2024
Stability of infraslow correlation structure in time-shifted intracranial EEG signals
Joshi R, Duckrow R, Goncharova I, Hirsch L, Spencer D, Godwin D, Zaveri H. Stability of infraslow correlation structure in time-shifted intracranial EEG signals. Frontiers In Network Physiology 2024, 4: 1441294. PMID: 39258030, PMCID: PMC11384574, DOI: 10.3389/fnetp.2024.1441294.Peer-Reviewed Original ResearchInfraslow activityContact pairsFrequency bandMagnitude-squared coherenceAntiseizure medicationsMedically refractory epilepsy patientsElectrode contact pairsHigher-frequency activityRefractory epilepsy patientsDC-coupled recordingsIcEEG epochsEEG frequency bandsEnvelope correlationOptimal parametersClinical relevanceSeizure riskIntracranial EEGEpilepsy patientsPatientsIntracranial EEG signalsTaperTraditional EEG frequency bands
2021
Brief potentially ictal rhythmic discharges and paroxysmal fast activity as scalp electroencephalographic biomarkers of seizure activity and seizure onset zone
Yoo JY, Jetté N, Kwon C, Young J, Marcuse LV, Fields MC, Gaspard N, Hirsch LJ. Brief potentially ictal rhythmic discharges and paroxysmal fast activity as scalp electroencephalographic biomarkers of seizure activity and seizure onset zone. Epilepsia 2021, 62: 742-751. PMID: 33576500, DOI: 10.1111/epi.16822.Peer-Reviewed Original ResearchConceptsParoxysmal fast activitySeizure onset zoneIctal rhythmic dischargesClinical significanceElectrographic seizuresSeizure activityRhythmic dischargesFast activityOnset zoneUncontrolled seizure activityPosterior dominant rhythmSimilar clinical significancePatient demographicsElectroencephalographic biomarkerLocalizing signFocal slowingClinical historySeizure riskEEG backgroundPatientsAdult cohortDominant rhythmSeizuresDistinct entityEEG biomarkers
2020
Assessment 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 an Electroencephalography-Based Risk Score With Seizure Probability in Hospitalized Patients
Struck AF, Ustun B, Ruiz AR, Lee JW, LaRoche SM, Hirsch LJ, Gilmore EJ, Vlachy J, Haider HA, Rudin C, Westover MB. Association of an Electroencephalography-Based Risk Score With Seizure Probability in Hospitalized Patients. JAMA Neurology 2017, 74: 1419-1424. PMID: 29052706, PMCID: PMC5822188, DOI: 10.1001/jamaneurol.2017.2459.Peer-Reviewed Original ResearchConceptsIll patientsSeizure riskContinuous EEGRisk factorsMAIN OUTCOMEScoring systemBilateral independent periodic dischargesEpilepsy Monitoring Unit (EMU) admissionPeriodic dischargesBrief rhythmic dischargesProspective multicenter databaseSeizure risk factorsSporadic epileptiform dischargesRisk of seizuresRhythmic delta activitySimple scoring systemEligible patientsProbability of seizuresUnit admissionAcute illnessHospitalized patientsMulticenter databasePrior seizuresClinical historyClinical indicationsTime‐dependent risk of seizures in critically ill patients on continuous electroencephalogram
Struck AF, Osman G, Rampal N, Biswal S, Legros B, Hirsch LJ, Westover MB, Gaspard N. Time‐dependent risk of seizures in critically ill patients on continuous electroencephalogram. Annals Of Neurology 2017, 82: 177-185. PMID: 28681492, PMCID: PMC5842678, DOI: 10.1002/ana.24985.Peer-Reviewed Original ResearchConceptsEpileptiform EEG abnormalitiesClinical factorsIll patientsEpileptiform findingsRisk factorsEEG abnormalitiesEEG risk factorsClinical risk factorsRisk of seizuresHistory of seizuresPresence of comaDuration of monitoringGreater predictive valueTime-dependent riskAnn NeurolSeizure incidenceAcute illnessPrior seizuresClinical variablesEEG findingsProspective dataSeizure riskBaseline riskMultistate survival modelsPredictive valueAssociation 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