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Updated: Feb 13, 2026

A Prediction Error-driven Retrieval Procedure for Destabilizing and Rewriting Maladaptive Reward Memories in Hazardous Drinkers
Published on: January 5, 2018
Impaired reward prediction error encoding and striatal-midbrain connectivity in depression
Poornima Kumar1,2, Franziska Goer3, Laura Murray3
1Center for Depression, Anxiety and Stress Research, McLean Hospital, Belmont, MA, USA. pkumar@mclean.harvard.edu.
Major depressive disorder (MDD) is linked to impaired reward learning and blunted reward prediction error (RPE) signals in the striatum, especially with more depressive episodes. Reduced ventral tegmental area-striatal connectivity was also observed in unmedicated MDD patients.
Area of Science:
- Neuroscience
- Psychiatry
- Computational Psychiatry
Background:
- Anhedonia and negative bias are key features of major depressive disorder (MDD).
- These symptoms may arise from aberrant reinforcement learning processes.
- Previous research suggests blunted reward prediction error (RPE) signaling in the striatum in MDD, but findings are inconsistent.
Purpose of the Study:
- To investigate neural correlates of reward and punishment learning in unmedicated MDD.
- To examine functional connectivity between the ventral tegmental area (VTA), striatum, and habenula during learning.
- To explore the relationship between learning deficits and illness severity in MDD.
Main Methods:
- fMRI data acquired from 25 unmedicated MDD patients and 26 healthy controls during a monetary instrumental learning task.
- Computational modeling used to quantify reward prediction error (RPE) and punishment prediction error (PPE) signals.
- Analysis of striatal activation, habenular activation, and functional connectivity between VTA-striatum and VTA-habenula.
Main Results:
- MDD patients exhibited impaired reward learning and blunted striatal RPE signals compared to controls.
- Striatal RPE signal blunting worsened with increased number of major depressive episodes (MDEs).
- Reduced VTA-striatal connectivity to feedback was observed in MDD; no group differences in PPE signaling or VTA-habenula connectivity were found.
Conclusions:
- MDD is characterized by impaired reward learning and disrupted RPE signaling in the striatum.
- Reduced VTA-striatal connectivity contributes to reward processing deficits in MDD.
- Findings underscore the role of reward-related learning deficits and their neural underpinnings in MDD pathophysiology.
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