ArticleBrain : a journal of neurology2016
The human subthalamic nucleus encodes the subjective value of reward and the cost of effort during decision-making.
Article in Brain : a journal of neurology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 1 of them a synthesis that pooled it.
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Who cites it
34 citing papers in PubMed, 1 synthesis or guideline pooled it, 77 citations in OpenAlex.
- Deep Brain Stimulation of the Subthalamic Nucleus Modulates Reward-Related Behavior: A Systematic Review.Frontiers in human neuroscience · 2020Pooled it
- Decisional impulsivity and the associative-limbic subthalamic nucleus in obsessive-compulsive disorder: stimulation and connectivity.Brain : a journal of neurology · 2017Trial
- Behavioral changes preceded by subthalamic nucleus activity alterations in a progressive macaque model of Parkinson's disease.NPJ Parkinson's disease · 2026Article
- Distinct involvements of the subthalamic nucleus subpopulations in reward-biased decision-making in monkeys.eLife · 2026Article
- A transdiagnostic, multi-modal approach to understanding apathy: Methodological and analytical framework.Neuroimage. Reports · 2025Article
- Distinct involvements of the subthalamic nucleus subpopulations in reward-biased decision-making in monkeys.bioRxiv : the preprint server for biology · 2025Article
- Basal ganglia theta power indexes trait anxiety in people with Parkinson's disease.Brain : a journal of neurology · 2025Article
- Impulse Control Disorders and Effort-Based Decision-Making in Parkinson's Disease Patients with Subthalamic Nucleus Deep Brain Stimulation.Movement disorders clinical practice · 2025Article
- Subthalamic Activity Is Associated With Proactive Inhibition in Parkinson's Disease Patients.The European journal of neuroscience · 2025Article
- Neurobiological foundations and clinical relevance of effort-based decision-making.Brain imaging and behavior · 2024Review
- Beta and theta oscillations track effort and previous reward in the human basal ganglia and prefrontal cortex during decision making.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Modeling impulsivity and risk aversion in the subthalamic nucleus with deep brain stimulation.Nature. Mental health · 2024Article
- Beta and theta oscillations track effort and previous reward in human basal ganglia and prefrontal cortex during decision making.bioRxiv : the preprint server for biology · 2023Article
- Uncovering the neurophysiology of mood, motivation and behavioral symptoms in Parkinson's disease through intracranial recordings.NPJ Parkinson's disease · 2023Review
- Article
- Subthalamic Oscillatory Activity of Reward and Loss Processing Using the Monetary Incentive Delay Task in Parkinson Disease.Neuromodulation : journal of the International Neuromodulation Society · 2023Article
- Psychiatric symptoms of frontotemporal dementia and subcortical (co-)pathology burden: new insights.Brain : a journal of neurology · 2023Article
- Review
- Two Types of Motor Inhibition after Action Errors in Humans.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2022Article
- Neurons in the Monkey's Subthalamic Nucleus Differentially Encode Motivation and Effort.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2022Article
Corrections and comments
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Authors and funding
9 authors at 4 institutions in 2 countries.
Funding
Abstract
Adaptive behaviour entails the capacity to select actions as a function of their energy cost and expected value and the disruption of this faculty is now viewed as a possible cause of the symptoms of Parkinson's disease. Indirect evidence points to the involvement of the subthalamic nucleus-the most common target for deep brain stimulation in Parkinson's disease-in cost-benefit computation. However, this putative function appears at odds with the current view that the subthalamic nucleus is important for adjusting behaviour to conflict. Here we tested these contrasting hypotheses by recording the neuronal activity of the subthalamic nucleus of patients with Parkinson's disease during an effort-based decision task. Local field potentials were recorded from the subthalamic nucleus of 12 patients with advanced Parkinson's disease (mean age 63.8 years ± 6.8; mean disease duration 9.4 years ± 2.5) both OFF and ON levodopa while they had to decide whether to engage in an effort task based on the level of effort required and the value of the reward promised in return. The data were analysed using generalized linear mixed models and cluster-based permutation methods. Behaviourally, the probability of trial acceptance increased with the reward value and decreased with the required effort level. Dopamine replacement therapy increased the rate of acceptance for efforts associated with low rewards. When recording the subthalamic nucleus activity, we found a clear neural response to both reward and effort cues in the 1-10 Hz range. In addition these responses were informative of the subjective value of reward and level of effort rather than their actual quantities, such that they were predictive of the participant's decisions. OFF levodopa, this link with acceptance was weakened. Finally, we found that these responses did not index conflict, as they did not vary as a function of the distance from indifference in the acceptance decision. These findings show that low-frequency neuronal activity in the subthalamic nucleus may encode the information required to make cost-benefit comparisons, rather than signal conflict. The link between these neural responses and behaviour was stronger under dopamine replacement therapy. Our findings are consistent with the view that Parkinson's disease symptoms may be caused by a disruption of the processes involved in balancing the value of actions with their associated effort cost.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.