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A pre-trained foundation model framework for multiplanar MRI classification of extramural vascular invasion and mesorectal fascia invasion in rectal cancer.

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Title: A pre-trained foundation model framework for multiplanar MRI classification of extramural vascular invasion and mesorectal fascia invasion in rectal cancer.
Authors: Zhang Y; The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands., Mali SA; The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands., Khan D; The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands., Amirrajab S; The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands., Ibor-Crespo E; Research & Frontiers in AI Department, Quantitative Imaging Biomarkers in Medicine, Quibim SL, Valencia, Spain., Jimenez-Pastor A; Research & Frontiers in AI Department, Quantitative Imaging Biomarkers in Medicine, Quibim SL, Valencia, Spain., Ribas G; Biomedical Imaging Research Group, La Fe Health Research Institute, Valencia, Spain., Flor-Arnal S; Biomedical Imaging Research Group, La Fe Health Research Institute, Valencia, Spain., Zerunian M; Radiology Unit, Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea Hospital, Rome, Italy., Aubé C; Laboratoire HIFIH, Université d'Angers, SFR ICAT 4208, Angers, France.; Department of Radiology, CHU Angers, Angers, France., Martí-Bonmatí L; Biomedical Imaging Research Group, La Fe Health Research Institute, Valencia, Spain.; Medical Imaging Department, La Fe University and Polytechnic Hospital, Valencia, Spain., Salahuddin Z; The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands., Lambin P; The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands. philippe.lambin@maastrichtuniversity.nl.; Department of Radiology and Nuclear Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands. philippe.lambin@maastrichtuniversity.nl.
Source: Insights into imaging [Insights Imaging] 2026 May 22; Vol. 17 (1). Date of Electronic Publication: 2026 May 22.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: Germany NLM ID: 101532453 Publication Model: Electronic Cited Medium: Print ISSN: 1869-4101 (Print) Linking ISSN: 18694101 NLM ISO Abbreviation: Insights Imaging Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: A pre-trained foundation model framework for multiplanar MRI classification of extramural vascular invasion and mesorectal fascia invasion in rectal cancer.
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  Data: <searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The 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, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Khan+D%22">Khan D</searchLink>; The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The 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, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Ibor-Crespo+E%22">Ibor-Crespo E</searchLink>; Research & Frontiers in AI Department, Quantitative Imaging Biomarkers in Medicine, Quibim SL, Valencia, Spain.<br /><searchLink fieldCode="AU" term="%22Jimenez-Pastor+A%22">Jimenez-Pastor A</searchLink>; Research & Frontiers in AI Department, Quantitative Imaging Biomarkers in Medicine, Quibim SL, Valencia, Spain.<br /><searchLink fieldCode="AU" term="%22Ribas+G%22">Ribas G</searchLink>; Biomedical Imaging Research Group, La Fe Health Research Institute, Valencia, Spain.<br /><searchLink fieldCode="AU" term="%22Flor-Arnal+S%22">Flor-Arnal S</searchLink>; Biomedical Imaging Research Group, La Fe Health Research Institute, Valencia, Spain.<br /><searchLink fieldCode="AU" term="%22Zerunian+M%22">Zerunian M</searchLink>; Radiology Unit, Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Aubé+C%22">Aubé C</searchLink>; Laboratoire HIFIH, Université d'Angers, SFR ICAT 4208, Angers, France.; Department of Radiology, CHU Angers, Angers, France.<br /><searchLink fieldCode="AU" term="%22Martí-Bonmatí+L%22">Martí-Bonmatí L</searchLink>; Biomedical Imaging Research Group, La Fe Health Research Institute, Valencia, Spain.; Medical Imaging Department, La Fe University and Polytechnic Hospital, Valencia, Spain.<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, The Netherlands.<br /><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, The Netherlands. philippe.lambin@maastrichtuniversity.nl.; Department of Radiology and Nuclear Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands. philippe.lambin@maastrichtuniversity.nl.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>101532453 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>1869-4101 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2218694101%22">18694101 </searchLink><i>NLM ISO Abbreviation: </i>Insights Imaging <i>Subsets: </i>PubMed not MEDLINE
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              Text: 2026 May 22
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