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HIBRID: histology-based risk-stratification with deep learning and ctDNA in colorectal cancer.

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Title: HIBRID: histology-based risk-stratification with deep learning and ctDNA in colorectal cancer.
Authors: Loeffler CML; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.; Medical Department 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; National Center for Tumor Diseases Dresden (NCT/UCC), Dresden, Germany., Bando H; Department of Data Science, National Cancer Center Hospital East, Kashiwa, Japan.; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan.; Translational Research Support Office, National Cancer Center Hospital East, Kashiwa, Japan., Sainath S; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany., Muti HS; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.; Medical Department 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; Department for Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany., Jiang X; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany., van Treeck M; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany., Reitsam NG; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.; Pathology, Faculty of Medicine, University of Augsburg, Augsburg, Germany.; Bavarian Cancer Research Center (BZKF), Augsburg, Germany., Carrero ZI; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany., Meneghetti AR; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany., Nishikawa T; Department of Data Science, National Cancer Center Hospital East, Kashiwa, Japan., Misumi T; Department of Data Science, National Cancer Center Hospital East, Kashiwa, Japan., Mishima S; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan., Kotani D; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan., Taniguchi H; Department of Clinical Oncology, Aichi Cancer Center Hospital, Nagoya, Japan., Takemasa I; Department of Surgery, Surgical Oncology and Science, Sapporo Medical University, Sapporo, Japan., Kato T; Department of Surgery, NHO Osaka National Hospital, Osaka, Japan., Oki E; Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan., Tanwei Y; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany., Durgesh W; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany., Foersch S; Institute of Pathology, University Medical Center Mainz, Mainz, Germany., Brenner H; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany., Hoffmeister M; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany., Nakamura Y; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan.; Translational Research Support Office, National Cancer Center Hospital East, Kashiwa, Japan., Yoshino T; Department of Data Science, National Cancer Center Hospital East, Kashiwa, Japan. tyoshino@east.ncc.go.jp.; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan. tyoshino@east.ncc.go.jp.; Translational Research Support Office, National Cancer Center Hospital East, Kashiwa, Japan. tyoshino@east.ncc.go.jp., Kather JN; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany. kather.jn@tu-dresden.de.; Medical Department 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany. kather.jn@tu-dresden.de.; National Center for Tumor Diseases Dresden (NCT/UCC), Dresden, Germany. kather.jn@tu-dresden.de.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany. kather.jn@tu-dresden.de.
Source: Nature communications [Nat Commun] 2025 Aug 14; Vol. 16 (1), pp. 7561. Date of Electronic Publication: 2025 Aug 14.
Publication Type: Journal Article
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: HIBRID: histology-based risk-stratification with deep learning and ctDNA in colorectal cancer.
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  Data: <searchLink fieldCode="AU" term="%22Loeffler+CML%22">Loeffler CML</searchLink>; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.; Medical Department 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; National Center for Tumor Diseases Dresden (NCT/UCC), Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Bando+H%22">Bando H</searchLink>; Department of Data Science, National Cancer Center Hospital East, Kashiwa, Japan.; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan.; Translational Research Support Office, National Cancer Center Hospital East, Kashiwa, Japan.<br /><searchLink fieldCode="AU" term="%22Sainath+S%22">Sainath S</searchLink>; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Muti+HS%22">Muti HS</searchLink>; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.; Medical Department 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.; Department for Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Jiang+X%22">Jiang X</searchLink>; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22van+Treeck+M%22">van Treeck M</searchLink>; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Reitsam+NG%22">Reitsam NG</searchLink>; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.; Pathology, Faculty of Medicine, University of Augsburg, Augsburg, Germany.; Bavarian Cancer Research Center (BZKF), Augsburg, Germany.<br /><searchLink fieldCode="AU" term="%22Carrero+ZI%22">Carrero ZI</searchLink>; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Meneghetti+AR%22">Meneghetti AR</searchLink>; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Nishikawa+T%22">Nishikawa T</searchLink>; Department of Data Science, National Cancer Center Hospital East, Kashiwa, Japan.<br /><searchLink fieldCode="AU" term="%22Misumi+T%22">Misumi T</searchLink>; Department of Data Science, National Cancer Center Hospital East, Kashiwa, Japan.<br /><searchLink fieldCode="AU" term="%22Mishima+S%22">Mishima S</searchLink>; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan.<br /><searchLink fieldCode="AU" term="%22Kotani+D%22">Kotani D</searchLink>; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan.<br /><searchLink fieldCode="AU" term="%22Taniguchi+H%22">Taniguchi H</searchLink>; Department of Clinical Oncology, Aichi Cancer Center Hospital, Nagoya, Japan.<br /><searchLink fieldCode="AU" term="%22Takemasa+I%22">Takemasa I</searchLink>; Department of Surgery, Surgical Oncology and Science, Sapporo Medical University, Sapporo, Japan.<br /><searchLink fieldCode="AU" term="%22Kato+T%22">Kato T</searchLink>; Department of Surgery, NHO Osaka National Hospital, Osaka, Japan.<br /><searchLink fieldCode="AU" term="%22Oki+E%22">Oki E</searchLink>; Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.<br /><searchLink fieldCode="AU" term="%22Tanwei+Y%22">Tanwei Y</searchLink>; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Durgesh+W%22">Durgesh W</searchLink>; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, 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="%22Brenner+H%22">Brenner H</searchLink>; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.<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="%22Nakamura+Y%22">Nakamura Y</searchLink>; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan.; Translational Research Support Office, National Cancer Center Hospital East, Kashiwa, Japan.<br /><searchLink fieldCode="AU" term="%22Yoshino+T%22">Yoshino T</searchLink>; Department of Data Science, National Cancer Center Hospital East, Kashiwa, Japan. tyoshino@east.ncc.go.jp.; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Japan. tyoshino@east.ncc.go.jp.; Translational Research Support Office, National Cancer Center Hospital East, Kashiwa, Japan. tyoshino@east.ncc.go.jp.<br /><searchLink fieldCode="AU" term="%22Kather+JN%22">Kather JN</searchLink>; Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany. kather.jn@tu-dresden.de.; Medical Department 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany. kather.jn@tu-dresden.de.; National Center for Tumor Diseases Dresden (NCT/UCC), Dresden, Germany. kather.jn@tu-dresden.de.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany. kather.jn@tu-dresden.de.
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