无损,但在BED中减少了腹侧内侧前额叶学习信号的表示,并结合了未选择的选项,这与任务中的成功决策相关。基于计算的精神病学帐户,提出的发现有助于定义BED的神经认知表型。

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