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Updated: Jun 28, 2026

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
Published on: July 24, 2019
Abnormal motor control effort costs in Parkinson's disease patients with apathy
Johannes Schönhals1, Moaz Al Ajia2,3, David Meder4
1Medical Faculty, Johannes Gutenberg University Mainz, Mainz, Germany.
Abstract:
BackgroundIn Parkinson's disease, abnormalities in reward-effort trade-offs are thought to underlie both apathy and bradykinesia. However, it remains unclear whether effort cost computations contribute to these symptoms independently of reward, and which exact effort costs are involved.ObjectiveTo assess whether effort-based decision-making in the absence of any explicit rewards differs between Parkinson patients and healthy controls and to explore whether putative differences are related to apathy or bradykinesia.MethodsTo address this, we developed a novel decision-making task that isolated physical effort costs from reward processing. Twenty-one Parkinson patients tested on and off dopaminergic medication, and 20 healthy participants, had to choose between two options that differed only in their requirements of force effort, either requiring larger total amounts of force or greater changes in force. We quantified participants' preference for these different effort types and their sensitivity to changes in relative effort.ResultsPatients differed from healthy participants in both overall effort preference (P = 0.009) and sensitivity to changing efforts (P = 0.036), being more likely to choose options requiring overall lower force levels and more influenced by increasing requirements of changes in force. These effects were unaffected by dopaminergic medication. Importantly, sensitivity to increasing requirements for changes in force was associated with apathy (P = 0.004), but not bradykinesia.ConclusionOur findings suggest that, beyond well-known diminished responses to potential rewards, apathy in Parkinson's disease is related to aberrant effort cost computations, in particular those involving dynamic changes in movement, during decision-making.Plain Language Summary TitleHow effort influences decision-making in people with Parkinson's disease and apathy.
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