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
2011
The important role of radiation therapy in early-stage diffuse large B-cell lymphoma: time to review the evidence once again
Bindra RS, Yahalom J. The important role of radiation therapy in early-stage diffuse large B-cell lymphoma: time to review the evidence once again. Expert Review Of Anticancer Therapy 2011, 11: 1367-1378. PMID: 21929311, DOI: 10.1586/era.11.88.Peer-Reviewed Original ResearchConceptsEarly-stage diffuse large B-cell lymphomaDiffuse large B-cell lymphomaLarge B-cell lymphomaB-cell lymphomaLocalized diseaseClinical trialsRadiation therapyAlternative treatment regimenSignificant survival benefitCombined-modality therapyRecent clinical trialsRandomized clinical trialsCombination of chemotherapyIntensive immunochemotherapyConsolidation radiotherapySurvival benefitTreatment regimenRetrospective studyHodgkin's lymphomaMultimodality approachCommon subtypeSuperior efficacyLocal controlAppropriate managementLymphoma