An A.I. classifier derived from 4D radiomics of dynamic contrast-enhanced breast MRI data: potential to avoid unnecessary breast biopsies.

Pötsch, Nina; Dietzel, Matthias; Kapetas, Panagiotis; Clauser, Paola; Pinker, Katja; Ellmann, Stephan; Uder, Michael; Helbich, Thomas; Baltzer, Pascal A T

Pötsch, Nina; Dietzel, Matthias; Kapetas, Panagiotis; Clauser, Paola; Pinker, Katja; Ellmann, Stephan; Uder, Michael; Helbich, Thomas; Baltzer, Pascal A T.

Afiliação

Pötsch N; Department of Biomedical Imaging and Image Guided Therapy, Medical University of Vienna, Waehringerguertel 18-20, 1090, Vienna, Austria.
Dietzel M; Institute of Radiology, Erlangen University Hospital, Maximiliansplatz 2, 91054, Erlangen, Germany.
Kapetas P; Department of Biomedical Imaging and Image Guided Therapy, Medical University of Vienna, Waehringerguertel 18-20, 1090, Vienna, Austria.
Clauser P; Department of Biomedical Imaging and Image Guided Therapy, Medical University of Vienna, Waehringerguertel 18-20, 1090, Vienna, Austria.
Pinker K; Department of Radiology, Breast Imaging Service, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA.
Ellmann S; Institute of Radiology, Erlangen University Hospital, Maximiliansplatz 2, 91054, Erlangen, Germany.
Uder M; Institute of Radiology, Erlangen University Hospital, Maximiliansplatz 2, 91054, Erlangen, Germany.
Helbich T; Department of Biomedical Imaging and Image Guided Therapy, Medical University of Vienna, Waehringerguertel 18-20, 1090, Vienna, Austria.
Baltzer PAT; Department of Biomedical Imaging and Image Guided Therapy, Medical University of Vienna, Waehringerguertel 18-20, 1090, Vienna, Austria. pascal.baltzer@meduniwien.ac.at.

Eur Radiol ; 31(8): 5866-5876, 2021 Aug.

Article em En | MEDLINE | ID: mdl-33744990

Assuntos

Neoplasias da Mama; Imageamento por Ressonância Magnética; Adolescente; Adulto; Idoso; Idoso de 80 Anos ou mais; Biópsia; Mama/diagnóstico por imagem; Neoplasias da Mama/diagnóstico por imagem; Meios de Contraste; Feminino; Humanos; Pessoa de Meia-Idade; Curva ROC; Estudos Retrospectivos; Sensibilidade e Especificidade; Adulto Jovem

Palavras-chave

Breast MRI; Breast biopsies; Breast cancer; Neural network; Principal component analysis

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Mama / Imageamento por Ressonância Magnética Tipo de estudo: Diagnostic_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Adolescent / Adult / Aged / Aged80 / Female / Humans / Middle aged Idioma: En Ano de publicação: 2021 Tipo de documento: Article

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