2022
Adolescent reinforcement-learning trajectories predict cocaine-taking behaviors in adult male and female rats
Villiamma P, Casby J, Groman SM. Adolescent reinforcement-learning trajectories predict cocaine-taking behaviors in adult male and female rats. Psychopharmacology 2022, 239: 2885-2901. PMID: 35705734, PMCID: PMC10332493, DOI: 10.1007/s00213-022-06174-w.Peer-Reviewed Original ResearchMeSH KeywordsAnimalsBehavior, AddictiveCocaineDecision MakingFemaleMaleRatsRats, Long-EvansReinforcement, PsychologyReversal LearningRewardConceptsCocaine-taking behaviorReversal-learning performanceDecision-making functionsReversal-learning taskReinforcement learning modelIndividual differencesAdolescent developmentFemale Long-Evans ratsRewarded outcomesDevelopmental trajectoriesNeurobiological mechanismsAdolescent trajectoriesAge-related changesGreater cocaineBiobehavioral mechanismsNeural adaptationLong-Evans ratsPredictive relationshipAddiction susceptibilityAdolescenceChoice behaviorAdulthoodDecision-making trajectoriesMental illnessChoice data
2021
Reinforcement learning detuned in addiction: integrative and translational approaches
Groman SM, Thompson SL, Lee D, Taylor JR. Reinforcement learning detuned in addiction: integrative and translational approaches. Trends In Neurosciences 2021, 45: 96-105. PMID: 34920884, PMCID: PMC8770604, DOI: 10.1016/j.tins.2021.11.007.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsMeSH KeywordsAnimalsBehavior, AddictiveDecision MakingHumansReinforcement, PsychologySubstance-Related DisordersConceptsDecision-making deficitsPathophysiology of addictionDecision-making strategiesBiobehavioral mechanismsAddictionReinforcement learningDecision-making processDrug useTranslational approachComputational componentsDeficitsLearningDifferent componentsBiological mechanismsOutcomesFindingsRecent studiesBehaviorStudyUnlocking the Reinforcement-Learning Circuits of the Orbitofrontal Cortex
Groman SM, Lee D, Taylor JR. Unlocking the Reinforcement-Learning Circuits of the Orbitofrontal Cortex. Behavioral Neuroscience 2021, 135: 120-128. PMID: 34060870, PMCID: PMC8201418, DOI: 10.1037/bne0000414.Peer-Reviewed Original ResearchMeSH KeywordsAlgorithmsAnimalsBehavior, AddictiveNeurosciencesPrefrontal CortexReinforcement, PsychologyConceptsOrbitofrontal cortexReinforcement-learning mechanismsDecision-making impairmentsDiverse clinical populationsDecision-making differsNeurocomputational approachOFC dysfunctionNeuroscience techniquesBiobehavioral disordersBehavioral paradigmsClinical populationsBiobehavioral mechanismsAddiction pathologyComputational differencesReinforcement-learning algorithms
2020
Reinforcement Learning during Adolescence in Rats
Afshar N, Keip AJ, Taylor JR, Lee D, Groman SM. Reinforcement Learning during Adolescence in Rats. Journal Of Neuroscience 2020, 40: 5857-5870. PMID: 32601244, PMCID: PMC7380962, DOI: 10.1523/jneurosci.0910-20.2020.Peer-Reviewed Original ResearchMeSH KeywordsAge FactorsAnimalsConditioning, OperantFemaleHumansMaleRatsRats, Long-EvansReinforcement, PsychologyReversal LearningConceptsNovel behavioral protocolReversal-learning performanceAdaptive choice behaviorBehavioral protocolFemale Long-Evans ratsReversal performanceChoice behaviorLong-Evans ratsAdolescent brain functionAge-related improvementsReinforcement-learning mechanismsReversal-learning taskReversal-learning paradigmDecision-making paradigmReinforcement learning mechanismAdolescent ratsLongitudinal designAge-related changesNeurodevelopmental mechanismsAdolescencePositive outcomesBrain functionFunction of circuitsPostnatal day 30AdulthoodThe Neurobiology of Impulsive Decision-Making and Reinforcement Learning in Nonhuman Animals
Groman SM. The Neurobiology of Impulsive Decision-Making and Reinforcement Learning in Nonhuman Animals. Current Topics In Behavioral Neurosciences 2020, 47: 23-52. PMID: 32157666, DOI: 10.1007/7854_2020_127.Peer-Reviewed Original ResearchMeSH KeywordsAnimalsChoice BehaviorDecision MakingDopamineHumansImpulsive BehaviorNeurobiologyReinforcement, PsychologyRewardConceptsImpulsive choiceNonhuman animalsReinforcement learning processSophisticated behavioralImpulsive decisionNeural mechanismsNeuroscience techniquesNeurobiological mechanismsNeuromodulatory systemsBehavioral heterogeneityApplication of reinforcementLearning processNeurochemical basisMental illnessIntegration of reinforcementImpulsivityPathological levels
2019
Orbitofrontal Circuits Control Multiple Reinforcement-Learning Processes
Groman SM, Keistler C, Keip AJ, Hammarlund E, DiLeone RJ, Pittenger C, Lee D, Taylor JR. Orbitofrontal Circuits Control Multiple Reinforcement-Learning Processes. Neuron 2019, 103: 734-746.e3. PMID: 31253468, PMCID: PMC6893860, DOI: 10.1016/j.neuron.2019.05.042.Peer-Reviewed Original ResearchModel-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 ResearchMeSH KeywordsAnimalsBehavior, AddictiveDecision MakingMaleMethamphetamineModels, PsychologicalRatsReinforcement, PsychologyConceptsDecision-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 ResearchMeSH KeywordsAnimalsBenzazepinesCentral Nervous System StimulantsDecision MakingMaleMethamphetamineRatsRats, Long-EvansReinforcement, PsychologyConceptsReinforcement 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
2011
Dorsal Striatal D2-Like Receptor Availability Covaries with Sensitivity to Positive Reinforcement during Discrimination Learning
Groman SM, Lee B, London ED, Mandelkern MA, James AS, Feiler K, Rivera R, Dahlbom M, Sossi V, Vandervoort E, Jentsch JD. Dorsal Striatal D2-Like Receptor Availability Covaries with Sensitivity to Positive Reinforcement during Discrimination Learning. Journal Of Neuroscience 2011, 31: 7291-7299. PMID: 21593313, PMCID: PMC3114883, DOI: 10.1523/jneurosci.0363-11.2011.Peer-Reviewed Original ResearchMeSH KeywordsAnimalsCebusChlorocebus aethiopsCorpus StriatumDiscrimination LearningMalePhotic StimulationPositron-Emission TomographyReceptors, Dopamine D2Reinforcement, PsychologyConceptsLike receptor availabilityIndividual differencesDiscrimination learningBehavioral flexibilitySpecific neurocognitive mechanismsVisual discrimination problemsBehavioral sensitivityReceptor availabilityNeurocognitive mechanismsReward sensitivityBehavioral performanceNeural mechanismsVisual discriminationNeuropsychiatric disordersPositive reinforcementReversal phaseEnvironmental contingenciesThree-choiceNumber of trialsPhenotypic dimensionsPsychiatric conditionsFeedback sensitivityLearningElectrophysiological findingsDisorders