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A deep learning framework for efficient pathology image analysis.

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Title: A deep learning framework for efficient pathology image analysis.
Authors: Neidlinger P; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Lenz T; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Foersch S; Institute of Pathology, University Medical Center Mainz, Mainz, Germany., Loeffler CML; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; National Center for Tumor Diseases Dresden (NCT/UCC), Dresden, Germany., Clusmann J; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany., Gustav M; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Shaktah LA; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Langer R; Institute of Pathology and Molecular Pathology, Kepler University Hospital, Johannes Kepler University Linz, Linz, Austria., Dislich B; Institute of Tissue Medicine and Pathology, University of Bern, Bern, Switzerland., Boardman LA; Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, USA., French AJ; Division of Laboratory Genetics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA., Goode EL; Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA., Gsur A; Center for Cancer Research, Medical University of Vienna, Vienna, Austria., Brezina S; Center for Cancer Research, Medical University of Vienna, Vienna, Austria., Gunter MJ; Nutrition and Metabolism Branch, International Agency for Research on Cancer, World Health Organization, Lyon, France.; Cancer Epidemiology and Prevention Research Unit, School of Public Health, Imperial College London, London, UK., Steinfelder R; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA., Behrens HM; Department of Pathology, University Hospital Schleswig-Holstein, Kiel, Germany., Röcken C; Department of Pathology, University Hospital Schleswig-Holstein, Kiel, Germany., Harrison T; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, WA, USA., Peters U; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, WA, USA., Phipps AI; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, WA, USA., Curigliano G; Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS, Milan, Italy.; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy., Fusco N; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy.; Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy., Marra A; Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS, Milan, Italy., Hoffmeister M; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany., Brenner H; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany., Kather JN; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany. jakob-nikolas.kather@alumni.dkfz.de.; Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany. 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.; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK. jakob-nikolas.kather@alumni.dkfz.de.
Source: Nature communications [Nat Commun] 2026 Jul 01; Vol. 17 (1). Date of Electronic Publication: 2026 Jul 01.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't; Research Support, N.I.H., Extramural
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A deep learning framework for efficient pathology image analysis.
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  Data: <searchLink fieldCode="AU" term="%22Neidlinger+P%22">Neidlinger P</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Lenz+T%22">Lenz T</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, 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="%22Loeffler+CML%22">Loeffler CML</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; National Center for Tumor Diseases Dresden (NCT/UCC), Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Clusmann+J%22">Clusmann J</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Gustav+M%22">Gustav M</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Shaktah+LA%22">Shaktah LA</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Langer+R%22">Langer R</searchLink>; 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 Tissue Medicine and Pathology, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Boardman+LA%22">Boardman LA</searchLink>; Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, USA.<br /><searchLink fieldCode="AU" term="%22French+AJ%22">French AJ</searchLink>; Division of Laboratory Genetics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA.<br /><searchLink fieldCode="AU" term="%22Goode+EL%22">Goode EL</searchLink>; Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA.<br /><searchLink fieldCode="AU" term="%22Gsur+A%22">Gsur A</searchLink>; Center for Cancer Research, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Brezina+S%22">Brezina S</searchLink>; Center for Cancer Research, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Gunter+MJ%22">Gunter MJ</searchLink>; Nutrition and Metabolism Branch, International Agency for Research on Cancer, World Health Organization, Lyon, France.; Cancer Epidemiology and Prevention Research Unit, School of Public Health, Imperial College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Steinfelder+R%22">Steinfelder R</searchLink>; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Behrens+HM%22">Behrens HM</searchLink>; Department of Pathology, University Hospital Schleswig-Holstein, Kiel, Germany.<br /><searchLink fieldCode="AU" term="%22Röcken+C%22">Röcken C</searchLink>; Department of Pathology, University Hospital Schleswig-Holstein, Kiel, Germany.<br /><searchLink fieldCode="AU" term="%22Harrison+T%22">Harrison T</searchLink>; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Peters+U%22">Peters U</searchLink>; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Phipps+AI%22">Phipps AI</searchLink>; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Curigliano+G%22">Curigliano G</searchLink>; Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS, Milan, Italy.; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Fusco+N%22">Fusco N</searchLink>; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy.; Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Marra+A%22">Marra A</searchLink>; Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Hoffmeister+M%22">Hoffmeister M</searchLink>; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Brenner+H%22">Brenner H</searchLink>; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Kather+JN%22">Kather JN</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany. jakob-nikolas.kather@alumni.dkfz.de.; Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany. 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.; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK. jakob-nikolas.kather@alumni.dkfz.de.
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