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Open Access
Peer-reviewed
Research Article
Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study
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Jakob Nikolas Kather ,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing
* E-mail: jakob.kather@nct-heidelberg.de
Affiliations Department of Medical Oncology and Internal Medicine VI, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany, German Cancer Consortium (DKTK), Heidelberg, Germany, Applied Tumor Immunity, German Cancer Research Center (DKFZ), Heidelberg, Germany, Division of Gastroenterology, Hepatology and Hepatobiliary Oncology, University Hospital RWTH Aachen, Aachen, Germany
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Johannes Krisam,
Roles Formal analysis, Methodology, Resources, Software, Supervision, Validation, Writing – original draft
Affiliation Institute of Medical Biometry and Informatics, University Hospital Heidelberg, Heidelberg, Germany
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Pornpimol Charoentong,
Roles Data curation, Formal analysis, Investigation, Methodology, Writing – original draft
Affiliations Department of Medical Oncology and Internal Medicine VI, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany, Applied Tumor Immunity, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Tom Luedde,
Roles Conceptualization, Resources, Supervision, Writing – original draft
Affiliation Division of Gastroenterology, Hepatology and Hepatobiliary Oncology, University Hospital RWTH Aachen, Aachen, Germany
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Esther Herpel,
Roles Data curation, Project administration, Resources, Supervision, Writing – original draft
Affiliations Institute of Pathology, Heidelberg University, Heidelberg, Germany, Tissue Bank of the National Center for Tumor Diseases (NCT), Heidelberg, Germany
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Cleo-Aron Weis,
Roles Conceptualization, Data curation, Methodology, Resources, Writing – original draft
Affiliation Institute of Pathology, University Medical Center Mannheim, Mannheim, Germany
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Timo Gaiser,
Roles Data curation, Formal analysis, Methodology, Resources, Writing – original draft
Affiliation Institute of Pathology, University Medical Center Mannheim, Mannheim, Germany
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Alexander Marx,
Roles Conceptualization, Methodology, Resources, Supervision, Writing – original draft
Affiliation Institute of Pathology, University Medical Center Mannheim, Mannheim, Germany
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Nektarios A. Valous,
Roles Formal analysis, Investigation, Resources, Supervision, Writing – original draft
Affiliations Department of Medical Oncology and Internal Medicine VI, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany, Applied Tumor Immunity, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Dyke Ferber,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Writing – original draft
Affiliations Department of Medical Oncology and Internal Medicine VI, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany, Applied Tumor Immunity, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Lina Jansen,
Roles Data curation, Methodology, Project administration, Resources, Writing – original draft
Affiliation Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Constantino Carlos Reyes-Aldasoro,
Roles Conceptualization, Formal analysis, Methodology, Resources, Validation, Writing – original draft
Affiliation Department of Electrical Engineering, City, University of London, London, United Kingdom
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Inka Zörnig,
Roles Data curation, Methodology, Project administration, Resources, Writing – original draft
Affiliations Department of Medical Oncology and Internal Medicine VI, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany, Applied Tumor Immunity, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Dirk Jäger,
Roles Conceptualization, Funding acquisition, Supervision, Writing – original draft
Affiliations Department of Medical Oncology and Internal Medicine VI, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany, German Cancer Consortium (DKTK), Heidelberg, Germany, Applied Tumor Immunity, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Hermann Brenner,
Roles Conceptualization, Data curation, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing – original draft
Affiliations German Cancer Consortium (DKTK), Heidelberg, Germany, Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany, Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany
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Jenny Chang-Claude,
Roles Conceptualization, Data curation, Funding acquisition, Methodology, Project administration, Supervision, Validation, Writing – original draft
Affiliation Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Michael Hoffmeister,
Roles Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing – original draft
Affiliation Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Niels Halama
Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Resources, Supervision, Validation, Writing – original draft, Writing – review & editing
Affiliations Department of Medical Oncology and Internal Medicine VI, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany, German Cancer Consortium (DKTK), Heidelberg, Germany, Applied Tumor Immunity, German Cancer Research Center (DKFZ), Heidelberg, Germany, Translational Immunotherapy, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study
- Jakob Nikolas Kather,
- Johannes Krisam,
- Pornpimol Charoentong,
- Tom Luedde,
- Esther Herpel,
- Cleo-Aron Weis,
- Timo Gaiser,
- Alexander Marx,
- Nektarios A. Valous,
- Dyke Ferber
- Published: January 24, 2019
- https://doi.org/10.1371/journal.pmed.1002730