2024
Intensive longitudinal assessment following index trauma to predict development of PTSD using machine learning
Horwitz A, McCarthy K, House S, Beaudoin F, An X, Neylan T, Clifford G, Linnstaedt S, Germine L, Rauch S, Haran J, Storrow A, Lewandowski C, Musey P, Hendry P, Sheikh S, Jones C, Punches B, Swor R, Hudak L, Pascual J, Seamon M, Harris E, Pearson C, Peak D, Domeier R, Rathlev N, Sergot P, Sanchez L, Bruce S, Joormann J, Harte S, Koenen K, McLean S, Sen S. Intensive longitudinal assessment following index trauma to predict development of PTSD using machine learning. Journal Of Anxiety Disorders 2024, 104: 102876. PMID: 38723405, PMCID: PMC11215748, DOI: 10.1016/j.janxdis.2024.102876.Peer-Reviewed Original ResearchTraumatic exposureIntensive longitudinal assessmentDevelopment of PTSDTrauma-related symptomsExposure to traumaFollow-up careTrauma exposureIndex traumaEmergency carePTSDAssess symptomsLongitudinal assessmentAssessment protocolCareParticipantsSymptomsFollow-upInterventionMachine learning analysisTraumaRiskIndividualsWeeksLearning analysisNervousness
2022
Structural covariance of the ventral visual stream predicts posttraumatic intrusion and nightmare symptoms: a multivariate data fusion analysis
Harnett NG, Finegold KE, Lebois LAM, van Rooij SJH, Ely TD, Murty VP, Jovanovic T, Bruce SE, House SL, Beaudoin FL, An X, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Harris E, Chang AM, Pearson C, Peak DA, Domeier RM, Rathlev NK, O’Neil B, Sergot P, Sanchez LD, Miller MW, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Harte SE, Elliott JM, Kessler RC, Koenen KC, McLean SA, Nickerson LD, Ressler KJ, Stevens JS. Structural covariance of the ventral visual stream predicts posttraumatic intrusion and nightmare symptoms: a multivariate data fusion analysis. Translational Psychiatry 2022, 12: 321. PMID: 35941117, PMCID: PMC9360028, DOI: 10.1038/s41398-022-02085-8.Peer-Reviewed Original ResearchConceptsVentral visual streamPosttraumatic stress disorderVisual streamTrauma memoriesStructural covariance networksPTSD symptomsDevelopment of PTSDVisual componentsHigher PTSD symptom severityMultimodal magnetic resonance imaging (MRI) dataPTSD symptom severityFunctional covariance networkInferior temporal gyrusAdverse posttraumatic neuropsychiatric sequelaeCovariance networksPosttraumatic intrusionsTrauma exposureIntrusion symptomsStress disorderTemporal gyrusMagnetic resonance imaging dataNegative alterationsAffective disturbancesNightmare symptomsSymptom severity