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Prognostic model for pancreatic cancer based on machine learning of routine slides and transcriptomic tumor analysis.

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Title: Prognostic model for pancreatic cancer based on machine learning of routine slides and transcriptomic tumor analysis.
Authors: Takamatsu M; Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan. manabu.takamatsu@jfcr.or.jp.; Department of Pathology, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan. manabu.takamatsu@jfcr.or.jp., Tanaka M; Department of Pathology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Masugi Y; Department of Pathology, Keio University School of Medicine, Tokyo, Japan.; Department of Pathology, Tokai University School of Medicine, Kanagawa, Japan., Inoue Y; Division of Hepatobiliary and Pancreatic Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan., Nagano H; Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan., Le TN; Department of Pathology, University Medical Center Ho Chi Minh City, Ho Chi Minh City, Vietnam., Nishida K; Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan.; Department of Pathology, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan., Sawa Y; Division of Hepatobiliary and Pancreatic Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan., Sugiura K; Division of Hepatobiliary and Pancreatic Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan., Kawaguchi Y; Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Kazami Y; Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Nakai Y; Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.; Department of Internal Medicine, Institute of Gastroenterology, Tokyo Women's Medical University, Tokyo, Japan., Hamada T; Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. hamada-tky@umin.ac.jp.; Department of Hepato-Biliary-Pancreatic Medicine, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan. hamada-tky@umin.ac.jp., Suzuki T; Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Hara K; Department of Pathology, Keio University School of Medicine, Tokyo, Japan., Kurebayashi Y; Department of Pathology, Keio University School of Medicine, Tokyo, Japan., Takeda T; Department of Hepato-Biliary-Pancreatic Medicine, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan., Sasahira N; Department of Hepato-Biliary-Pancreatic Medicine, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan., Uematsu Y; Department of Surgery, Keio University School of Medicine, Tokyo, Japan., Uemura S; Department of Surgery, Keio University School of Medicine, Tokyo, Japan., Fujishiro M; Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Hasegawa K; Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Kitago M; Department of Surgery, Keio University School of Medicine, Tokyo, Japan., Takahashi Y; Division of Hepatobiliary and Pancreatic Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan., Sekine S; Department of Pathology, Keio University School of Medicine, Tokyo, Japan., Ushiku T; Department of Pathology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Takeuchi K; Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan.; Department of Pathology, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.; Pathology Project for Molecular Targets, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan.
Corporate Authors: GTK Pancreatic Cancer Study Group in Japan
Source: British journal of cancer [Br J Cancer] 2026 Mar; Vol. 134 (6), pp. 849-859. Date of Electronic Publication: 2026 Jan 08.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group on behalf of Cancer Research UK Country of Publication: England NLM ID: 0370635 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1532-1827 (Electronic) Linking ISSN: 00070920 NLM ISO Abbreviation: Br J Cancer Subsets: MEDLINE
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  Data: Prognostic model for pancreatic cancer based on machine learning of routine slides and transcriptomic tumor analysis.
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  Data: <searchLink fieldCode="AU" term="%22Takamatsu+M%22">Takamatsu M</searchLink>; Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan. manabu.takamatsu@jfcr.or.jp.; Department of Pathology, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan. manabu.takamatsu@jfcr.or.jp.<br /><searchLink fieldCode="AU" term="%22Tanaka+M%22">Tanaka M</searchLink>; Department of Pathology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Masugi+Y%22">Masugi Y</searchLink>; Department of Pathology, Keio University School of Medicine, Tokyo, Japan.; Department of Pathology, Tokai University School of Medicine, Kanagawa, Japan.<br /><searchLink fieldCode="AU" term="%22Inoue+Y%22">Inoue Y</searchLink>; Division of Hepatobiliary and Pancreatic Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Nagano+H%22">Nagano H</searchLink>; Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Le+TN%22">Le TN</searchLink>; Department of Pathology, University Medical Center Ho Chi Minh City, Ho Chi Minh City, Vietnam.<br /><searchLink fieldCode="AU" term="%22Nishida+K%22">Nishida K</searchLink>; Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan.; Department of Pathology, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Sawa+Y%22">Sawa Y</searchLink>; Division of Hepatobiliary and Pancreatic Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Sugiura+K%22">Sugiura K</searchLink>; Division of Hepatobiliary and Pancreatic Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Kawaguchi+Y%22">Kawaguchi Y</searchLink>; Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Kazami+Y%22">Kazami Y</searchLink>; Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Nakai+Y%22">Nakai Y</searchLink>; Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.; Department of Internal Medicine, Institute of Gastroenterology, Tokyo Women's Medical University, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Hamada+T%22">Hamada T</searchLink>; Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. hamada-tky@umin.ac.jp.; Department of Hepato-Biliary-Pancreatic Medicine, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan. hamada-tky@umin.ac.jp.<br /><searchLink fieldCode="AU" term="%22Suzuki+T%22">Suzuki T</searchLink>; Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Hara+K%22">Hara K</searchLink>; Department of Pathology, Keio University School of Medicine, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Kurebayashi+Y%22">Kurebayashi Y</searchLink>; Department of Pathology, Keio University School of Medicine, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Takeda+T%22">Takeda T</searchLink>; Department of Hepato-Biliary-Pancreatic Medicine, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Sasahira+N%22">Sasahira N</searchLink>; Department of Hepato-Biliary-Pancreatic Medicine, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Uematsu+Y%22">Uematsu Y</searchLink>; Department of Surgery, Keio University School of Medicine, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Uemura+S%22">Uemura S</searchLink>; Department of Surgery, Keio University School of Medicine, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Fujishiro+M%22">Fujishiro M</searchLink>; Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Hasegawa+K%22">Hasegawa K</searchLink>; Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Kitago+M%22">Kitago M</searchLink>; Department of Surgery, Keio University School of Medicine, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Takahashi+Y%22">Takahashi Y</searchLink>; Division of Hepatobiliary and Pancreatic Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Sekine+S%22">Sekine S</searchLink>; Department of Pathology, Keio University School of Medicine, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Ushiku+T%22">Ushiku T</searchLink>; Department of Pathology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Takeuchi+K%22">Takeuchi K</searchLink>; Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan.; Department of Pathology, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.; Pathology Project for Molecular Targets, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan.
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