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Radiomics Quality Score 2.0: towards radiomics readiness levels and clinical translation for personalized medicine.

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Title: Radiomics Quality Score 2.0: towards radiomics readiness levels and clinical translation for personalized medicine.
Authors: Lambin P; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands. philippe.lambin@maastrichtuniversity.nl.; Department of Radiology and Nuclear Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, Netherlands. philippe.lambin@maastrichtuniversity.nl., Woodruff HC; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.; Department of Radiology and Nuclear Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, Netherlands., Mali SA; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands., Zhong X; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Kuang S; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands., Lavrova E; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.; GIGA Cyclotrone Research Center, University of Liège, Liège, Belgium., Khan H; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.; University MS Center, Biomedical Research Institute (BIOMED) & Data Science Institute (DSI), Hasselt University, Diepenbeek, Belgium., Lekadir K; Departament de Matemàtiques i Informàtica, Universitat de Barcelona, Barcelona, Spain.; Institució Catalana de Recerca i Estudis Avançats, Barcelona, Spain., Zwanenburg A; OncoRay - National Center for Radiation Research in Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany.; National Center for Tumour Diseases, NCT/UCC Dresden, Dresden, Germany.; German Cancer Research Center, Heidelberg, Germany., Deasy J; Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA., Bobowicz M; 2nd Division of Radiology, Medical University of Gdansk, Gdansk, Poland., Marti-Bonmati L; La Fe Health Research Institute, Biomedical Imaging Research Group and Imaging La Fe node, Distributed Network for Biomedical Imaging Unique Scientific and Technical Infra-structures, Valencia, Spain., Maidment A; Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA., Dumontier M; Department of Advanced Computing Sciences, Institute of Data Science, Maastricht University, Maastricht, Netherlands., Kinahan PE; Department of Bioengineering, University of Washington, Seattle, WA, USA.; Department of Radiology, University of Washington, Seattle, WA, USA., Nobel JM; Department of Radiology and Nuclear Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, Netherlands.; Department of Radiology and Nuclear Medicine, Care and Public Health Research Institute, Maastricht University Medical Center+, Maastricht, Netherlands., Amirrajab S; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands., Salahuddin Z; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.
Source: Nature reviews. Clinical oncology [Nat Rev Clin Oncol] 2025 Nov; Vol. 22 (11), pp. 831-846. Date of Electronic Publication: 2025 Sep 03.
Publication Type: Journal Article; Review
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101500077 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1759-4782 (Electronic) Linking ISSN: 17594774 NLM ISO Abbreviation: Nat Rev Clin Oncol Subsets: MEDLINE
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  Data: Radiomics Quality Score 2.0: towards radiomics readiness levels and clinical translation for personalized medicine.
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  Data: <searchLink fieldCode="AU" term="%22Lambin+P%22">Lambin P</searchLink>; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands. philippe.lambin@maastrichtuniversity.nl.; Department of Radiology and Nuclear Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, Netherlands. philippe.lambin@maastrichtuniversity.nl.<br /><searchLink fieldCode="AU" term="%22Woodruff+HC%22">Woodruff HC</searchLink>; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.; Department of Radiology and Nuclear Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, Netherlands.<br /><searchLink fieldCode="AU" term="%22Mali+SA%22">Mali SA</searchLink>; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.<br /><searchLink fieldCode="AU" term="%22Zhong+X%22">Zhong X</searchLink>; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Kuang+S%22">Kuang S</searchLink>; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.<br /><searchLink fieldCode="AU" term="%22Lavrova+E%22">Lavrova E</searchLink>; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.; GIGA Cyclotrone Research Center, University of Liège, Liège, Belgium.<br /><searchLink fieldCode="AU" term="%22Khan+H%22">Khan H</searchLink>; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.; University MS Center, Biomedical Research Institute (BIOMED) & Data Science Institute (DSI), Hasselt University, Diepenbeek, Belgium.<br /><searchLink fieldCode="AU" term="%22Lekadir+K%22">Lekadir K</searchLink>; Departament de Matemàtiques i Informàtica, Universitat de Barcelona, Barcelona, Spain.; Institució Catalana de Recerca i Estudis Avançats, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Zwanenburg+A%22">Zwanenburg A</searchLink>; OncoRay - National Center for Radiation Research in Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany.; National Center for Tumour Diseases, NCT/UCC Dresden, Dresden, Germany.; German Cancer Research Center, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Deasy+J%22">Deasy J</searchLink>; Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Bobowicz+M%22">Bobowicz M</searchLink>; 2nd Division of Radiology, Medical University of Gdansk, Gdansk, Poland.<br /><searchLink fieldCode="AU" term="%22Marti-Bonmati+L%22">Marti-Bonmati L</searchLink>; La Fe Health Research Institute, Biomedical Imaging Research Group and Imaging La Fe node, Distributed Network for Biomedical Imaging Unique Scientific and Technical Infra-structures, Valencia, Spain.<br /><searchLink fieldCode="AU" term="%22Maidment+A%22">Maidment A</searchLink>; Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22Dumontier+M%22">Dumontier M</searchLink>; Department of Advanced Computing Sciences, Institute of Data Science, Maastricht University, Maastricht, Netherlands.<br /><searchLink fieldCode="AU" term="%22Kinahan+PE%22">Kinahan PE</searchLink>; Department of Bioengineering, University of Washington, Seattle, WA, USA.; Department of Radiology, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Nobel+JM%22">Nobel JM</searchLink>; Department of Radiology and Nuclear Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, Netherlands.; Department of Radiology and Nuclear Medicine, Care and Public Health Research Institute, Maastricht University Medical Center+, Maastricht, Netherlands.<br /><searchLink fieldCode="AU" term="%22Amirrajab+S%22">Amirrajab S</searchLink>; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.<br /><searchLink fieldCode="AU" term="%22Salahuddin+Z%22">Salahuddin Z</searchLink>; The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands.
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  Data: <searchLink fieldCode="JN" term="%22101500077%22">Nature reviews. Clinical oncology</searchLink> [Nat Rev Clin Oncol] 2025 Nov; Vol. 22 (11), pp. 831-846. <i>Date of Electronic Publication: </i>2025 Sep 03.
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