Featured Publications
Cingulate cortex functional connectivity predicts future relapse in alcohol dependent individuals
Zakiniaeiz Y, Scheinost D, Seo D, Sinha R, Constable RT. Cingulate cortex functional connectivity predicts future relapse in alcohol dependent individuals. NeuroImage Clinical 2016, 13: 181-187. PMID: 27981033, PMCID: PMC5144743, DOI: 10.1016/j.nicl.2016.10.019.Peer-Reviewed Original ResearchConceptsPosterior cingulate cortexAUD patientsFunctional connectivityCingulate cortexCox proportional hazards regressionChronic relapsing illnessWhole-brain investigationProportional hazards regressionFunctional connectivity differencesAlcohol-dependent patientsVoxel-wise connectivityNeutral cuesAlcohol-dependent individualsHealthy control participantsFunctional magnetic resonanceRelapse measuresHazards regressionSubsequent relapseDependent patientsInpatient treatmentAlcohol relapseFuture relapsePatientsAlcohol dependenceConnectivity differencesUsing machine learning to predict heavy drinking during outpatient alcohol treatment
Roberts W, Zhao Y, Verplaetse T, Moore KE, Peltier MR, Burke C, Zakiniaeiz Y, McKee S. Using machine learning to predict heavy drinking during outpatient alcohol treatment. Alcohol Clinical And Experimental Research 2022, 46: 657-666. PMID: 35420710, PMCID: PMC9180421, DOI: 10.1111/acer.14802.Peer-Reviewed Original ResearchMeSH KeywordsAlcoholismAlgorithmsEthanolFemaleHumansMachine LearningMaleOutpatientsTreatment OutcomeConceptsAlcohol use disorderHeavy drinkingTreatment outcomesInvasive assessment methodsOutpatient AUD treatmentLast monthOutpatient alcohol treatmentMultisite clinical trialAccurate clinical predictionsHeavy alcohol useSex differencesBi-weekly sessionsAlcohol treatment outcomesPatient characteristicsClinical outcomesClinical trialsClinical dataStratified analysisEffective treatmentPsychiatric disordersUse disordersAUD treatmentSubstantial sex differencesAlcohol treatmentFirst month
2021
Prospective Associations of Pain Intensity and Substance Use in the United States Population: A Cross-Lagged Panel Analysis.
Roberts W, Moore KE, Verplaetse TL, Zakiniaeiz Y, Burke C, Peltier MR, McKee SA. Prospective Associations of Pain Intensity and Substance Use in the United States Population: A Cross-Lagged Panel Analysis. Journal Of Studies On Alcohol And Drugs 2021, 82: 576-583. PMID: 34546903, PMCID: PMC8819613, DOI: 10.15288/jsad.2021.82.576.Peer-Reviewed Original ResearchConceptsModerate drinking guidelinesPain intensitySubstance use outcomesSubsequent pain intensitySubstance useDrinking guidelinesUse outcomesProspective associationsLevel of painUse problemsHarmful substance usePositive prospective associationUnited States populationSubstance use problemsAlcohol use problemsReciprocal associationsHealth StudyRepresentative cohortCohort surveyPainAdult survey dataWeekly useHistory of useDemographic covariatesOutcomes