2024
Uncertainty-aware deep-learning model for prediction of supratentorial hematoma expansion from admission non-contrast head computed tomography scan
Tran A, Zeevi T, Haider S, Abou Karam G, Berson E, Tharmaseelan H, Qureshi A, Sanelli P, Werring D, Malhotra A, Petersen N, de Havenon A, Falcone G, Sheth K, Payabvash S. Uncertainty-aware deep-learning model for prediction of supratentorial hematoma expansion from admission non-contrast head computed tomography scan. Npj Digital Medicine 2024, 7: 26. PMID: 38321131, PMCID: PMC10847454, DOI: 10.1038/s41746-024-01007-w.Peer-Reviewed Original ResearchDeep learning modelsHematoma expansionIntracerebral hemorrhageICH expansionComputed tomographyNon-contrast head CTNon-contrast head computed tomographyHigh risk of HEHead computed tomographyHigh-confidence predictionsRisk of HENon-contrast headReceiver operating characteristic areaModifiable risk factorsMonte Carlo dropoutOperating characteristics areaPotential treatment targetHead CTVisual markersIdentified patientsAutomated deep learning modelDataset of patientsRisk factorsHigh riskPatients
2019
Cost-Effectiveness of Computed Tomography Angiography in Management of Tiny Unruptured Intracranial Aneurysms in the United States
Wu X, Matouk CC, Mangla R, Forman HP, Gandhi D, Sanelli P, Malhotra A. Cost-Effectiveness of Computed Tomography Angiography in Management of Tiny Unruptured Intracranial Aneurysms in the United States. Stroke 2019, 50: 2396-2403. PMID: 31340732, DOI: 10.1161/strokeaha.119.025600.Peer-Reviewed Original ResearchConceptsComputed tomography angiographyUnruptured intracranial aneurysmsIntracranial aneurysmsTomography angiographyCancer riskCTA surveillanceCost-effective strategyRadiation-induced brain tumorsRadiation-induced cancer riskSubsequent magnetic resonanceBrain cancer riskBetter health outcomesAnnual rupture riskProbabilistic sensitivity analysesRupture riskLower healthcare spendingAggressive managementPatients 30Subarachnoid hemorrhageIncidental detectionPrior historyHigh riskBrain tumorsAneurysmsHealth outcomes
2018
Management of Tiny Unruptured Intracranial Aneurysms: A Comparative Effectiveness Analysis
Malhotra A, Wu X, Forman HP, Matouk CC, Gandhi D, Sanelli P. Management of Tiny Unruptured Intracranial Aneurysms: A Comparative Effectiveness Analysis. JAMA Neurology 2018, 75: 27-34. PMID: 29159405, PMCID: PMC5833486, DOI: 10.1001/jamaneurol.2017.3232.Peer-Reviewed Original ResearchConceptsUnruptured intracranial aneurysmsComparative effectiveness analysisPreventive treatmentAdult patientsAnnual riskIntracranial aneurysmsHealth benefitsFollow-up imagingCurrent clinical practiceBetter health outcomesRisk of ruptureImaging surveillanceTiny aneurysmsMean ageSubarachnoid hemorrhageRoutine treatmentIncidental detectionEffectiveness analysisClinical studiesMAIN OUTCOMEHigh riskGeneral populationPatientsPubMed searchClinical practice