2018
Residual Convolutional Neural Network for Determination of IDH Status in Low- and High-grade Gliomas from MR Imaging
Chang K, Bai HX, Zhou H, Su C, Bi WL, Agbodza E, Kavouridis VK, Senders JT, Boaro A, Beers A, Zhang B, Capellini A, Liao W, Shen Q, Li X, Xiao B, Cryan J, Ramkissoon S, Ramkissoon L, Ligon K, Wen PY, Bindra RS, Woo J, Arnaout O, Gerstner ER, Zhang PJ, Rosen BR, Yang L, Huang RY, Kalpathy-Cramer J. Residual Convolutional Neural Network for Determination of IDH Status in Low- and High-grade Gliomas from MR Imaging. Clinical Cancer Research 2018, 24: clincanres.2236.2017. PMID: 29167275, PMCID: PMC6051535, DOI: 10.1158/1078-0432.ccr-17-2236.Peer-Reviewed Original ResearchMeSH KeywordsAdultAgedAged, 80 and overBrainBrain NeoplasmsDatasets as TopicFemaleGliomaHumansImage Processing, Computer-AssistedIsocitrate DehydrogenaseMagnetic Resonance ImagingMaleMiddle AgedMutationNeoplasm GradingNeural Networks, ComputerPredictive Value of TestsPreoperative PeriodRetrospective StudiesYoung AdultConceptsResidual convolutional neural networkConvolutional neural networkNeural networkDeep learning techniquesTesting setNeural network modelMulti-institutional data setCancer Imaging ArchiveLearning techniquesTesting accuracyNetwork modelTraining setPrediction accuracyPreoperative radiographic dataClin Cancer ResData setsConventional MR imagingHospital of UniversityIsocitrate dehydrogenase (IDH) mutationPreoperative imagingLonger survivalWomen's HospitalGrade IINetworkTreatment decisions
2015
Diffusion and Perfusion MRI to Differentiate Treatment-Related Changes Including Pseudoprogression from Recurrent Tumors in High-Grade Gliomas with Histopathologic Evidence
Prager A, Martinez N, Beal K, Omuro A, Zhang Z, Young R. Diffusion and Perfusion MRI to Differentiate Treatment-Related Changes Including Pseudoprogression from Recurrent Tumors in High-Grade Gliomas with Histopathologic Evidence. American Journal Of Neuroradiology 2015, 36: 877-885. PMID: 25593202, PMCID: PMC4731220, DOI: 10.3174/ajnr.a4218.Peer-Reviewed Original ResearchConceptsTreatment-related changesRecurrent tumorsHigh-grade gliomasSurgical resectionRecurrent high-grade gliomaLow relative cerebral blood volumeSubanalysis of patientsUtility of DWIRelative cerebral blood volumeTreatment-related effectsCerebral blood volumeWilcoxon rank sum testConventional MR imagingRank sum testConsecutive patientsHistopathologic evidenceMass lesionDSC perfusionRadiation therapyBlood volumeGrade gliomasPatientsLow perfusionTumorsDSC maps
2007
Myelination as Assessed by Conventional MR Imaging is Normal in Young Children with Idiopathic Developmental Delay
Maricich SM, Azizi P, Jones JY, Morriss MC, Hunter JV, Smith EO, Miller G. Myelination as Assessed by Conventional MR Imaging is Normal in Young Children with Idiopathic Developmental Delay. American Journal Of Neuroradiology 2007, 28: 1602-1605. PMID: 17846220, PMCID: PMC8134387, DOI: 10.3174/ajnr.a0602.Peer-Reviewed Original ResearchConceptsSubcortical U-fibersExtent of myelinationDevelopmental quotientBrain MRU-fibersWhite matterBrain regionsSubcortical myelinationIDD groupConventional brain MRBasis of historyYoung childrenConventional MR imagingMyelination scoreClinical historyPediatric neuroradiologistsIntracranial lesionsParietal lobeAxial T2Idiopathic developmental delayPsychomotor retardationScoring systemClear causePsychometric testingMyelinationFractal dimension and white matter changes in multiple sclerosis
Esteban F, Sepulcre J, de Mendizábal N, Goñi J, Navas J, de Miras J, Bejarano B, Masdeu J, Villoslada P. Fractal dimension and white matter changes in multiple sclerosis. NeuroImage 2007, 36: 543-549. PMID: 17499522, DOI: 10.1016/j.neuroimage.2007.03.057.Peer-Reviewed Original ResearchConceptsMultiple sclerosisHealthy controlsCentrum semiovale levelWhite matterConventional MR imagingGray-white matter interfaceMR imaging sectionsVoxel-based morphometry approachCentral nervous systemConventional magnetic resonanceWhite matter changesWM abnormalitiesPatientsMR imagingMS lesionsNervous systemBrain white matterMatter changesMagnetic resonanceNAWMBrain WMBrains of patientsLesionsBrainEarly phase
1999
Diffusion-weighted MR Imaging: Diagnostic Accuracy in Patients Imaged within 6 Hours of Stroke Symptom Onset
González R, Schaefer P, Buonanno F, Schwamm L, Budzik R, Rordorf G, Wang B, Sorensen A, Koroshetz W. Diffusion-weighted MR Imaging: Diagnostic Accuracy in Patients Imaged within 6 Hours of Stroke Symptom Onset. Radiology 1999, 210: 155-62. PMID: 9885601, DOI: 10.1148/radiology.210.1.r99ja02155.Peer-Reviewed Original ResearchConceptsFinal clinical diagnosisDiffusion-weighted imagesDiffusion-weighted MR imagingDiffusion-weighted imagingConventional MR imagingMR imagingSymptom onsetBlinded reviewClinical diagnosisDiagnostic accuracyStroke symptom onsetDiffusion-weighted magnetic resonance imagingMagnetic resonance imagingT2-weighted MR imagingAcute strokeStroke symptomsFinal diagnosisTomographic scanStrokelike symptomsPatientsPatient recordsResonance imagingStrokeDiagnosisCT
1997
Thoracic aorta: comparison of gadolinium-enhanced three-dimensional MR angiography with conventional MR imaging.
Krinsky G, Rofsky N, DeCorato D, Weinreb J, Earls J, Flyer M, Galloway A, Colvin S. Thoracic aorta: comparison of gadolinium-enhanced three-dimensional MR angiography with conventional MR imaging. Radiology 1997, 202: 183-93. PMID: 8988210, DOI: 10.1148/radiology.202.1.8988210.Peer-Reviewed Original ResearchMeSH KeywordsAdolescentAdultAgedAged, 80 and overAorta, ThoracicAortic Aneurysm, ThoracicAortic CoarctationAortic DiseasesAortic DissectionContrast MediaDrug CombinationsFemaleGadoliniumGadolinium DTPAHumansImage Processing, Computer-AssistedInfant, NewbornMagnetic Resonance AngiographyMagnetic Resonance ImagingMaleMeglumineMiddle AgedOrganometallic CompoundsPentetic AcidRetrospective StudiesConceptsThoracic aortic diseaseThree-dimensional MR angiographyConventional MR imagingMR angiographyIntramural hematomaAortic dissectionAortic diseaseVessel diseaseMR imagingFindings of surgeryChronic aortic dissectionThoracic MR imagingComparison of gadoliniumMagnetic resonance angiographyThree-dimensional magnetic resonance angiographyDiagnosis of aneurysmConsecutive patientsAngiographyResonance angiographyMR examinationsGadopentetate dimeglumineReader B.DiseaseGradient echo sequenceConventional MR
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