2024
Seizure Assessment and Forecasting With Efficient Rapid-EEG
Kalkach-Aparicio M, Fatima S, Selte A, Sheikh I, Cormier J, Gallagher K, Avagyan G, Cespedes J, Krishnamurthy P, Elazim A, Khan N, Hussein O, Maganti R, Larocque J, Holla S, Desai M, Westover B, Hirsch L, Struck A. Seizure Assessment and Forecasting With Efficient Rapid-EEG. Neurology 2024, 103: e209621. PMID: 38875512, DOI: 10.1212/wnl.0000000000209621.Peer-Reviewed Original ResearchConceptsMonitoring of at-risk patientsRecords of patientsTertiary care centerReceiver operating characteristic curveCritically ill patientsAt-risk patientsClass II evidenceDiagnostic accuracy studiesOperating characteristics curveMedian ageSecondary endpointsPrevent overtreatmentNo significant differenceEEG reviewRisk stratificationNoninferiority marginAntiseizure medicationsClinical correlatesPrimary outcomeII evidenceEEG technologistsSeizure assessmentIll patientsComparative effectiveness studiesLow risk
2020
Validation of an algorithm of time-dependent electro-clinical risk stratification for electrographic seizures (TERSE) in critically ill patients
Cissé FA, Osman GM, Legros B, Depondt C, Hirsch LJ, Struck AF, Gaspard N. Validation of an algorithm of time-dependent electro-clinical risk stratification for electrographic seizures (TERSE) in critically ill patients. Clinical Neurophysiology 2020, 131: 1956-1961. PMID: 32622337, DOI: 10.1016/j.clinph.2020.05.031.Peer-Reviewed Original ResearchConceptsElectrographic seizuresRisk stratificationIll patientsAcute brain injuryContinuous electroencephalography monitoringElectrographic status epilepticusSubgroup of patientsDuration of EEGClinical seizuresConsecutive patientsStatus epilepticusElectroencephalography monitoringBrain injuryMedical recordsSubstantial burdenPatientsClinical practiceCEEGClinical neurophysiologistsSeizuresClinical implementationEEG recordingsTwo-thirdsFuture studiesEEG timeAssessment of the Validity of the 2HELPS2B Score for Inpatient Seizure Risk Prediction
Struck AF, Tabaeizadeh M, Schmitt SE, Ruiz AR, Swisher CB, Subramaniam T, Hernandez C, Kaleem S, Haider HA, Cissé AF, Dhakar MB, Hirsch LJ, Rosenthal ES, Zafar SF, Gaspard N, Westover MB. Assessment of the Validity of the 2HELPS2B Score for Inpatient Seizure Risk Prediction. JAMA Neurology 2020, 77: 500-507. PMID: 31930362, PMCID: PMC6990873, DOI: 10.1001/jamaneurol.2019.4656.Peer-Reviewed Original ResearchConceptsContinuous electroencephalogramValidation cohortMAIN OUTCOMEEEG monitoringRetrospective medical record reviewKaplan-Meier survival analysisPatients 18 yearsMedical record reviewRisk of seizuresHigh-risk groupFirst hourEpileptiform EEG patternCEEG useClinical seizuresPrimary outcomeHospitalized patientsRecord reviewRisk stratificationEpileptiform findingsCardiac arrestSeizure riskClinical indicationsInclusion criteriaIndependent cohortAdequate screen
2019
Comparison of machine learning models for seizure prediction in hospitalized patients
Struck AF, Rodriguez‐Ruiz A, Osman G, Gilmore EJ, Haider HA, Dhakar MB, Schrettner M, Lee JW, Gaspard N, Hirsch LJ, Westover MB, Consortium C. Comparison of machine learning models for seizure prediction in hospitalized patients. Annals Of Clinical And Translational Neurology 2019, 6: 1239-1247. PMID: 31353866, PMCID: PMC6649418, DOI: 10.1002/acn3.50817.Peer-Reviewed Original ResearchConceptsLow-risk patientsNegative predictive valueEvaluation cohortContinuous EEGElastic net logistic regressionMulticenter databaseRisk stratificationSeizure riskPatientsPredictive valueComparable AUCSecondary analysisLogistic regressionCohortFirst hourSeizure predictionEEG recordingsEEGRisk calibrationLarge proportionSeizuresComplex neural networks
2017
Association of Periodic and Rhythmic Electroencephalographic Patterns With Seizures in Critically Ill Patients
Ruiz A, Vlachy J, Lee JW, Gilmore EJ, Ayer T, Haider HA, Gaspard N, Ehrenberg JA, Tolchin B, Fantaneanu TA, Fernandez A, Hirsch LJ, LaRoche S. Association of Periodic and Rhythmic Electroencephalographic Patterns With Seizures in Critically Ill Patients. JAMA Neurology 2017, 74: 181-188. PMID: 27992625, DOI: 10.1001/jamaneurol.2016.4990.Peer-Reviewed Original ResearchConceptsRhythmic delta activityDelta activityPeriodic dischargesIll patientsSeizure riskElectroencephalographic patternsStimulation-induced patternsCritically Ill PatientsRisk of seizuresHigher seizure riskAcademic medical centerFrequency-dependent mannerSeizure incidenceIll adultsRisk stratificationHigh prevalenceMedical CenterMAIN OUTCOMEContinuous electroencephalographySeizuresPattern prevalenceMultivariate analysisPatientsClinical decisionRhythmic patterns