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Open Access
Peer-reviewed
Research Article
A machine learning algorithm predicts molecular subtypes in pancreatic ductal adenocarcinoma with differential response to gemcitabine-based versus FOLFIRINOX chemotherapy
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Georgios Kaissis ,
Contributed equally to this work with: Georgios Kaissis, Sebastian Ziegelmayer, Fabian Lohöfer
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing
Affiliation Department of Diagnostic and Interventional Radiology, School of Medicine, Technical University of Munich, Munich, Germany
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Sebastian Ziegelmayer ,
Contributed equally to this work with: Georgios Kaissis, Sebastian Ziegelmayer, Fabian Lohöfer
Roles Formal analysis, Investigation, Software, Writing – original draft, Writing – review & editing
Affiliation Department of Diagnostic and Interventional Radiology, School of Medicine, Technical University of Munich, Munich, Germany
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Fabian Lohöfer ,
Contributed equally to this work with: Georgios Kaissis, Sebastian Ziegelmayer, Fabian Lohöfer
Roles Formal analysis, Methodology, Supervision, Writing – original draft, Writing – review & editing
Affiliation Department of Diagnostic and Interventional Radiology, School of Medicine, Technical University of Munich, Munich, Germany
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Katja Steiger,
Roles Formal analysis, Methodology, Visualization
Affiliation Department of Pathology, School of Medicine, Technical University of Munich, Munich, Germany
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Hana Algül,
Roles Project administration, Supervision
Affiliation Department of Internal Medicine II, School of Medicine, Technical University of Munich, Munich, Germany
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Alexander Muckenhuber,
Roles Formal analysis, Investigation, Methodology
Affiliation Department of Pathology, School of Medicine, Technical University of Munich, Munich, Germany
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Hsi-Yu Yen,
Roles Formal analysis, Investigation, Methodology, Visualization
Affiliation Department of Pathology, School of Medicine, Technical University of Munich, Munich, Germany
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Ernst Rummeny,
Roles Project administration, Supervision
Affiliation Department of Diagnostic and Interventional Radiology, School of Medicine, Technical University of Munich, Munich, Germany
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Helmut Friess,
Roles Project administration, Supervision
Affiliation Department of Surgery, School of Medicine, Technical University of Munich, Munich, Germany
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Roland Schmid,
Roles Project administration, Supervision
Affiliation Department of Internal Medicine II, School of Medicine, Technical University of Munich, Munich, Germany
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Wilko Weichert,
Roles Funding acquisition, Project administration, Supervision
Affiliation Department of Pathology, School of Medicine, Technical University of Munich, Munich, Germany
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Jens T. Siveke,
Roles Conceptualization, Investigation, Supervision, Validation, Writing – original draft, Writing – review & editing
Affiliations Division of Solid Tumor Translational Oncology, West German Cancer Center, University Hospital Essen, Essen, Germany, German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ), Heidelberg, Germany
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Rickmer Braren
Roles Conceptualization, Data curation, Funding acquisition, Methodology, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing
* E-mail: rbraren@tum.de
Affiliation Department of Diagnostic and Interventional Radiology, School of Medicine, Technical University of Munich, Munich, Germany
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A machine learning algorithm predicts molecular subtypes in pancreatic ductal adenocarcinoma with differential response to gemcitabine-based versus FOLFIRINOX chemotherapy
- Georgios Kaissis,
- Sebastian Ziegelmayer,
- Fabian Lohöfer,
- Katja Steiger,
- Hana Algül,
- Alexander Muckenhuber,
- Hsi-Yu Yen,
- Ernst Rummeny,
- Helmut Friess,
- Roland Schmid
- Published: October 2, 2019
- https://doi.org/10.1371/journal.pone.0218642