2024
StrokeClassifier: ischemic stroke etiology classification by ensemble consensus modeling using electronic health records
Lee H, Schwamm L, Sansing L, Kamel H, de Havenon A, Turner A, Sheth K, Krishnaswamy S, Brandt C, Zhao H, Krumholz H, Sharma R. StrokeClassifier: ischemic stroke etiology classification by ensemble consensus modeling using electronic health records. Npj Digital Medicine 2024, 7: 130. PMID: 38760474, PMCID: PMC11101464, DOI: 10.1038/s41746-024-01120-w.Peer-Reviewed Original ResearchElectronic health recordsWeighted F1MIMIC-IIIClinical decision support systemsMulti-class classificationNatural language processingMIMIC-III datasetHealth recordsMachine learning classifiersDecision support systemArtificial intelligence toolsVascular neurologistsLearning classifiersBinary classificationCross-validation accuracyLanguage processingMeta-modelIntelligence toolsStroke prevention effortsAcute ischemic strokeStroke etiologySupport systemStroke etiology classificationClassification toolClassifier
2022
Acute Ischemic Stroke, Depressed Left Ventricular Ejection Fraction, and Sinus Rhythm: Prevalence and Practice Patterns
Baker AD, Schwamm LH, Sanborn DY, Furie K, Stretz C, Mac Grory B, Yaghi S, Kleindorfer D, Sucharew H, Mackey J, Walsh K, Flaherty M, Kissela B, Alwell K, Khoury J, Khatri P, Adeoye O, Ferioli S, Woo D, Martini S, La Rosa F, Demel SL, Madsen T, Star M, Coleman E, Slavin S, Jasne A, Mistry EA, Haverbusch M, Merkler AE, Kamel H, Schindler J, Sansing LH, Faridi KF, Sugeng L, Sheth KN, Sharma R. Acute Ischemic Stroke, Depressed Left Ventricular Ejection Fraction, and Sinus Rhythm: Prevalence and Practice Patterns. Stroke 2022, 53: 1883-1891. PMID: 35086361, PMCID: PMC10214981, DOI: 10.1161/strokeaha.121.036706.Peer-Reviewed Original ResearchConceptsLeft ventricular ejection fractionAcute ischemic strokeDepressed left ventricular ejection fractionVentricular ejection fractionSinus rhythmIschemic strokeEjection fractionPooled prevalenceHealth Stroke Severity ScaleSecondary stroke prevention strategiesMultivariable logistic regression modelAntithrombotic treatment regimensHospital-based cohortRetrospective cohort studySecondary stroke preventionStroke prevention strategiesMulti-center cohortStroke Severity ScaleLogistic regression modelsEchocardiographic characteristicsHospitalization dischargeAntiplatelet therapyStroke preventionCardiac thrombusCohort study
2021
Prior Stroke and Age Predict Acute Ischemic Stroke Among Hospitalized COVID-19 Patients: A Derivation and Validation Study
Peng TJ, Jasne AS, Simonov M, Abdelhakim S, Kone G, Cheng YK, Rethana M, Tarasaria K, Herman AL, Baker AD, Yaghi S, Frontera JA, Sansing LH, Falcone GJ, Spudich S, Schindler J, Sheth KN, Sharma R. Prior Stroke and Age Predict Acute Ischemic Stroke Among Hospitalized COVID-19 Patients: A Derivation and Validation Study. Frontiers In Neurology 2021, 12: 741044. PMID: 34675873, PMCID: PMC8524436, DOI: 10.3389/fneur.2021.741044.Peer-Reviewed Original ResearchAcute ischemic strokeHospitalized COVID-19 patientsCOVID-19 patientsCOVID-19 cohortNeurologic symptomsPrior strokeIschemic strokeAIS patientsDerivation cohortControl cohortRisk of AISMultivariable logistic regression modelIschemic stroke riskCOVID-19 severityYale New Haven HealthLogistic regression modelsHospital presentationIndependent predictorsStroke riskMajor health systemsHigh riskPatientsYounger ageCohortStroke
2020
Direct carotid puncture for mechanical thrombectomy in acute ischemic stroke patients with prohibitive vascular access.
Cord BJ, Kodali S, Strander S, Silverman A, Wang A, Chouairi F, Koo AB, Nguyen CK, Peshwe K, Kimmel A, Porto CM, Hebert RM, Falcone GJ, Sheth KN, Sansing LH, Schindler JL, Matouk CC, Petersen NH. Direct carotid puncture for mechanical thrombectomy in acute ischemic stroke patients with prohibitive vascular access. Journal Of Neurosurgery 2020, 135: 53-63. PMID: 32796146, PMCID: PMC9491727, DOI: 10.3171/2020.5.jns192737.Peer-Reviewed Original ResearchDirect carotid punctureSmaller infarct volumesMechanical thrombectomyVascular accessFunctional outcomeAIS-LVONIHSS scoreDCP groupInfarct volumeTransfemoral accessNeck hematomaStroke patientsCarotid punctureABMT groupAnterior circulation acute ischemic strokeCommon carotid artery dissectionAcute ischemic stroke patientsDirect carotid accessEmergency mechanical thrombectomyAcute ischemic strokeAdmission NIHSS scoreCarotid artery dissectionIschemic stroke patientsGood functional outcomeLarge vessel occlusion
2018
Safety Outcomes of Thrombolysis for Acute Ischemic Stroke in Patients with History of Intracranial Hemorrhage (P4.033)
Chu S, Sommaruga S, Hwang D, Dearborn J, Sansing L, Cord B, Samarth G, Petersen N, Gilmore E, Schindler J, Matouk C, Sheth K, Falcone G. Safety Outcomes of Thrombolysis for Acute Ischemic Stroke in Patients with History of Intracranial Hemorrhage (P4.033). Neurology 2018, 90 DOI: 10.1212/wnl.90.15_supplement.p4.033.Peer-Reviewed Original Research