Striatal correlates of Bayesian beliefs in self-efficacy in adolescents and their relation to mood and autonomy: a pilot study

Liana Romaniuk, Niamh MacSweeney, Kimberley Atkinson, Stella W Y Chan, Miruna C Barbu, Stephen M Lawrie, Heather C Whalley
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Abstract

Abstract Major depressive disorder often originates in adolescence and is associated with long-term functional impairment. Mechanistically characterizing this heterogeneous illness could provide important leads for optimizing treatment. Importantly, reward learning is known to be disrupted in depression. In this pilot fMRI study of 21 adolescents (16–20 years), we assessed how reward network disruption impacts specifically on Bayesian belief representations of self-efficacy (SE-B) and their associated uncertainty (SE-U), using a modified instrumental learning task probing activation induced by the opportunity to choose, and an optimal Hierarchical Gaussian Filter computational model. SE-U engaged caudate, nucleus accumbens (NAcc), precuneus, posterior parietal and dorsolateral prefrontal cortex (P FWE < 0.005). Sparse partial least squares analysis identified SE-U striatal activation as associating with one’s sense of perceived choice and depressive symptoms, particularly anhedonia and negative feelings about oneself. As Bayesian uncertainty modulates belief flexibility and their capacity to steer future actions, this suggests that these striatal signals may be informative developmentally, longitudinally and in assessing response to treatment.
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青少年自我效能感的纹状体相关贝叶斯信念及其与情绪和自主性的关系:一项初步研究
重度抑郁症通常起源于青春期,并与长期功能障碍有关。机制表征这种异质性疾病可以为优化治疗提供重要的线索。重要的是,奖励学习在抑郁症中被破坏。在这项针对21名青少年(16-20岁)的fMRI试点研究中,我们使用改进的工具学习任务探测由选择机会引起的激活,以及最优的分层高斯滤波计算模型,评估了奖励网络中断如何具体影响自我效能感的贝叶斯信念表征(SE-B)及其相关不确定性(SE-U)。SE-U涉及尾状核、伏隔核(NAcc)、楔前叶、后顶叶和背外侧前额叶皮层(P FWE <0.005)。稀疏偏最小二乘分析发现SE-U纹状体激活与一个人的感知选择感和抑郁症状有关,特别是快感缺乏和对自己的消极感觉。由于贝叶斯不确定性调节信念灵活性及其引导未来行为的能力,这表明纹状体信号可能在发育、纵向和评估治疗反应方面提供信息。
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