2019
Model-Free and Model-Based Influences in Addiction-Related Behaviors
Groman SM, Massi B, Mathias SR, Lee D, Taylor JR. Model-Free and Model-Based Influences in Addiction-Related Behaviors. Biological Psychiatry 2019, 85: 936-945. PMID: 30737015, PMCID: PMC6534429, DOI: 10.1016/j.biopsych.2018.12.017.Peer-Reviewed Original ResearchConceptsDecision-making taskModel-based behaviorModel-free learningModel-based learningAbility of ratsChronic drug useUnrewarded outcomesIndividual differencesDrug-induced disruptionHabitual systemAddiction vulnerabilityModel-free reinforcementBehavioral platformAction selectionDrug useSubsequent methamphetamineCore featuresLearning mechanism
2017
Chronic Exposure to Methamphetamine Disrupts Reinforcement-Based Decision Making in Rats
Groman SM, Rich KM, Smith NJ, Lee D, Taylor JR. Chronic Exposure to Methamphetamine Disrupts Reinforcement-Based Decision Making in Rats. Neuropsychopharmacology 2017, 43: 770-780. PMID: 28741627, PMCID: PMC5809784, DOI: 10.1038/npp.2017.159.Peer-Reviewed Original ResearchConceptsReinforcement learning processAbility of ratsNegative outcomesAdaptive decision-making strategiesProbabilistic reversal learningStimulus-reward contingenciesDopamine D2/3 receptor antagonistDynamic decision makingMaladaptive decisionReversal learningDecision-making strategiesD2/3 receptor antagonistOutcome behaviorsPsychostimulant methamphetamineChronic exposurePsychostimulant addictionChoice behaviorBehavioral mechanismsComputational modelDetrimental outcomesPsychostimulant drugsCurrent studyDecision makingDecision-making processDrug use
2016
Dopamine D3 Receptor Availability Is Associated with Inflexible Decision Making
Groman SM, Smith NJ, Petrullli JR, Massi B, Chen L, Ropchan J, Huang Y, Lee D, Morris ED, Taylor JR. Dopamine D3 Receptor Availability Is Associated with Inflexible Decision Making. Journal Of Neuroscience 2016, 36: 6732-6741. PMID: 27335404, PMCID: PMC4916249, DOI: 10.1523/jneurosci.3253-15.2016.Peer-Reviewed Original ResearchConceptsD3 receptor availabilityCorticostriatal brain regionsReversal-learning taskGoal-directed behaviorFlexible decision makingAbility of ratsReceptor availabilityFlexible adaptive behaviorDecision-making behaviorLearning rateIndividual differencesProbabilistic reinforcementReversal taskInitial learningProbabilistic discriminationReversal performanceDecision-making processCombined neuroimagingFlexible behaviorAdaptive behaviorComputational modelingReversal phaseSpatial acquisitionBrain regionsD3-preferring agonists