2019
Deep learning for liver tumor diagnosis part II: convolutional neural network interpretation using radiologic imaging features
Wang CJ, Hamm CA, Savic LJ, Ferrante M, Schobert I, Schlachter T, Lin M, Weinreb JC, Duncan JS, Chapiro J, Letzen B. Deep learning for liver tumor diagnosis part II: convolutional neural network interpretation using radiologic imaging features. European Radiology 2019, 29: 3348-3357. PMID: 31093705, PMCID: PMC7243989, DOI: 10.1007/s00330-019-06214-8.Peer-Reviewed Original ResearchMeSH KeywordsAdultAgedAlgorithmsBile Duct NeoplasmsBile Ducts, IntrahepaticCarcinoma, HepatocellularCholangiocarcinomaDeep LearningFemaleHumansImage Interpretation, Computer-AssistedLiver NeoplasmsMachine LearningMagnetic Resonance ImagingMaleMiddle AgedNeural Networks, ComputerPredictive Value of TestsProof of Concept StudyRetrospective StudiesConceptsDeep learning systemConvolutional neural networkLearning systemRelevance scoresFeature mapsPre-trained CNN modelsFeature relevance scoresMulti-phasic MRINeural network interpretationEvidence-based decision supportDeep NeuralDeep learningCNN modelLesion classifierLearning prototypeNeural networkOriginal imageSystem prototypeDecision supportLesion classificationNetwork interpretationImage voxelsIncorrect featuresLesion classesTest setDeep learning for liver tumor diagnosis part I: development of a convolutional neural network classifier for multi-phasic MRI
Hamm CA, Wang CJ, Savic LJ, Ferrante M, Schobert I, Schlachter T, Lin M, Duncan JS, Weinreb JC, Chapiro J, Letzen B. Deep learning for liver tumor diagnosis part I: development of a convolutional neural network classifier for multi-phasic MRI. European Radiology 2019, 29: 3338-3347. PMID: 31016442, PMCID: PMC7251621, DOI: 10.1007/s00330-019-06205-9.Peer-Reviewed Original ResearchAdultAgedBile Duct NeoplasmsBile Ducts, IntrahepaticCarcinoma, HepatocellularCholangiocarcinomaDeep LearningFemaleHumansImage Interpretation, Computer-AssistedLiver NeoplasmsMagnetic Resonance ImagingMaleMiddle AgedNeural Networks, ComputerReproducibility of ResultsROC CurveSensitivity and SpecificityUnited States
2015
Multimodality 3D Tumor Segmentation in HCC Patients Treated with TACE
Wang Z, Chapiro J, Schernthaner R, Duran R, Chen R, Geschwind JF, Lin M. Multimodality 3D Tumor Segmentation in HCC Patients Treated with TACE. Academic Radiology 2015, 22: 840-845. PMID: 25863795, PMCID: PMC4464945, DOI: 10.1016/j.acra.2015.03.001.Peer-Reviewed Original ResearchAdultAgedAged, 80 and overAlgorithmsAntibiotics, AntineoplasticCarcinoma, HepatocellularChemoembolization, TherapeuticCone-Beam Computed TomographyDoxorubicinFemaleHumansImage EnhancementImage Interpretation, Computer-AssistedImaging, Three-DimensionalKidney NeoplasmsMagnetic Resonance ImagingMaleMiddle AgedMultidetector Computed TomographyMultimodal ImagingPattern Recognition, AutomatedPrognosisReproducibility of ResultsRetrospective StudiesSensitivity and SpecificitySubtraction TechniqueTreatment Outcome
2014
Radiologic-Pathologic Analysis of Contrast-enhanced and Diffusion-weighted MR Imaging in Patients with HCC after TACE: Diagnostic Accuracy of 3D Quantitative Image Analysis
Chapiro J, Wood LD, Lin M, Duran R, Cornish T, Lesage D, Charu V, Schernthaner R, Wang Z, Tacher V, Savic LJ, Kamel IR, Geschwind JF. Radiologic-Pathologic Analysis of Contrast-enhanced and Diffusion-weighted MR Imaging in Patients with HCC after TACE: Diagnostic Accuracy of 3D Quantitative Image Analysis. Radiology 2014, 273: 746-758. PMID: 25028783, PMCID: PMC4263418, DOI: 10.1148/radiol.14140033.Peer-Reviewed Original ResearchMeSH KeywordsAgedCarcinoma, HepatocellularChemoembolization, TherapeuticContrast MediaDiffusion Magnetic Resonance ImagingFemaleGadolinium DTPAHumansImage Interpretation, Computer-AssistedImaging, Three-DimensionalLiver NeoplasmsMaleMiddle AgedNeoplasm StagingRetrospective StudiesSoftwareTreatment OutcomeConceptsPathologic tumor necrosisHepatocellular carcinoma lesionsTumor necrosisTransarterial chemoembolizationCarcinoma lesionsRadiologic–pathologic correlation studyTumor tissueMagnetic Resonance Imaging AssessmentDiagnostic accuracyInstitutional review board-approved retrospective studyOrthotopic liver transplantationTotal tumor volumeDiffusion-weighted MR imagingApparent diffusion coefficient (ADC) mapsNecrotic tumor tissueArterial phase MR imagesDiffusion coefficient mapsLast MR examinationLiver transplantationSurgical resectionLiver criteriaPathologic examinationRetrospective studyPhase MR imagesHistopathologic examination