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Published on: May 19, 2015
Reward-Related Brain Activity Mediates the Relationship Between Decision-Making Deficits and Pediatric Depression
Riddhi J Pitliya1, Kreshnik Burani2, Brady D Nelson3
1Department of Psychology, The University of Hong Kong, Hong Kong SAR, China; Department of Experimental Psychology, University of Oxford, Oxford, United Kingdom.
Insights
Reduced neural sensitivity to reward feedback (RewP) may underlie behavioral insensitivity to reward in children with higher depression symptom severity. This study explored the link between neural and computational reward processing in pediatric depression.
Area of Science:
- Neuroscience
- Developmental Psychology
- Computational Psychiatry
Background:
- Mechanisms linking neural and behavioral reward sensitivity in pediatric depression are unclear.
- Reward positivity (RewP) is a neural index consistently associated with depression.
- Drift-diffusion models (DDM) provide computational indices of reward sensitivity.
Purpose of the Study:
- To investigate if RewP mediates DDM-based reward processing indices in predicting pediatric depression.
- To examine the relationship between neural and computational reward sensitivity across depression severity levels.
Main Methods:
- 166 girls (8-14 years) completed a reward guessing task (EEG for RewP) and a probabilistic decision-making task.
- DDM analysis quantified drift rate and starting point bias from behavioral data.
- Depression severity was assessed using the Children's Depression Inventory.
Main Results:
- RewP correlated with drift rate, not starting point bias, towards more rewarded choices.
- RewP fully mediated the link between slower drift rate and increased depression severity.
- Findings suggest neural insensitivity to reward feedback underlies behavioral insensitivity in pediatric depression.
Conclusions:
- Reduced neural reward sensitivity may be a mechanism for behavioral reward insensitivity in pediatric depression.
- Offers novel insights into neural and computational reward processing in child depression.
- Highlights the role of RewP in mediating behavioral economic choices related to reward.
Background:
The mechanisms that link neural and behavioral indices of reduced reward sensitivity in depression, particularly in children, remain unclear. Reward positivity (RewP), a neural index of reward processing, has been consistently associated with depression. Separately, recent studies using the drift-diffusion model on behavioral data have delineated computational indices of reward sensitivity. Therefore, in the current study, we examined whether RewP is a neural mediator of drift-diffusion model-based indices of reward processing in predicting pediatric depression across varying levels of symptom severity.
Methods:
A community sample of 166 girls, ages 8 to 14 years, completed 2 tasks. The first was a reward guessing task from which RewP was computed using electroencephalography; the second was a probabilistic reward-based decision-making task. On this second task, drift-diffusion model analysis was applied to behavioral data to quantify the efficiency of accumulating reward-related evidence (drift rate) and potential baseline bias (starting point) toward the differently rewarded choices. Depression severity was measured using the self-report Children's Depression Inventory.
Results:
RewP was correlated with drift rate, but not starting point bias, toward the more rewarded choice. Furthermore, RewP completely mediated the association between a slower drift rate toward the more rewarded option and higher depression symptom severity.
Conclusions:
Our findings suggest that reduced neural sensitivity to reward feedback may be a neural mechanism that underlies behavioral insensitivity to reward in children and adolescents with higher depression symptom severity, offering novel insights into the relationship between neural and computational indices of reward processing in this context.
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