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Direct prediction of genetic aberrations from pathology images in gastric cancer with swarm learning.

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Title: Direct prediction of genetic aberrations from pathology images in gastric cancer with swarm learning.
Authors: Saldanha OL; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany., Muti HS; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany., Grabsch HI; Pathology and GROW School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, The Netherlands.; Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK., Langer R; Institute of Pathology, Inselspital, University of Bern, Bern, Switzerland.; Institute of Pathology and Molecular Pathology, Kepler University Hospital, Johannes Kepler University Linz, Linz, Austria., Dislich B; Institute of Pathology, Inselspital, University of Bern, Bern, Switzerland., Kohlruss M; Institute of Pathology, TUM School of Medicine, Technical University of Munich, Munich, Germany., Keller G; Institute of Pathology, TUM School of Medicine, Technical University of Munich, Munich, Germany., van Treeck M; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany., Hewitt KJ; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany., Kolbinger FR; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany.; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany., Veldhuizen GP; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany., Boor P; Institute of Pathology, University Hospital RWTH Aachen, 52074, Aachen, Germany.; Department of Nephrology and Immunology, University Hospital RWTH Aachen, 52074, Aachen, Germany., Foersch S; Institute of Pathology, University Medical Center Mainz, Mainz, Germany., Truhn D; Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany., Kather JN; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany. jakob-nikolas.kather@alumni.dkfz.de.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany. jakob-nikolas.kather@alumni.dkfz.de.; Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK. jakob-nikolas.kather@alumni.dkfz.de.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany. jakob-nikolas.kather@alumni.dkfz.de.; Department of Medicine 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany. jakob-nikolas.kather@alumni.dkfz.de.
Source: Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association [Gastric Cancer] 2023 Mar; Vol. 26 (2), pp. 264-274. Date of Electronic Publication: 2022 Oct 20.
Publication Type: Journal Article
Journal Info: Publisher: Springer-Verlag Tokyo Country of Publication: Japan NLM ID: 100886238 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1436-3305 (Electronic) Linking ISSN: 14363291 NLM ISO Abbreviation: Gastric Cancer Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Direct prediction of genetic aberrations from pathology images in gastric cancer with swarm learning.
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  Data: <searchLink fieldCode="AU" term="%22Saldanha+OL%22">Saldanha OL</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Muti+HS%22">Muti HS</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Grabsch+HI%22">Grabsch HI</searchLink>; Pathology and GROW School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, The Netherlands.; Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK.<br /><searchLink fieldCode="AU" term="%22Langer+R%22">Langer R</searchLink>; Institute of Pathology, Inselspital, University of Bern, Bern, Switzerland.; Institute of Pathology and Molecular Pathology, Kepler University Hospital, Johannes Kepler University Linz, Linz, Austria.<br /><searchLink fieldCode="AU" term="%22Dislich+B%22">Dislich B</searchLink>; Institute of Pathology, Inselspital, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Kohlruss+M%22">Kohlruss M</searchLink>; Institute of Pathology, TUM School of Medicine, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Keller+G%22">Keller G</searchLink>; Institute of Pathology, TUM School of Medicine, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22van+Treeck+M%22">van Treeck M</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Hewitt+KJ%22">Hewitt KJ</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Kolbinger+FR%22">Kolbinger FR</searchLink>; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany.; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Veldhuizen+GP%22">Veldhuizen GP</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Boor+P%22">Boor P</searchLink>; Institute of Pathology, University Hospital RWTH Aachen, 52074, Aachen, Germany.; Department of Nephrology and Immunology, University Hospital RWTH Aachen, 52074, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Foersch+S%22">Foersch S</searchLink>; Institute of Pathology, University Medical Center Mainz, Mainz, Germany.<br /><searchLink fieldCode="AU" term="%22Truhn+D%22">Truhn D</searchLink>; Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Kather+JN%22">Kather JN</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany. jakob-nikolas.kather@alumni.dkfz.de.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Fetscherstrasse 74, 01307, Dresden, Germany. jakob-nikolas.kather@alumni.dkfz.de.; Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK. jakob-nikolas.kather@alumni.dkfz.de.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany. jakob-nikolas.kather@alumni.dkfz.de.; Department of Medicine 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany. jakob-nikolas.kather@alumni.dkfz.de.
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