Arbitration between action strategies in obsessive-compulsive disorder
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Decision making in a complex world, characterized both by predictable regularities and by frequent departures from the norm, requires dynamic switching between rapid habit-like, automatic processes and slower, more flexible evaluative processes. These strategies, formalized as “model-free” and “model-based” reinforcement learning algorithms, respectively, can lead to divergent behavioral outcomes, requiring a mechanism to arbitrate between them in a context-appropriate manner. Recent data suggest that individuals with obsessive-compulsive disorder (OCD) rely excessively on inflexible habit-like decision making during reinforcement-driven learning. We propose that inflexible reliance on habit in OCD may reflect a functional weakness in the mechanism for context-appropriate dynamic arbitration between model-free and model-based decision making. Support for this hypothesis derives from emerging functional imaging findings. A deficit in arbitration in OCD may help reconcile evidence for excessive reliance on habit in rewarded learning tasks with an older literature suggesting inappropriate recruitment of circuitry associated with model-based decision making in unreinforced procedural learning. The hypothesized deficit and corresponding circuitry may be a particularly fruitful target for interventions, including cognitive remediation.
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OCD is associated with many examples of disrupted information processing in networks supporting goal-directed behavior, which could bias behavior toward habit-like selection.
“OCD is associated with many examples of disrupted information processing (Figure 4) in networks supporting goal-directed behavior, which could potentially bias behavior toward habit-like selection via improper or ineffective evaluation and representations of actions and outcomes (Gruner et al., 2015).”
From A framework for understanding the emerging role of corticolimbic-ventral striatal networks in OCD-associated repetitive behaviors (2015) · cites this paper as Gruner et al., 2015
Alterations in cerebellar-cortical network connectivity might underlie habitual behavior dysfunction in OCD that occurs across multiple domains.
“Given these roles, and because the cerebellum provides output across the cortex(29), alterations in cerebellar-cortical network connectivity might underlie habitual behavior dysfunction in OCD that occurs across multiple domains(30).”
From Functional disruption of cerebello-thalamo-cortical networks in obsessive-compulsive disorder (2020) · cites this paper as [30]
The literature suggests alterations in the distinct reinforcement learning systems that underlie model-free and model-based decision-making processes in OCD, MDD, and schizophrenia.
“The literature suggests alterations in the distinct reinforcement learning systems that underlie model-free and model-based decision-making processes in OCD, MDD, and schizophrenia. 59,63,69–74”
From Investigating disorder-specific and transdiagnostic alterations in model-based and model-free decision-making (2024) · cites this paper as [70]
Previous studies reported impaired adaption of the decision strategy during a decision-making task, suggesting lower flexibility in OCD.
“Third, previous studies reported impaired adaption of the decision strategy during a decision-making task, suggesting lower flexibility in OCD [69, 70].”
From P300 and delay-discounting in obsessive–compulsive disorder (2022) · cites this paper as [69]
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- Authors
- Gruner, P., Anticevic, A., Lee, D., & Pittenger, C.
- Affiliations
- Yale University (US)
- Corresponding author
- Pittenger, Christopher
- Venue
- The Neuroscientist
- Publisher
- SAGE Publications
- Published
- 2015-01-20
- Volume
- 22
- Issue
- 2
- Pages
- 188-198
- ISSN
- 1073-8584 (ISSN-L)
- 1089-4098
- PMC
- PMC5159480
- OpenAlex
- W1982923114
- Cited by
- 62
- References
- 81
- Citations by year
- 2026: 5 · 2025: 1 · 2024: 7 · 2023: 7 · 2022: 4 · 2021: 7 · 2020: 6 · 2019: 7 · 2018: 3 · 2017: 5 · 2016: 3 · 2015: 7
- FWCI
- 0.87
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- The Neuroscientist (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (T32MH062994)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Obsessive-Compulsive Spectrum Disorders
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- obsessive-compulsive disorder, model-free reinforcement learning, model-based reinforcement learning, decision-making, habit formation, procedural learning, cognitive remediation, neural circuits
- MeSH terms
- Animals, Decision Making, Humans, Learning, Obsessive-Compulsive Disorder, Prefrontal Cortex, Neuroimaging
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