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Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification.
Höhn, Julia; Krieghoff-Henning, Eva; Jutzi, Tanja B; von Kalle, Christof; Utikal, Jochen S; Meier, Friedegund; Gellrich, Frank F; Hobelsberger, Sarah; Hauschild, Axel; Schlager, Justin G; French, Lars; Heinzerling, Lucie; Schlaak, Max; Ghoreschi, Kamran; Hilke, Franz J; Poch, Gabriela; Kutzner, Heinz; Heppt, Markus V; Haferkamp, Sebastian; Sondermann, Wiebke; Schadendorf, Dirk; Schilling, Bastian; Goebeler, Matthias; Hekler, Achim; Fröhling, Stefan; Lipka, Daniel B; Kather, Jakob N; Krahl, Dieter; Ferrara, Gerardo; Haggenmüller, Sarah; Brinker, Titus J.
Afiliação
  • Höhn J; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases, German Cancer Research Center, Heidelberg, Germany.
  • Krieghoff-Henning E; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases, German Cancer Research Center, Heidelberg, Germany.
  • Jutzi TB; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases, German Cancer Research Center, Heidelberg, Germany.
  • von Kalle C; Department of Clinical-Translational Sciences, Charité University Medicine and Berlin Institute of Health (BIH), Berlin, Germany.
  • Utikal JS; Department of Dermatology, Heidelberg University, Mannheim, Germany; Skin Cancer Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany.
  • Meier F; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität, Dresden, Germany.
  • Gellrich FF; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität, Dresden, Germany.
  • Hobelsberger S; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität, Dresden, Germany.
  • Hauschild A; Department of Dermatology, University Hospital of Kiel, Germany.
  • Schlager JG; Department of Dermatology and Allergology, Ludwig Maximilian University of Munich, Munich, Germany.
  • French L; Department of Dermatology and Allergology, Ludwig Maximilian University of Munich, Munich, Germany.
  • Heinzerling L; Department of Dermatology and Allergology, Ludwig Maximilian University of Munich, Munich, Germany.
  • Schlaak M; Department of Dermatology, Venereology and Allergology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
  • Ghoreschi K; Department of Dermatology, Venereology and Allergology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
  • Hilke FJ; Department of Dermatology, Venereology and Allergology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
  • Poch G; Department of Dermatology, Venereology and Allergology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
  • Kutzner H; Dermatopathology Laboratory, Friedrichshafen, Germany.
  • Heppt MV; Department of Dermatology, University Hospital Erlangen, Erlangen, Germany.
  • Haferkamp S; Department of Dermatology, University Hospital Regensburg, Regensburg, Germany.
  • Sondermann W; Department of Dermatology, University Hospital Essen, Essen, Germany.
  • Schadendorf D; Department of Dermatology, University Hospital Essen, Essen, Germany.
  • Schilling B; Department of Dermatology, University Hospital Würzburg, Würzburg, Germany.
  • Goebeler M; Department of Dermatology, University Hospital Würzburg, Würzburg, Germany.
  • Hekler A; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases, German Cancer Research Center, Heidelberg, Germany.
  • Fröhling S; Section Translational Cancer Epigenomics, Division Translational Medical Oncology, German Cancer Research Center (DKFZ) & National Center for Tumor Diseases (NCT), Heidelberg, 69120, Germany.
  • Lipka DB; Section Translational Cancer Epigenomics, Division Translational Medical Oncology, German Cancer Research Center (DKFZ) & National Center for Tumor Diseases (NCT), Heidelberg, 69120, Germany.
  • Kather JN; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.
  • Krahl D; Private Laboratory of Dermatohistopathology, Mönchhofstraße 52, Heidelberg, 69120, Germany.
  • Ferrara G; Anatomic Pathology Unit, Macerata General Hospital, Macerata, Italy.
  • Haggenmüller S; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases, German Cancer Research Center, Heidelberg, Germany.
  • Brinker TJ; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases, German Cancer Research Center, Heidelberg, Germany. Electronic address: titus.brinker@dkfz.de.
Eur J Cancer ; 149: 94-101, 2021 05.
Article em En | MEDLINE | ID: mdl-33838393
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Texto completo: 1 Bases de dados: MEDLINE Assunto principal: Neoplasias Cutâneas / Interpretação de Imagem Assistida por Computador / Redes Neurais de Computação / Melanoma / Microscopia / Nevo Tipo de estudo: Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Adult / Aged / Female / Humans / Male / Middle aged País/Região como assunto: Europa Idioma: En Revista: Eur J Cancer Ano de publicação: 2021 Tipo de documento: Article País de afiliação: Alemanha
Texto completo
Adicionar na Minha BVS
Imprimir
XML
PubMed Links
Buscar no Google

Texto completo: 1 Bases de dados: MEDLINE Assunto principal: Neoplasias Cutâneas / Interpretação de Imagem Assistida por Computador / Redes Neurais de Computação / Melanoma / Microscopia / Nevo Tipo de estudo: Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Adult / Aged / Female / Humans / Male / Middle aged País/Região como assunto: Europa Idioma: En Revista: Eur J Cancer Ano de publicação: 2021 Tipo de documento: Article País de afiliação: Alemanha