2020
Deep learning-based cross-classifications reveal conserved spatial behaviors within tumor histological images
Noorbakhsh J, Farahmand S, Foroughi pour A, Namburi S, Caruana D, Rimm D, Soltanieh-ha M, Zarringhalam K, Chuang JH. Deep learning-based cross-classifications reveal conserved spatial behaviors within tumor histological images. Nature Communications 2020, 11: 6367. PMID: 33311458, PMCID: PMC7733499, DOI: 10.1038/s41467-020-20030-5.Peer-Reviewed Original ResearchConceptsConvolutional neural networkWhole slide imagesPower of CNNsNormal convolutional neural networkImage data miningColon cancer imagesData miningCNN accuracyCancer imagesNeural networkHistopathological imagesManual inspectionSlide imagesData typesClassifier comparisonSignificant accuracyHistological imagesImage analysisSpatial similarityImagesClassifier pairsClassificationMutation classificationAccuracyMining
2002
p53 Mutations as Tumor Markers in Fine Needle Aspirates of Palpable Breast Masses
Dillon DA, Hipolito E, Zheng K, Rimm DL, Costa JC. p53 Mutations as Tumor Markers in Fine Needle Aspirates of Palpable Breast Masses. Acta Cytologica 2002, 46: 841-847. PMID: 12365217, DOI: 10.1159/000327057.Peer-Reviewed Original ResearchMeSH KeywordsAbscessAdenocarcinomaAdultAgedAged, 80 and overAmino Acid SubstitutionBiomarkers, TumorBiopsy, NeedleBreast NeoplasmsCarcinoma, Ductal, BreastCodon, TerminatorCystsDNA Mutational AnalysisDNA, NeoplasmExonsFemaleFrameshift MutationGenes, p53GenotypeHumansMiddle AgedMutationPolymorphism, Single-Stranded ConformationalRetrospective StudiesConceptsFine needle aspiratesP53 exons 5Breast massesPolymerase chain reactionNeedle aspiratesP53 mutationsSingle-strand conformational polymorphism analysisSubsequent excisional biopsyPalpable breast massesPotential diagnostic utilityDefinitive cytologic diagnosisTumor cell markersExon 5Molecular diagnostic markersExcisional biopsyBenign cytologyBreast carcinomaSuspicious cytologyRetrospective analysisCytologic diagnosisTumor markersDiagnostic criteriaBiopsy tissueMorphologic diagnosisDiagnostic utility