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 selectionApplicationsModelNetworkHyperbolic 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 literatureIdentification 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 time
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 estimatesOutcomesGambling 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 AnonymousTen 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
2018
Can neuroimaging help combat the opioid epidemic? A systematic review of clinical and pharmacological challenge fMRI studies with recommendations for future research
Moningka H, Lichenstein S, Worhunsky PD, DeVito EE, Scheinost D, Yip SW. Can neuroimaging help combat the opioid epidemic? A systematic review of clinical and pharmacological challenge fMRI studies with recommendations for future research. Neuropsychopharmacology 2018, 44: 259-273. PMID: 30283002, PMCID: PMC6300537, DOI: 10.1038/s41386-018-0232-4.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsOpioid use disorderOpioid epidemicTreatment responseTask-based fMRI paradigmsUrgent public health problemMedication-assisted treatmentPrescription opioid usersCurrent opioid epidemicPublic health problemEvidence-based treatmentsPaucity of literatureHeroin cuesOpioid medicationsRelapse rateOpioid systemOpioid usersFuture neuroimaging studiesSignificant individual variabilityHealthcare costsWithdrawal effectsHealthy individualsHealth problemsSystematic reviewExtended abstinenceNeuroimaging studies
2017
Is Neural Processing of Negative Stimuli Altered in Addiction Independent of Drug Effects? Findings From Drug-Naïve Youth with Internet Gaming Disorder
Yip SW, Gross JJ, Chawla M, Ma SS, Shi XH, Liu L, Yao YW, Zhu L, Worhunsky PD, Zhang J. Is Neural Processing of Negative Stimuli Altered in Addiction Independent of Drug Effects? Findings From Drug-Naïve Youth with Internet Gaming Disorder. Neuropsychopharmacology 2017, 43: 1364-1372. PMID: 29154365, PMCID: PMC5916358, DOI: 10.1038/npp.2017.283.Peer-Reviewed Original ResearchConceptsDrug-naïve youthNeural processingEmotion regulationNegative affectGaming disorderGroup differencesEmotion regulation taskNegative affective cuesNegative affective stimuliLateral prefrontal cortexInternet gaming disorderAffective cuesAffective stimuliNegative stimuliFMRI scanningIndependent component analysisTask performanceMixed-effects ANOVASubstance use disordersNeural responsesRegulation taskAddictive behaviorsBehavioral addictionsPrefrontal cortexDrugs of abuseWhite-matter crossing-fiber microstructure in adolescents prenatally exposed to cocaine
Morie KP, Yip SW, Zhai ZW, Xu J, Hamilton KR, Sinha R, Mayes LC, Potenza MN. White-matter crossing-fiber microstructure in adolescents prenatally exposed to cocaine. Drug And Alcohol Dependence 2017, 174: 23-29. PMID: 28292689, PMCID: PMC5555052, DOI: 10.1016/j.drugalcdep.2017.01.011.Peer-Reviewed Original ResearchConceptsPrenatal cocaine exposureSuperior longitudinal fasciculusPCE adolescentsCrossing-fiber modelsGroup differencesWhole-brain investigationNon-exposed youthWhole-brain analysisSignificant group differencesAltered white matter developmentLeft superior longitudinal fasciculusRisk-taking behaviorNeurobiological underpinningsWhite matter developmentWhite matter microstructureSubstance useWhite matter differencesWhite matter regionsAdolescentsDiffusion-weighted imaging dataCocaine exposureLongitudinal cohortBilateral cingulumCorpus callosumROI analysisGray‐matter relationships to diagnostic and transdiagnostic features of drug and behavioral addictions
Yip SW, Worhunsky PD, Xu J, Morie KP, Constable RT, Malison RT, Carroll KM, Potenza MN. Gray‐matter relationships to diagnostic and transdiagnostic features of drug and behavioral addictions. Addiction Biology 2017, 23: 394-402. PMID: 28150390, PMCID: PMC5538947, DOI: 10.1111/adb.12492.Peer-Reviewed Original Research
2016
Large-scale functional network overlap is a general property of brain functional organization: Reconciling inconsistent fMRI findings from general-linear-model-based analyses
Xu J, Potenza MN, Calhoun VD, Zhang R, Yip SW, Wall JT, Pearlson GD, Worhunsky PD, Garrison KA, Moran JM. Large-scale functional network overlap is a general property of brain functional organization: Reconciling inconsistent fMRI findings from general-linear-model-based analyses. Neuroscience & Biobehavioral Reviews 2016, 71: 83-100. PMID: 27592153, PMCID: PMC5140707, DOI: 10.1016/j.neubiorev.2016.08.035.Peer-Reviewed Original ResearchConceptsBrain functional organizationNeuronal activitySpatial independent component analysisMagnetic resonance imaging studyFunctional networksResonance imaging studyFunctional magnetic resonance imaging studyFunctional organizationFunctional heterogeneityBrain propertiesLarge-scale functional networksElectrophysiological studiesWhole brainImaging studiesOpposite modulationFMRI findingsNew findingsBalanced excitationSignificant modulationDifferent studiesFindingsIntra-individual changes in Stroop-related activations linked to cigarette abstinence in adolescent tobacco smokers: Preliminary findings
Yip SW, Balodis IM, Carroll KM, Krishnan-Sarin S, Potenza MN. Intra-individual changes in Stroop-related activations linked to cigarette abstinence in adolescent tobacco smokers: Preliminary findings. Drug And Alcohol Dependence 2016, 167: 182-189. PMID: 27567966, PMCID: PMC5082713, DOI: 10.1016/j.drugalcdep.2016.08.019.Peer-Reviewed Original ResearchConceptsFunctional magnetic resonance imagingCognitive control taskStroop task performanceAdolescent tobacco smokersMore effective treatment interventionsCessation treatmentIntra-individual changesEffective treatment interventionsSuccessful behavioral changeIndividual-level changeGroup-level changesCognitive efficiencyBrain mechanismsFMRI scanningTask performanceNeural mechanismsNeural responsesNeural activityFMRI dataControl taskStroopTreatment interventionsMain effectCigarette abstinenceOptimal treatment response
2015
Prenatal cocaine exposure, illicit-substance use and stress and craving processes during adolescence
Yip SW, Lacadie CM, Sinha R, Mayes LC, Potenza MN. Prenatal cocaine exposure, illicit-substance use and stress and craving processes during adolescence. Drug And Alcohol Dependence 2015, 158: 76-85. PMID: 26627911, PMCID: PMC4698087, DOI: 10.1016/j.drugalcdep.2015.11.012.Peer-Reviewed Original ResearchConceptsPrenatal cocaine exposureIllicit substance useNeural responsesCocaine exposureFunctional neural responsesFunctional magnetic resonance imaging (fMRI) dataDifferent neural substratesOngoing longitudinal studyThree-way interactionCortical brain regionsCue conditionImagery scriptsPCE statusAdolescent developmentStress processingNeural substratesIllicit substance usersPrefrontal cortexRight insulaMagnetic resonance imaging dataNeural activityUtero cocaine exposureSubjective ratingsCortical activityOpposite pattern