A core component of psychological therapy causes adaptive changes in computational learning mechanisms

Author:

Dercon QuentinORCID,Mehrhof Sara Z.ORCID,Sandhu Timothy R.ORCID,Hitchcock CaitlinORCID,Lawson Rebecca P.ORCID,Pizzagalli Diego A.ORCID,Dalgleish TimORCID,Nord Camilla L.ORCID

Abstract

Abstract Background Cognitive distancing is an emotion regulation strategy commonly used in psychological treatment of various mental health disorders, but its therapeutic mechanisms are unknown. Methods 935 participants completed an online reinforcement learning task involving choices between pairs of symbols with differing reward contingencies. Half (49.1%) of the sample was randomised to a cognitive self-distancing intervention and were trained to regulate or ‘take a step back’ from their emotional response to feedback throughout. Established computational (Q-learning) models were then fit to individuals' choices to derive reinforcement learning parameters capturing clarity of choice values (inverse temperature) and their sensitivity to positive and negative feedback (learning rates). Results Cognitive distancing improved task performance, including when participants were later tested on novel combinations of symbols without feedback. Group differences in computational model-derived parameters revealed that cognitive distancing resulted in clearer representations of option values (estimated 0.17 higher inverse temperatures). Simultaneously, distancing caused increased sensitivity to negative feedback (estimated 19% higher loss learning rates). Exploratory analyses suggested this resulted from an evolving shift in strategy by distanced participants: initially, choices were more determined by expected value differences between symbols, but as the task progressed, they became more sensitive to negative feedback, with evidence for a difference strongest by the end of training. Conclusions Adaptive effects on the computations that underlie learning from reward and loss may explain the therapeutic benefits of cognitive distancing. Over time and with practice, cognitive distancing may improve symptoms of mental health disorders by promoting more effective engagement with negative information.

Funder

Wellcome Trust

Lister Institute of Preventive Medicine

UK Research and Innovation

Publisher

Cambridge University Press (CUP)

Subject

Psychiatry and Mental health,Applied Psychology

Reference50 articles.

1. Beyond Power Calculations

2. The effect of combining mindfulness-based cognitive therapy with pharmacotherapy on depression and emotion regulation of patients with dysthymia: A clinical study;Hamidian;Iranian Journal of Psychiatry,2016

3. Lithium modulates striatal reward anticipation and prediction error coding in healthy volunteers

4. Stan Development Team, (2021). Stan modelling language users guide and reference manual, v2.28.1. https://mc-stan.org

5. Reward-Processing Behavior in Depressed Participants Relative to Healthy Volunteers

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