Using 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 ResearchConceptsAlcohol 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 monthThe role of neurosteroids in posttraumatic stress disorder and alcohol use disorder: A review of 10 years of clinical literature and treatment implications
Peltier M, Verplaetse T, Altemus M, Zakiniaeiz Y, Ralevski E, Mineur Y, Gueorguieva R, Picciotto M, Cosgrove K, Petrakis I, McKee S. The role of neurosteroids in posttraumatic stress disorder and alcohol use disorder: A review of 10 years of clinical literature and treatment implications. Frontiers In Neuroendocrinology 2024, 73: 101119. PMID: 38184208, PMCID: PMC11185997, DOI: 10.1016/j.yfrne.2023.101119.Peer-Reviewed Original ResearchPosttraumatic stress disorderAlcohol use disorderStress disorderContext of PTSDPTSD/AUDConcurrent posttraumatic stress disorderUnderlying neurobiological mechanismsUse disordersAlcohol-related variablesNeurobiological mechanismsPTSD diagnosisTreatment developmentTreatment implicationsBody of literatureNovel interventionsClinical literatureRole of neurosteroidsDisordersTreatment outcomesYears of researchAlcohol consumptionExogenous pregnenolonePharmacological treatmentBiological variablesAllopregnanolone