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Preliminary qualification of a machine learning-based assessment of the tumor immune infiltrate as a predictor of outcome in patients with hepatocellular carcinoma treated with atezolizumab plus bevacizumab.

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Title: Preliminary qualification of a machine learning-based assessment of the tumor immune infiltrate as a predictor of outcome in patients with hepatocellular carcinoma treated with atezolizumab plus bevacizumab.
Authors: Scheiner B; Imperial College London Department of Surgery and Cancer, London, UK.; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria., Lombardi P; Imperial College London Department of Surgery and Cancer, London, UK.; Phase 1 Unit, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Università Cattolica del Sacro Cuore, Rome, Italy., D'Alessio A; Imperial College London Department of Surgery and Cancer, London, UK., Kim G; Department of Pathology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea., Tafavvoghi M; Department of Cancer Genetics, Oslo University Hospital, Oslo, Norway., Petrenko O; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria.; Ukrainian Institute for Systems Biology and Medicine, 04119 Kyiv, Ukraine., Goldin RD; Imperial College London Department of Surgery and Cancer, London, UK., Fulgenzi CAM; Imperial College London Department of Surgery and Cancer, London, UK., Torkpour A; Imperial College London Department of Surgery and Cancer, London, UK., Balcar L; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria., Mauri FA; Imperial College London Department of Surgery and Cancer, London, UK., Pomej K; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria., Himmelsbach V; Department of Gastroenterology and Hepatology, University Hospital Frankfurt, Frankfurt, Germany., Barsch M; Department of Internal Medicine II, Medical Center - University of Freiburg, Freiburg, Germany., Celsa C; Gastroenterology and Hepatology Unit, Department of Health Promotion, Mother & Child Care, Internal Medicine & Medical Specialties, University of Palermo, Palermo, Italy., Cabibbo G; Gastroenterology and Hepatology Unit, Department of Health Promotion, Mother & Child Care, Internal Medicine & Medical Specialties, University of Palermo, Palermo, Italy., Cheon J; Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, South Korea., Krall A; Department of Internal Medicine, Division of Gastroenterology and Hepatology, Medical University of Graz, Graz, Steiermark, Austria., Hucke F; Internal Medicine and Gastroenterology (IMuG), Including Centralized Emergency Service (ZAE), Klinikum Klagenfurt am Wörthersee, Klagenfurt, Kärnten, Austria., Di Tommaso L; Department of Pathology, IRCCS Humanitas Research Hospital, Rozzano, Italy.; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy., Bernasconi M; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy., Rimassa L; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy.; Medical Oncology and Hematology Unit, Humanitas Cancer Center, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy., Samson A; Leeds Institute of Medical Research at St James's (LIMR), School of Medicine, Faculty of Medicine and Health, University of Leeds, St James's University Hospita, Leeds, UK., Stefanini B; Department of Medical and Surgical Sciences, Bologna University, 40138 Bologna, Italy., Mozayani B; Department of Pathology, Medical University of Vienna, Vienna, Austria., Trauner M; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria., Lackner C; Diagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria., Stauber R; Department of Internal Medicine, Division of Gastroenterology and Hepatology, Medical University of Graz, Graz, Steiermark, Austria., Vasuri F; Pathology Unit, IRCCS - Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy., Piscaglia F; Department of Medical and Surgical Sciences, Bologna University, 40138 Bologna, Italy.; Division of Internal Medicine, Hepatobiliary and Immunoallergic Diseases, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy., Bengsch B; Department of Internal Medicine II, Medical Center - University of Freiburg, Freiburg, Germany., Finkelmeier F; Department of Gastroenterology and Hepatology, University Hospital Frankfurt, Frankfurt, Germany., Peck-Radosavljevic M; Internal Medicine and Gastroenterology (IMuG), Including Centralized Emergency Service (ZAE), Klinikum Klagenfurt am Wörthersee, Klagenfurt, Kärnten, Austria., Rasmussen Busund LT; Department of Clinical Pathology, University Hospital of North Norway, Tromso, Norway., Marafioti T; Department of Histopathology, University College London Hospital, London, UK., Rahbari M; Division of Chronic Inflammation and Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany., Heikenwalder M; Division of Chronic Inflammation and Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany., Pinter M; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria., Chon HJ; Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, South Korea david.pinato@imperial.ac.uk hongjaechon@gmail.com., Rakaee M; Department of Cancer Genetics, Oslo University Hospital, Oslo, Norway.; Department of Clinical Pathology, University Hospital of North Norway, Tromso, Norway., Pinato DJ; Imperial College London Department of Surgery and Cancer, London, UK david.pinato@imperial.ac.uk hongjaechon@gmail.com.
Source: Journal for immunotherapy of cancer [J Immunother Cancer] 2025 Oct 05; Vol. 13 (10). Date of Electronic Publication: 2025 Oct 05.
Publication Type: Journal Article
Journal Info: Publisher: BMJ Publishing Group Ltd Country of Publication: England NLM ID: 101620585 Publication Model: Electronic Cited Medium: Internet ISSN: 2051-1426 (Electronic) Linking ISSN: 20511426 NLM ISO Abbreviation: J Immunother Cancer Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Preliminary qualification of a machine learning-based assessment of the tumor immune infiltrate as a predictor of outcome in patients with hepatocellular carcinoma treated with atezolizumab plus bevacizumab.
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  Data: <searchLink fieldCode="AU" term="%22Scheiner+B%22">Scheiner B</searchLink>; Imperial College London Department of Surgery and Cancer, London, UK.; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Lombardi+P%22">Lombardi P</searchLink>; Imperial College London Department of Surgery and Cancer, London, UK.; Phase 1 Unit, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Università Cattolica del Sacro Cuore, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22D'Alessio+A%22">D'Alessio A</searchLink>; Imperial College London Department of Surgery and Cancer, London, UK.<br /><searchLink fieldCode="AU" term="%22Kim+G%22">Kim G</searchLink>; Department of Pathology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Tafavvoghi+M%22">Tafavvoghi M</searchLink>; Department of Cancer Genetics, Oslo University Hospital, Oslo, Norway.<br /><searchLink fieldCode="AU" term="%22Petrenko+O%22">Petrenko O</searchLink>; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria.; Ukrainian Institute for Systems Biology and Medicine, 04119 Kyiv, Ukraine.<br /><searchLink fieldCode="AU" term="%22Goldin+RD%22">Goldin RD</searchLink>; Imperial College London Department of Surgery and Cancer, London, UK.<br /><searchLink fieldCode="AU" term="%22Fulgenzi+CAM%22">Fulgenzi CAM</searchLink>; Imperial College London Department of Surgery and Cancer, London, UK.<br /><searchLink fieldCode="AU" term="%22Torkpour+A%22">Torkpour A</searchLink>; Imperial College London Department of Surgery and Cancer, London, UK.<br /><searchLink fieldCode="AU" term="%22Balcar+L%22">Balcar L</searchLink>; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Mauri+FA%22">Mauri FA</searchLink>; Imperial College London Department of Surgery and Cancer, London, UK.<br /><searchLink fieldCode="AU" term="%22Pomej+K%22">Pomej K</searchLink>; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Himmelsbach+V%22">Himmelsbach V</searchLink>; Department of Gastroenterology and Hepatology, University Hospital Frankfurt, Frankfurt, Germany.<br /><searchLink fieldCode="AU" term="%22Barsch+M%22">Barsch M</searchLink>; Department of Internal Medicine II, Medical Center - University of Freiburg, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Celsa+C%22">Celsa C</searchLink>; Gastroenterology and Hepatology Unit, Department of Health Promotion, Mother & Child Care, Internal Medicine & Medical Specialties, University of Palermo, Palermo, Italy.<br /><searchLink fieldCode="AU" term="%22Cabibbo+G%22">Cabibbo G</searchLink>; Gastroenterology and Hepatology Unit, Department of Health Promotion, Mother & Child Care, Internal Medicine & Medical Specialties, University of Palermo, Palermo, Italy.<br /><searchLink fieldCode="AU" term="%22Cheon+J%22">Cheon J</searchLink>; Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, South Korea.<br /><searchLink fieldCode="AU" term="%22Krall+A%22">Krall A</searchLink>; Department of Internal Medicine, Division of Gastroenterology and Hepatology, Medical University of Graz, Graz, Steiermark, Austria.<br /><searchLink fieldCode="AU" term="%22Hucke+F%22">Hucke F</searchLink>; Internal Medicine and Gastroenterology (IMuG), Including Centralized Emergency Service (ZAE), Klinikum Klagenfurt am Wörthersee, Klagenfurt, Kärnten, Austria.<br /><searchLink fieldCode="AU" term="%22Di+Tommaso+L%22">Di Tommaso L</searchLink>; Department of Pathology, IRCCS Humanitas Research Hospital, Rozzano, Italy.; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Bernasconi+M%22">Bernasconi M</searchLink>; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Rimassa+L%22">Rimassa L</searchLink>; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy.; Medical Oncology and Hematology Unit, Humanitas Cancer Center, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Samson+A%22">Samson A</searchLink>; Leeds Institute of Medical Research at St James's (LIMR), School of Medicine, Faculty of Medicine and Health, University of Leeds, St James's University Hospita, Leeds, UK.<br /><searchLink fieldCode="AU" term="%22Stefanini+B%22">Stefanini B</searchLink>; Department of Medical and Surgical Sciences, Bologna University, 40138 Bologna, Italy.<br /><searchLink fieldCode="AU" term="%22Mozayani+B%22">Mozayani B</searchLink>; Department of Pathology, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Trauner+M%22">Trauner M</searchLink>; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Lackner+C%22">Lackner C</searchLink>; Diagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria.<br /><searchLink fieldCode="AU" term="%22Stauber+R%22">Stauber R</searchLink>; Department of Internal Medicine, Division of Gastroenterology and Hepatology, Medical University of Graz, Graz, Steiermark, Austria.<br /><searchLink fieldCode="AU" term="%22Vasuri+F%22">Vasuri F</searchLink>; Pathology Unit, IRCCS - Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.<br /><searchLink fieldCode="AU" term="%22Piscaglia+F%22">Piscaglia F</searchLink>; Department of Medical and Surgical Sciences, Bologna University, 40138 Bologna, Italy.; Division of Internal Medicine, Hepatobiliary and Immunoallergic Diseases, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.<br /><searchLink fieldCode="AU" term="%22Bengsch+B%22">Bengsch B</searchLink>; Department of Internal Medicine II, Medical Center - University of Freiburg, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Finkelmeier+F%22">Finkelmeier F</searchLink>; Department of Gastroenterology and Hepatology, University Hospital Frankfurt, Frankfurt, Germany.<br /><searchLink fieldCode="AU" term="%22Peck-Radosavljevic+M%22">Peck-Radosavljevic M</searchLink>; Internal Medicine and Gastroenterology (IMuG), Including Centralized Emergency Service (ZAE), Klinikum Klagenfurt am Wörthersee, Klagenfurt, Kärnten, Austria.<br /><searchLink fieldCode="AU" term="%22Rasmussen+Busund+LT%22">Rasmussen Busund LT</searchLink>; Department of Clinical Pathology, University Hospital of North Norway, Tromso, Norway.<br /><searchLink fieldCode="AU" term="%22Marafioti+T%22">Marafioti T</searchLink>; Department of Histopathology, University College London Hospital, London, UK.<br /><searchLink fieldCode="AU" term="%22Rahbari+M%22">Rahbari M</searchLink>; Division of Chronic Inflammation and Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Heikenwalder+M%22">Heikenwalder M</searchLink>; Division of Chronic Inflammation and Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Pinter+M%22">Pinter M</searchLink>; Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Chon+HJ%22">Chon HJ</searchLink>; Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, South Korea david.pinato@imperial.ac.uk hongjaechon@gmail.com.<br /><searchLink fieldCode="AU" term="%22Rakaee+M%22">Rakaee M</searchLink>; Department of Cancer Genetics, Oslo University Hospital, Oslo, Norway.; Department of Clinical Pathology, University Hospital of North Norway, Tromso, Norway.<br /><searchLink fieldCode="AU" term="%22Pinato+DJ%22">Pinato DJ</searchLink>; Imperial College London Department of Surgery and Cancer, London, UK david.pinato@imperial.ac.uk hongjaechon@gmail.com.
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