Deep learning for prediction of post-thrombectomy outcomes based on admission CT angiography in large vessel occlusion stroke
Sommer J, Dierksen F, Zeevi T, Tran A, Avery E, Mak A, Malhotra A, Matouk C, Falcone G, Torres-Lopez V, Aneja S, Duncan J, Sansing L, Sheth K, Payabvash S. Deep learning for prediction of post-thrombectomy outcomes based on admission CT angiography in large vessel occlusion stroke. Frontiers In Artificial Intelligence 2024, 7: 1369702. PMID: 39149161, PMCID: PMC11324606, DOI: 10.3389/frai.2024.1369702.Peer-Reviewed Original ResearchEnd-to-endComputed tomography angiographyLarge vessel occlusionConvolutional neural networkDeep learning pipelineTrain separate modelsLogistic regression modelsResNet-50Deep learningAdmission computed tomography angiographyNeural networkLearning pipelineAdmission CT angiographyPreprocessing stepDiagnosis of large vessel occlusionsLarge vessel occlusion strokeReceiver operating characteristic areaEnsemble modelAutomated modelPre-existing morbidityCT angiographyReperfusion successNeurological examCross-validationOcclusion strokeImpact of Procedure Time on First Pass Effect in Mechanical Thrombectomy for Anterior Circulation Acute Ischemic Stroke
Koo A, Reeves B, Renedo D, Maier I, Al Kasab S, Jabbour P, Kim J, Wolfe S, Rai A, Starke R, Psychogios M, Shaban A, Arthur A, Yoshimura S, Cuellar H, Grossberg J, Alawieh A, Romano D, Tanweer O, Mascitelli J, Fragata I, Polifka A, Osbun J, Crosa R, Park M, Levitt M, Brinjikji W, Moss M, Dumont T, Williamson R, Navia P, Kan P, Spiotta A, Sheth K, de Havenon A, Matouk C. Impact of Procedure Time on First Pass Effect in Mechanical Thrombectomy for Anterior Circulation Acute Ischemic Stroke. Neurosurgery 2024, 95: 128-136. PMID: 38483158, DOI: 10.1227/neu.0000000000002900.Peer-Reviewed Original ResearchAnterior circulation large vessel occlusion acute ischemic strokeAcute ischemic strokeLarge vessel occlusion acute ischemic strokeProcedure timeMechanical thrombectomyExcellent reperfusionClinical benefitIschemic strokeAnterior circulation acute ischemic strokeSuccess of mechanical thrombectomyModified Rankin Scale scoreRankin Scale scoreLogistic regression modelsNo significant differencePrimary study exposuresPrimary outcomeFunctional outcomesPotential confoundersStudy exposureThrombectomy devicesScale scoreThrombectomyReperfusionPatientsSignificant difference