Abstract
Reduced levels of dopamine in Parkinson's disease contribute to changes in learning, resulting from the loss of midbrain neurons that transmit a dopaminergic teaching signal to the striatum. Dopamine medication used by patients with Parkinson's disease has previously been linked to behavioural changes during learning as well as to adjustments in value-based decision-making after learning. To date, however, little is known about the specific relationship between dopaminergic medication-driven differences during learning and subsequent changes in approach/avoidance tendencies in individual patients. Twenty-four Parkinson's disease patients ON and OFF dopaminergic medication and 24 healthy controls subjects underwent functional MRI while performing a probabilistic reinforcement learning experiment. During learning, dopaminergic medication reduced an overemphasis on negative outcomes. Medication reduced negative (but not positive) outcome learning rates, while concurrent striatal blood oxygen level-dependent responses showed reduced prediction error sensitivity. Medication-induced shifts in negative learning rates were predictive of changes in approach/avoidance choice patterns after learning, and these changes were accompanied by systematic striatal blood oxygen level-dependent response alterations. These findings elucidate the role of dopamine-driven learning differences in Parkinson's disease, and show how these changes during learning impact subsequent value-based decision-making.
Original language | English |
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Pages (from-to) | 3605-3620 |
Journal | Brain |
Volume | 142 |
DOIs | |
Publication status | Published - 2019 |
Keywords
- Parkinson's disease
- dopamine
- reinforcement learning
- Bayesian hierarchical modelling
- functional MRI
- VENTRAL TEGMENTAL AREA
- BASAL GANGLIA
- COGNITIVE FUNCTION
- CAUDATE-NUCLEUS
- REWARD
- MODEL
- MODULATION
- PREDICTION
- MEMORY
- CONNECTIVITY