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Updated: Jul 4, 2025

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
Published on: July 24, 2019
Impaired value-based decision-making in Parkinson's disease apathy.
William Gilmour1,2, Graeme Mackenzie1,2, Mathias Feile3
1Division of Imaging Science and Technology, Ninewells Hospital and Medical School, University of Dundee, Dundee DD1 9SY, UK.
Apathy in Parkinson's disease impairs value-based learning and decision-making, showing reduced reward sensitivity. Compensatory brain mechanisms may exist in non-apathetic patients.
Area of Science:
- Neuroscience
- Cognitive Science
- Neurology
Background:
- Apathy is a common, disabling Parkinson's disease complication linked to prefrontal cortex and brainstem neuromodulator dysfunction (dopamine, serotonin, noradrenaline).
- Neuromodulators influence motivated decision-making, including value encoding and exploration vs. exploitation strategies.
- Previous research suggests these neuromodulators are crucial for goal-directed behavior, which is impaired in apathy.
Purpose of the Study:
- To investigate the hypothesis that apathy in Parkinson's disease is associated with impaired value-based learning.
- To examine decision-making processes and neural correlates in Parkinson's disease patients with and without apathy.
Main Methods:
- A four-armed restless bandit reinforcement learning task was administered to 75 participants (53 Parkinson's disease patients, 22 controls).
- Computational modeling analyzed choice behavior to assess learning and decision-making strategies.
- Functional MRI (fMRI) was used to examine brain activity in 59 participants during task performance.
Main Results:
- Parkinson's disease patients with apathy showed impaired ability to select the highest value option and were indifferent to learned option values.
- Apathy severity correlated with reduced exploitation of high-value options and decreased perseveration.
- fMRI revealed diminished ventromedial prefrontal cortex activation in Parkinson's disease, more pronounced in apathy.
- Parkinson's patients without apathy exhibited increased thalamo-cortical network activation, potentially a compensatory mechanism.
Conclusions:
- Apathy in Parkinson's disease is characterized by deficits in value-based learning and decision-making, including reward insensitivity.
- Neural activity in the thalamus, dorsal anterior cingulate cortex, and anterior insula may play a compensatory role in mitigating apathy symptoms.
- Understanding these neural mechanisms can inform targeted interventions for apathy in Parkinson's disease.
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