Featured Publications
Distinct neural networks predict cocaine versus cannabis treatment outcomes
Lichenstein S, Kohler R, Ye F, Potenza M, Kiluk B, Yip S. Distinct neural networks predict cocaine versus cannabis treatment outcomes. Molecular Psychiatry 2023, 28: 3365-3372. PMID: 37308679, PMCID: PMC10713861, DOI: 10.1038/s41380-023-02120-0.Peer-Reviewed Original ResearchConceptsConnectome-based predictive modelingCognitive behavior therapyCognitive behavioral therapySubstance use disordersCannabis abstinenceNeural mechanismsBehavior therapyDistinct neural networksComputer-based trainingCannabis use disorderFMRI scanningNeural predictorsStudy 1Study 2Treatment outcomesContingency managementPrior workComparison subjectsNetwork strengthUse disordersNovel treatment targetsAbstinenceIndependent samplesCocaine abstinenceTreatment responders
2024
Prediction of craving across studies: A commentary on conceptual and methodological considerations when using data-driven methods
Antons S, Yip S, Lacadie C, Dadashkarimi J, Scheinost D, Brand M, Potenza M. Prediction of craving across studies: A commentary on conceptual and methodological considerations when using data-driven methods. Journal Of Behavioral Addictions 2024, 13: 695-701. PMID: 39356557, PMCID: PMC11457034, DOI: 10.1556/2006.2024.00050.Peer-Reviewed Original ResearchConceptsAddictive behaviorsDisorders due to addictive behaviorsConnectome-based predictive modelingPrediction of cravingInvestigate neural mechanismsSubstance use disordersNeural mechanismsCravingSubstance useMethodological considerationsDisordersMethodological featuresBehaviorConceptualizationCommentaryStudyFindingsSubstancesA shared spatial topography links the functional connectome correlates of cocaine use disorder and dopamine D2/3 receptor densities
Ricard J, Labache L, Segal A, Dhamala E, Cocuzza C, Jones G, Yip S, Chopra S, Holmes A. A shared spatial topography links the functional connectome correlates of cocaine use disorder and dopamine D2/3 receptor densities. Communications Biology 2024, 7: 1178. PMID: 39300138, PMCID: PMC11413242, DOI: 10.1038/s42003-024-06836-9.Peer-Reviewed Original ResearchConceptsCocaine use disorderPatterns of functional connectivityUse disorderFunctional connectivityReceptor densityLarge-scale functional brain networksMaintenance of substance useDopamine D2/3 receptorsDopamine receptor densityCortico-striatal circuitsProfile of functional connectivitySubstance use disordersFunctional brain networksNeurotransmitter receptor densityD2/3 receptorsDopamine systemTransporter bindingSubcortical systemsBrain networksSubstance useCocaineSpatial topographyDisordersDopamineBiological mechanismsNeural correlates of altered emotional responsivity to infant stimuli in mothers who use substances
McCurdy L, Yip S, Worhunsky P, Zhai Z, Kim S, Strathearn L, Potenza M, Mayes L, Rutherford H. Neural correlates of altered emotional responsivity to infant stimuli in mothers who use substances. Journal Of Psychiatric Research 2024, 171: 126-133. PMID: 38277872, PMCID: PMC10922955, DOI: 10.1016/j.jpsychires.2024.01.024.Peer-Reviewed Original ResearchConceptsResponses to infant stimuliInfant stimuliMaternal behaviorAffective processesBrain regionsPsychological processesEmotional responsesFunctional magnetic resonance imagingPotential neural targetsInfant emotional expressionsMaternal emotional responsivenessSubstance-use statusAssociated with difficultiesSocial-emotional developmentInfant social-emotional developmentMaternal substance useInfant facesCognitive processesImprove child outcomesEmotional expressionEmotional intensityNeural targetsSubstance useGroups of mothersChild outcomes
2022
Bayesian network mediation analysis with application to the brain functional connectome
Zhao Y, Chen T, Cai J, Lichenstein S, Potenza M, Yip S. Bayesian network mediation analysis with application to the brain functional connectome. Statistics In Medicine 2022, 41: 3991-4005. PMID: 35795965, PMCID: PMC10131252, DOI: 10.1002/sim.9488.Peer-Reviewed Original ResearchConceptsStochastic block modelBayesian paradigmBrain functional connectomeBlock modelConnectivity weightsFunctional connectomeNetwork measurementsEffect componentApproach applicationBlock allocationOpioid abstinenceAnalytic approachNetwork neurosciencePractical illustrationTherapeutic interventionsMediation analysisNeural circuitsNetwork structureBrain functioningMediatorsFunctional networksFeature selectionApplicationsModelNetworkMultivariate, Transgenerational Associations of the COVID-19 Pandemic Across Minoritized and Marginalized Communities
Yip SW, Jordan A, Kohler RJ, Holmes A, Bzdok D. Multivariate, Transgenerational Associations of the COVID-19 Pandemic Across Minoritized and Marginalized Communities. JAMA Psychiatry 2022, 79: 350-358. PMID: 35138333, PMCID: PMC8829750, DOI: 10.1001/jamapsychiatry.2021.4331.Peer-Reviewed Original ResearchConceptsOngoing prospective longitudinal studyParent-child discussionsCOVID-19 experienceNighttime sleep durationAdolescent developmentAdolescent brainABCD dataProspective longitudinal studyParent reportMeasures of dayExperienced consequencesExperiences of racismAge 9COVID-19 pandemicTransgenerational associationsLongitudinal studyIntervention strategiesPsychiatric conditionsSleep durationFinancial worriesLess difficultyResponse measuresParentsFamily indicatorsWorryHyperbolic discounting rates and risk for problematic alcohol use in youth enrolled in the Adolescent Brain and Cognitive Development study
Kohler RJ, Lichenstein SD, Yip SW. Hyperbolic discounting rates and risk for problematic alcohol use in youth enrolled in the Adolescent Brain and Cognitive Development study. Addiction Biology 2022, 27: e13160. PMID: 35229959, PMCID: PMC9289942, DOI: 10.1111/adb.13160.Peer-Reviewed Original ResearchConceptsCognitive Development StudyProblematic alcohol useAdolescent brainDelay discountingSubstance useIndividual difference factorsAlcohol useForms of psychopathologyEarly Substance Use InitiationPrenatal drug exposureProblematic substance useSubstance Use InitiationAlcohol risk statusDevelopment studiesDifference factorsABCD studyDevelopmental trajectoriesYoung adolescentsKey demographic variablesFamilial variablesSignificant psychopathologyDemographic variablesDrug problemsPsychopathologyDiscounting
2021
Systematic review of structural and functional neuroimaging studies of cannabis use in adolescence and emerging adulthood: evidence from 90 studies and 9441 participants
Lichenstein SD, Manco N, Cope LM, Egbo L, Garrison KA, Hardee J, Hillmer AT, Reeder K, Stern EF, Worhunsky P, Yip SW. Systematic review of structural and functional neuroimaging studies of cannabis use in adolescence and emerging adulthood: evidence from 90 studies and 9441 participants. Neuropsychopharmacology 2021, 47: 1000-1028. PMID: 34839363, PMCID: PMC8938408, DOI: 10.1038/s41386-021-01226-9.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsAdolescent cannabis usersCannabis-related harmsCannabis usersCannabis effectsAdolescent brain functionOngoing brain developmentFunctional neuroimaging studiesEffects of cannabisAdolescent brainNeuroimaging studiesNeural effectsPotential moderatorsNeural alterationsCannabis policy changesReduced perceptionSystematic reviewCannabis useCerebellar regionsAdolescenceBrain functionPreliminary evidenceFuture researchEarly interventionLong-term goalExtant literatureDensely sampled neuroimaging for maximizing clinical insight in psychiatric and addiction disorders
Yip SW, Konova AB. Densely sampled neuroimaging for maximizing clinical insight in psychiatric and addiction disorders. Neuropsychopharmacology 2021, 47: 395-396. PMID: 34354248, PMCID: PMC8617277, DOI: 10.1038/s41386-021-01124-0.Peer-Reviewed Original ResearchClinical prediction of extra-medical use of prescription pain relievers from a representative United States sample
Thompson CL, Alcover KC, Yip SW. Clinical prediction of extra-medical use of prescription pain relievers from a representative United States sample. Preventive Medicine 2021, 149: 106610. PMID: 33989674, DOI: 10.1016/j.ypmed.2021.106610.Peer-Reviewed Original ResearchConceptsExtra-medical usePrescription pain relieversRepresentative United States sampleHealth administrative dataAnnual cross-sectional surveyHistory of depressionCross-sectional surveyPast-year useReceiver operator curveLogistic regression modelsUnited States population sampleUS National SurveyPharmacy recordsOpioid dependencePrescription opioidsPrescription painPeak incidencePain relieversClinical utilityPsychiatric historyDrug useOperator curveClinical predictionMedical guidanceMedical servicesIdentification and Validation of Distinct Latent Neurodevelopmental Profiles in the Adolescent Brain and Cognitive Development Study
Lichenstein SD, Roos C, Kohler R, Kiluk B, Carroll KM, Worhunsky PD, Witkiewitz K, Yip SW. Identification and Validation of Distinct Latent Neurodevelopmental Profiles in the Adolescent Brain and Cognitive Development Study. Biological Psychiatry Cognitive Neuroscience And Neuroimaging 2021, 7: 352-361. PMID: 33706021, PMCID: PMC8426420, DOI: 10.1016/j.bpsc.2021.02.013.Peer-Reviewed Original ResearchConceptsAdolescent brainHigher emotion regulationCognitive Development StudyDevelopment of psychopathologyFunctional magnetic resonanceLow-reward groupLatent profile analysisEmotion regulationCognitive performanceDevelopmental subgroupsNeurodevelopmental profileSubgroup of individualsHigh rewardReward groupIdentified subgroupsNeurodevelopmental modelModerate groupNeurodevelopmental disordersPsychiatric riskMore screen timeCurrent studyDevelopmental profileNeural functionDevelopment studiesScreen timeEffects of Smoking Status and State on Intrinsic Connectivity
Yip SW, Lichenstein SD, Garrison K, Averill CL, Viswanath H, Salas R, Abdallah CG. Effects of Smoking Status and State on Intrinsic Connectivity. Biological Psychiatry Cognitive Neuroscience And Neuroimaging 2021, 7: 895-904. PMID: 33618016, PMCID: PMC8373998, DOI: 10.1016/j.bpsc.2021.02.004.Peer-Reviewed Original ResearchConceptsSmoking statusIntrinsic connectivityResting-state functional magnetic resonance imagingDefault mode connectivityIntrinsic connectivity distributionLong-term abstinenceFunctional magnetic resonance imagingMagnetic resonance imagingResting-state scanWhole-brain patternsControl nonsmokersSmoking reinstatementInterest-based analysisTobacco smokersFunctional connectivity dataTobacco abstinenceQuit attemptsOvernight abstinenceTobacco deprivationNovel treatmentsSmoking behaviorEarly abstinenceResonance imagingSalience networkFunctional connectivity
2020
Is monetary reward processing altered in drug-naïve youth with a behavioral addiction? Findings from internet gaming disorder
Yao YW, Liu L, Worhunsky PD, Lichenstein S, Ma SS, Zhu L, Shi XH, Yang S, Zhang JT, Yip SW. Is monetary reward processing altered in drug-naïve youth with a behavioral addiction? Findings from internet gaming disorder. NeuroImage Clinical 2020, 26: 102202. PMID: 32045732, PMCID: PMC7013339, DOI: 10.1016/j.nicl.2020.102202.Peer-Reviewed Original ResearchConceptsMonetary reward processingInternet gaming disorderReward processingBehavioral addictionsSubstance use disordersNeural responsesGaming disorderMonetary incentive delay taskCurrent fMRI studyDrug-naïve young adultsNon-drug rewardsAltered reward processingIncentive delay taskDrug-naïve youthUse disordersDelay taskProcessing alterationsCaudate activityFMRI studyDrugs of abuseTrait featuresNeural activityNeural featuresOutcome stageSubstance exposure
2019
Dissociable neural substrates of opioid and cocaine use identified via connectome-based modelling
Lichenstein SD, Scheinost D, Potenza MN, Carroll KM, Yip SW. Dissociable neural substrates of opioid and cocaine use identified via connectome-based modelling. Molecular Psychiatry 2019, 26: 4383-4393. PMID: 31719641, PMCID: PMC7214212, DOI: 10.1038/s41380-019-0586-y.Peer-Reviewed Original ResearchConceptsBrain statesDissociable neural substratesMultiple brain statesSubstance use outcomesHealthy comparison subjectsWhole-brain approachFMRI scanningFrontoparietal networkNeural substratesSubstance use treatmentNeural mechanismsDifferent brain statesFurther clinical relevanceDefault modeFMRI dataSubject replicationTreatment approachesReduced connectivityUse outcomesComparison subjectsNetwork strengthUse disordersSensory networksTreatment respondersSensory connectivityToward Addiction Prediction: An Overview of Cross-Validated Predictive Modeling Findings and Considerations for Future Neuroimaging Research
Yip SW, Kiluk B, Scheinost D. Toward Addiction Prediction: An Overview of Cross-Validated Predictive Modeling Findings and Considerations for Future Neuroimaging Research. Biological Psychiatry Cognitive Neuroscience And Neuroimaging 2019, 5: 748-758. PMID: 31932230, PMCID: PMC8274215, DOI: 10.1016/j.bpsc.2019.11.001.Peer-Reviewed Original ResearchConceptsIndividual differencesBrain-behavior modelsFuture neuroimaging researchLikelihood of replicationEvidence-based treatmentsNeuroimaging researchEffect size estimatesSubstance useDirection of associationAnatomical locusBrain functionTreatment outcomesModeling findingsClinical samplesNovel subjectRelapse rateClinical outcomesPredictive modeling approachUnsuccessful treatmentLeading causeIndividualsClinical settingParticular riskSize estimatesOutcomesClinical validation of reduction in cocaine frequency level as an endpoint in clinical trials for cocaine use disorder
Roos CR, Nich C, Mun CJ, Babuscio TA, Mendonca J, Miguel AQC, DeVito EE, Yip SW, Witkiewitz K, Carroll KM, Kiluk BD. Clinical validation of reduction in cocaine frequency level as an endpoint in clinical trials for cocaine use disorder. Drug And Alcohol Dependence 2019, 205: 107648. PMID: 31677490, PMCID: PMC6910212, DOI: 10.1016/j.drugalcdep.2019.107648.Peer-Reviewed Original ResearchGambling disorder
Potenza MN, Balodis IM, Derevensky J, Grant JE, Petry NM, Verdejo-Garcia A, Yip SW. Gambling disorder. Nature Reviews Disease Primers 2019, 5: 51. PMID: 31346179, DOI: 10.1038/s41572-019-0099-7.Peer-Reviewed Original ResearchConceptsPlacebo-controlled trialOpioid receptor antagonistGambling disorderCognitive behavioral therapyPharmacological therapyLimbic structuresPsychiatric disordersAdult populationSubstantial distressClinical settingBehavioral interventionsTreatment effortsDisordersTherapyPoor qualityFormal indicationNeurobiological studiesTreatmentImproved identificationMedicationsPathophysiologyEtiologyAntagonistPrevalenceGamblers AnonymousDouble‐Blind Placebo‐Controlled Trial of Galantamine for Methadone‐Maintained Individuals With Cocaine Use Disorder: Secondary Analysis of Effects on Illicit Opioid Use
Carroll KM, DeVito EE, Yip SW, Nich C, Sofuoglu M. Double‐Blind Placebo‐Controlled Trial of Galantamine for Methadone‐Maintained Individuals With Cocaine Use Disorder: Secondary Analysis of Effects on Illicit Opioid Use. American Journal On Addictions 2019, 28: 238-245. PMID: 31165574, PMCID: PMC9078084, DOI: 10.1111/ajad.12904.Peer-Reviewed Original ResearchConceptsMethadone-maintained individualsOpioid useSecondary analysisMultiple drugsConcurrent cocaine dependenceTrial of galantaminePlacebo-controlled trialDouble-blind placeboIllicit opioid useRandomized clinical trialsCocaine use disorderGalantamine's effectFuture trialsClinical trialsUrine specimenUrine specimensUse disordersOpioidsCholinesterase inhibitorsMaintenance settingCocaine useCocaine dependencePlaceboConcurrent useGalantamineTen simple rules for predictive modeling of individual differences in neuroimaging
Scheinost D, Noble S, Horien C, Greene AS, Lake EM, Salehi M, Gao S, Shen X, O’Connor D, Barron DS, Yip SW, Rosenberg MD, Constable RT. Ten simple rules for predictive modeling of individual differences in neuroimaging. NeuroImage 2019, 193: 35-45. PMID: 30831310, PMCID: PMC6521850, DOI: 10.1016/j.neuroimage.2019.02.057.Peer-Reviewed Original ResearchConnectome-Based Prediction of Cocaine Abstinence
Yip SW, Scheinost D, Potenza MN, Carroll KM. Connectome-Based Prediction of Cocaine Abstinence. American Journal Of Psychiatry 2019, 176: 156-164. PMID: 30606049, PMCID: PMC6481181, DOI: 10.1176/appi.ajp.2018.17101147.Peer-Reviewed Original ResearchMeSH KeywordsAdultBehavior TherapyBrainCholinesterase InhibitorsCocaine-Related DisordersCognitionConnectomeExecutive FunctionFemaleFunctional NeuroimagingGalantamineHumansIndividualityMachine LearningMagnetic Resonance ImagingMaleMiddle AgedNeural PathwaysOpiate Substitution TreatmentOpioid-Related DisordersPrognosisRewardTreatment OutcomeConceptsConnectome-based predictive modelingCocaine use disorderUse disordersBrain-based predictorsLarge-scale neural networksFunctional MRI dataCocaine abstinenceExecutive controlReward responsivenessIndividual differencesBaseline cocaine usePosttreatment assessmentConnectivity strengthHeterogeneous sampleAbstinenceIndependent samplesNovel interventionsCanonical networksSpecific behaviorsCocaine useSignificant correspondenceDisordersTreatment outcomesNetwork strengthMRI data