Exploring the link between a prior for active avoidance and apathy, anhedonia, and depression - a network analysis.

IF 4.8
Tobias Granwald, Federico Triolo, Máté Lengyel, Peter Dayan, Marc Guitart-Masip
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Abstract

Background: Learned helplessness has been suggested as a mechanism through which anhedonia in depression is developed. It has been theorised that this stems from a generalised pessimistic prior belief about the probability of success when attempting to actively avoid negative outcomes, thereby resulting in apathy and reduced motivation. Yet, how such a prior may relate to depression and apathy is unknown. Here, we leveraged a novel method based on cognitive tasks and Bayesian modelling to extract a reliable generalised prior expressing the probability with which negative outcomes are expected to be actively avoidable.

Methods: We quantified this prior in 521 non-clinical participants. We then used Bayesian network analysis to explore how the prior's mean relates to total scores of the PHQ-9 depression scale, specific items of the PHQ-9, and six subscales measuring apathy, motivation, and emotional reactivity.

Results: We found that the mean of the prior is positively related to the tendency to get motivated to initiate and maintain goal-directed actions, as measured with the Apathy Motivation Index (AMI) and not hedonic capacity as measured by the Snaith-Hamilton Pleasure Scale. Moreover, the same reverse-coded behavioural apathy subscale in the AMI was related to the total score of the PHQ-9 independently of hedonic capacity. Finally, the prior belief was itself not directly linked to depressive symptoms or total scores of the PHQ-9.

Conclusion: These results indicate that our behavioural measure of helplessness is indirectly related to depressive symptoms through behavioural activation and independently of hedonic capacity.

探索主动回避与冷漠、快感缺乏和抑郁之间的联系——网络分析。
背景:习得性无助被认为是抑郁症中快感缺乏形成的一种机制。从理论上讲,这源于在试图积极避免负面结果时对成功概率的普遍悲观的先验信念,从而导致冷漠和动机降低。然而,这种先验与抑郁和冷漠之间的关系尚不清楚。在这里,我们利用了一种基于认知任务和贝叶斯建模的新方法来提取可靠的广义先验,表示预期积极避免负面结果的概率。方法:我们在521名非临床参与者中量化这一先验。然后,我们使用贝叶斯网络分析来探讨先验均值与PHQ-9抑郁量表总分、PHQ-9特定条目以及测量冷漠、动机和情绪反应的六个子量表之间的关系。结果:我们发现,在冷漠动机指数(AMI)的测量中,先验均值与动机发起和维持目标导向行为的倾向呈正相关,而在snith - hamilton快乐量表的测量中,先验均值与享乐能力呈正相关。此外,AMI中相同的反向编码行为冷漠分量表与PHQ-9总分相关,独立于享乐能力。最后,先验信念本身与抑郁症状或PHQ-9总分没有直接联系。结论:这些结果表明,我们的无助行为测量通过行为激活与抑郁症状间接相关,而不依赖于享乐能力。
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