ArticleDrug and alcohol dependence2015
Impaired Bayesian learning for cognitive control in cocaine dependence.
Article in Drug and alcohol dependence, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.
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Who cites it
16 citing papers in PubMed, 1 synthesis or guideline pooled it, 22 citations in OpenAlex.
- Meta-analysis of aberrant post-error slowing in substance use disorder: implications for behavioral adaptation and self-control.The European journal of neuroscience · 2019Pooled it
- Motivational context and neurocomputation of stop expectation moderate early attention responses supporting proactive inhibitory control.Frontiers in human neuroscience · 2024Article
- State-specific alterations in the neural computations underlying inhibitory control in women remitted from bulimia nervosa.Molecular psychiatry · 2023Article
- Computational models of behavioral addictions: State of the art and future directions.Addictive behaviors · 2023Review
- Altered functional network activities for behavioral adjustments and Bayesian learning in young men with Internet gaming disorder.Journal of behavioral addictions · 2021Article
- Age-Related Structural and Functional Changes of the Hippocampus and the Relationship with Inhibitory Control.Brain sciences · 2020Article
- Thalamic Cortical Error-Related Responses in Adult Social Drinkers: Sex Differences and Problem Alcohol Use.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2018Article
- Dynamic network dysfunction in cocaine dependence: Graph theoretical metrics and stop signal reaction time.NeuroImage. Clinical · 2018Article
- Emotional Regulation in Young Adults with Internet Gaming Disorder.International journal of environmental research and public health · 2017Article
- Distinct neural processes support post-success and post-error slowing in the stop signal task.Neuroscience · 2017Article
- A dual but asymmetric role of the dorsal anterior cingulate cortex in response inhibition and switching from a non-salient to salient action.NeuroImage · 2016Article
- The effects of methylphenidate on cerebral responses to conflict anticipation and unsigned prediction error in a stop-signal task.Journal of psychopharmacology (Oxford, England) · 2016Article
- Cocaine dependence and thalamic functional connectivity: a multivariate pattern analysis.NeuroImage. Clinical · 2016Article
- Novelty Seeking, Harm Avoidance, and Cerebral Responses to Conflict Anticipation: An Exploratory Study.Frontiers in human neuroscience · 2016Article
- Power spectrum scale invariance as a neural marker of cocaine misuse and altered cognitive control.NeuroImage. Clinical · 2016Article
- Proactive Control: Neural Oscillatory Correlates of Conflict Anticipation and Response Slowing.eNeuroArticle
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundCocaine dependence is associated with cognitive control deficits. Here, we apply a Bayesian model of stop-signal task (SST) performance to further characterize these deficits in a theory-driven framework.
methodsA "sequential effect" is commonly observed in SST: encounters with a stop trial tend to prolong reaction time (RT) on subsequent go trials. The Bayesian model accounts for this by assuming that each stop/go trial increases/decreases the subject's belief about the likelihood of encountering a subsequent stop trial, P(stop), and that P(stop) strategically modulates RT accordingly. Parameters of the model were individually fit, and compared between cocaine-dependent (CD, n = 51) and healthy control (HC, n = 57) groups, matched in age and gender and both demonstrating a significant sequential effect (p < 0.05). Model-free measures of sequential effect, post-error slowing (PES) and post-stop slowing (PSS), were also compared across groups.
resultsBy comparing individually fit Bayesian model parameters, CD were found to utilize a smaller time window of past experiences to anticipate P(stop) (p < 0.003), as well as showing less behavioral adjustment in response to P(stop) (p < 0.015). PES (p = 0.19) and PSS (p = 0.14) did not show group differences and were less correlated with the Bayesian account of sequential effect in CD than in HC.
conclusionsCocaine dependence is associated with the utilization of less contextual information to anticipate future events and decreased behavioral adaptation in response to changes in such anticipation. These findings constitute a novel contribution by providing a computationally more refined and statistically more sensitive account of altered cognitive control in cocaine addiction.
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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.