ArticleBrain : a journal of neurology2021
Apathy in small vessel cerebrovascular disease is associated with deficits in effort-based decision making.
Article in Brain : a journal of neurology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers.
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Who cites it
35 citing papers in PubMed, 60 citations in OpenAlex.
- The behavioural effects of the serotonin 1A receptor agonist buspirone on reward processing in healthy volunteers: A randomised, placebo-controlled study.Journal of psychopharmacology (Oxford, England) · 2026Trial
- Trial
- Examining effects of effort and reward magnitude on effort-cost decision-making in people with major depressive disorder.Cognitive, affective & behavioral neuroscience · 2026Article
- Apathy, effort-based decisions and brain integrity in Alzheimer's and Parkinson's diseases.Brain : a journal of neurology · 2026Article
- The Correlation Between Apathy and the Efficacy of Rehabilitation in Patients With Parkinson's Disease: A Retrospective Observational Study.Brain and behavior · 2026Observational
- Shared and distinct features of common effort-based decision-making paradigms and their relation to brain structure and neuropsychiatric conditions: An integrated narrative review.Cognitive, affective & behavioral neuroscience · 2026Review
- A transdiagnostic, multi-modal approach to understanding apathy: Methodological and analytical framework.Neuroimage. Reports · 2025Article
- Fronto-motor circuits linked to effort-based decision-making and apathy in healthy subjects.Communications biology · 2025Article
- The neurocognitive mechanism underlying math avoidance among math anxious people.NPJ science of learning · 2025Article
- Impaired reward sensitivity in Parkinson's depression is unresponsive to dopamine treatment.Brain : a journal of neurology · 2025Article
- Computational Phenotyping of Effort-Based Decision Making in Unmedicated Adults With Remitted Depression.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2025Article
- Subcortical brain volumetric differences related to white matter lesion volume and cognition in healthy aging.npj aging · 2025Article
- Increased Sensitivity to Effort and Perception of Effort in People with Schizophrenia.Schizophrenia bulletin · 2025Article
- Decision cost hypersensitivity underlies Huntington's disease apathy.Brain : a journal of neurology · 2025Article
- Association of white matter hyperintensity with systemic inflammation markers and cognitive assessments: a cross-sectional study via SHAP analysis.Frontiers in aging neuroscience · 2025Article
- Advances in the study of apathy related to cerebral small vessel disease.Frontiers in neurology · 2025Review
- Meso-cortical pathway damage in cognition, apathy and gait in cerebral small vessel disease.Brain : a journal of neurology · 2024Article
- 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
- The role of the human hippocampus in decision-making under uncertainty.Nature human behaviour · 2024Article
Corrections and comments
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Authors and funding
11 authors at 2 institutions in 2 countries.
Funding
Abstract
Patients with small vessel cerebrovascular disease frequently suffer from apathy, a debilitating neuropsychiatric syndrome, the underlying mechanisms of which remain to be established. Here we investigated the hypothesis that apathy is associated with disrupted decision making in effort-based decision making, and that these alterations are associated with abnormalities in the white matter network connecting brain regions that underpin such decisions. Eighty-two patients with MRI evidence of small vessel disease were assessed using a behavioural paradigm as well as diffusion weighted MRI. The decision-making task involved accepting or rejecting monetary rewards in return for performing different levels of physical effort (hand grip force). Choice data and reaction times were integrated into a drift diffusion model that framed decisions to accept or reject offers as stochastic processes approaching a decision boundary with a particular drift rate. Tract-based spatial statistics were used to assess the relationship between white matter tract integrity and apathy, while accounting for depression. Overall, patients with apathy accepted significantly fewer offers on this decision-making task. Notably, while apathetic patients were less responsive to low rewards, they were also significantly averse to investing in high effort. Significant reductions in white matter integrity were observed to be specifically related to apathy, but not to depression. These included pathways connecting brain regions previously implicated in effort-based decision making in healthy people. The drift rate to decision parameter was significantly associated with both apathy and altered white matter tracts, suggesting that both brain and behavioural changes in apathy are associated with this single parameter. On the other hand, depression was associated with an increase in the decision boundary, consistent with an increase in the amount of evidence required prior to making a decision. These findings demonstrate altered effort-based decision making for reward in apathy, and also highlight dissociable mechanisms underlying apathy and depression in small vessel disease. They provide clear potential brain and behavioural targets for future therapeutic interventions, as well as modelling parameters that can be used to measure the effects of treatment at the behavioural level.
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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.