2019
Toward 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 estimatesOutcomes
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