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更多的是通过棍棒而不是胡萝卜:厌食症中根植于内侧前额叶皮层的强化学习风格。

More by stick than by carrot: A reinforcement learning style rooted in the medial frontal cortex in anorexia nervosa.

机构信息

Division of Psychological and Social Medicine and Developmental Neuroscience.

Department of Psychiatry and Neuroimaging.

出版信息

J Abnorm Psychol. 2021 Oct;130(7):736-747. doi: 10.1037/abn0000690.

DOI:10.1037/abn0000690
PMID:34780229
Abstract

Anorexia nervosa (AN) is characterized by a relentless pursuit of thinness, despite serious implications for health and social relations. In a previous study wielding the power of computational psychiatry, we found alterations in learning from negative feedback and in neural activity in the posterior medial frontal cortex (pMFC) in young acutely underweight AN patients (acAN). Here we ask whether these abnormalities are merely a state-related consequence of the illness or whether they might constitute a trait marker predisposing individuals to AN. To address this question, we employed the same reinforcement learning paradigm during fMRI with 31 female former AN patients after complete weight-recovery (recAN) and 31 age-matched healthy volunteers (15-28 years). Participants performed a decision task that required adaptation to changing reward contingencies. Data were analyzed within a hierarchical Gaussian filter model, which captures interindividual variability in feedback learning and decision-making under uncertainty. Similar to acute patients, individuals recovered from AN appear to emphasize negative over positive feedback when updating expectations regarding changing reward-punishment contingencies (difference in learning rate between punished and rewarded trials was increased in recAN: p = .006, d = .70. This behavioral pattern was mirrored in hyperactivation of the pMFC following negative feedback (FWE p < .001). Because the previously observed alterations in acANs are also evident after recovery and do not correlate with state variables like weight, altered feedback learning might be a trait marker of AN. The neural underpinnings of these alterations may lie in the pMFC. (PsycInfo Database Record (c) 2021 APA, all rights reserved).

摘要

神经性厌食症(AN)的特征是不顾一切地追求消瘦,尽管这对健康和社会关系有严重影响。在之前的一项使用计算精神病学的研究中,我们发现年轻急性体重不足的 AN 患者(acAN)的负反馈学习和后内侧额皮质(pMFC)的神经活动发生改变。在这里,我们想知道这些异常是否仅仅是疾病的一种与状态相关的后果,或者它们是否可能构成一种使个体易患 AN 的特征标志物。为了解决这个问题,我们在 31 名以前患有 AN 现已完全康复的女性患者(recAN)和 31 名年龄匹配的健康志愿者(15-28 岁)进行 fMRI 时使用了相同的强化学习范式。参与者执行了一项决策任务,需要适应不断变化的奖励条件。数据是在一个分层高斯滤波器模型内进行分析的,该模型可以捕获个体在不确定条件下反馈学习和决策的个体间变异性。与急性患者类似,从 AN 中恢复的个体在更新关于不断变化的奖惩条件的期望时,似乎更强调负反馈而不是正反馈(在 recAN 中,惩罚和奖励试验之间的学习率差异增加:p =.006,d =.70。这种行为模式在负反馈后 pMFC 的过度激活中得到了反映(FWE p <.001)。因为在 acAN 中观察到的先前改变在恢复后也很明显,并且与体重等状态变量无关,所以改变的反馈学习可能是 AN 的一种特征标志物。这些改变的神经基础可能在于 pMFC。(PsycInfo 数据库记录(c)2021 APA,保留所有权利)。

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