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Deep-learning-based reconstruction of undersampled MRI to reduce scan times: a multicentre, retrospective, cohort study.

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Title: Deep-learning-based reconstruction of undersampled MRI to reduce scan times: a multicentre, retrospective, cohort study.
Authors: Rastogi A; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Brugnara G; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Foltyn-Dumitru M; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Mahmutoglu MA; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Preetha CJ; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Kobler E; Department of Neuroradiology, University Medical Center Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany., Pflüger I; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Schell M; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Deike-Hofmann K; Department of Neuroradiology, University Medical Center Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany; German Center for Neurodegenerative Diseases, Bonn, Germany., Kessler T; Neurology Clinic, Heidelberg University Hospital, Heidelberg, Germany; Clinical Cooperation Unit Neurooncology, German Cancer Consortium within German Cancer Research Center, Heidelberg, Germany., van den Bent MJ; Brain Tumor Center at Erasmus MC Cancer Institute, Rotterdam, Netherlands., Idbaih A; Assistance Publique-Hôpitaux de Paris, Service de Neurologie 1, Hôpital Pitié-Salpêtrière, Sorbonne Université, Paris, France., Platten M; Department of Neurology, Medical Faculty Mannheim, Mannheim Center for Translational Neuroscience, University of Heidelberg, Mannheim, Germany; Clinical Cooperation Unit Neuroimmunology and Brain Tumor Immunology, German Cancer Consortium within German Cancer Research Center, Heidelberg, Germany., Brandes AA; Department of Medical Oncology, Azienda UnitàSanitaria Locale of Bologna, Bologna, Italy., Nabors B; Department of Neurology, Division of Neuro-Oncology, University of Alabama at Birmingham, Birmingham, AL, USA; O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA., Stupp R; Lou and Jean Malnati Brain Tumor Institute, Robert H Lurie Comprehensive Cancer Center, Northwestern Medicine and Northwestern University, Chicago, USA; Department of Neurological Surgery, Northwestern Medicine and Northwestern University, Chicago, USA; Department of Neurology, Northwestern Medicine and Northwestern University, Chicago, USA., Bernhardt D; Department of Radiation Oncology, School of Medicine and Klinikum rechts der Isar, Technical University of Munich, Munich, Germany., Debus J; Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany; Heidelberg Institute of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany; Heidelberg Ion-Beam Therapy Center, Heidelberg University Hospital, Heidelberg, Germany., Abdollahi A; Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany; Heidelberg Institute of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany; Heidelberg Ion-Beam Therapy Center, Heidelberg University Hospital, Heidelberg, Germany., Gorlia T; European Organization for Research and Treatment of Cancer, Brussels, Belgium., Tonn JC; Department of Neurosurgery, Ludwig-Maximilians-University, Munich, Germany; German Cancer Consortium within German Center Research Center, partner site Munich, Germany., Weller M; Department of Neurology, University Hospital and University of Zurich, Zurich, Switzerland., Maier-Hein KH; Medical Image Computing, German Cancer Research Center, Heidelberg, Germany; Pattern Analysis and Learning Group, Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany., Radbruch A; Department of Neuroradiology, University Medical Center Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany., Wick W; Neurology Clinic, Heidelberg University Hospital, Heidelberg, Germany; Clinical Cooperation Unit Neurooncology, German Cancer Consortium within German Cancer Research Center, Heidelberg, Germany., Bendszus M; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Meredig H; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Kurz FT; Division of Diagnostic and Interventional Neuroradiology, Geneva University Hospitals, Geneva, Switzerland; Department of Radiology, German Cancer Research Center, Heidelberg, Germany., Vollmuth P; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, University Medical Center Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany; Medical Image Computing, German Cancer Research Center, Heidelberg, Germany. Electronic address: p.vollmuth@dkfz-heidelberg.de.
Source: The Lancet. Oncology [Lancet Oncol] 2024 Mar; Vol. 25 (3), pp. 400-410.
Publication Type: Journal Article; Multicenter Study; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Lancet Pub. Group Country of Publication: England NLM ID: 100957246 Publication Model: Print Cited Medium: Internet ISSN: 1474-5488 (Electronic) Linking ISSN: 14702045 NLM ISO Abbreviation: Lancet Oncol Subsets: MEDLINE
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  Data: Deep-learning-based reconstruction of undersampled MRI to reduce scan times: a multicentre, retrospective, cohort study.
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  Data: <searchLink fieldCode="AU" term="%22Rastogi+A%22">Rastogi A</searchLink>; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Brugnara+G%22">Brugnara G</searchLink>; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Foltyn-Dumitru+M%22">Foltyn-Dumitru M</searchLink>; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Mahmutoglu+MA%22">Mahmutoglu MA</searchLink>; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Preetha+CJ%22">Preetha CJ</searchLink>; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Kobler+E%22">Kobler E</searchLink>; Department of Neuroradiology, University Medical Center Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany.<br /><searchLink fieldCode="AU" term="%22Pflüger+I%22">Pflüger I</searchLink>; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Schell+M%22">Schell M</searchLink>; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; 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Department of Neurology, Medical Faculty Mannheim, Mannheim Center for Translational Neuroscience, University of Heidelberg, Mannheim, Germany; Clinical Cooperation Unit Neuroimmunology and Brain Tumor Immunology, German Cancer Consortium within German Cancer Research Center, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Brandes+AA%22">Brandes AA</searchLink>; Department of Medical Oncology, Azienda UnitàSanitaria Locale of Bologna, Bologna, Italy.<br /><searchLink fieldCode="AU" term="%22Nabors+B%22">Nabors B</searchLink>; Department of Neurology, Division of Neuro-Oncology, University of Alabama at Birmingham, Birmingham, AL, USA; O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA.<br /><searchLink fieldCode="AU" term="%22Stupp+R%22">Stupp R</searchLink>; Lou and Jean Malnati Brain Tumor Institute, Robert H Lurie Comprehensive Cancer Center, Northwestern Medicine and Northwestern University, Chicago, USA; Department of Neurological Surgery, Northwestern Medicine and Northwestern University, Chicago, USA; Department of Neurology, Northwestern Medicine and Northwestern University, Chicago, USA.<br /><searchLink fieldCode="AU" term="%22Bernhardt+D%22">Bernhardt D</searchLink>; Department of Radiation Oncology, School of Medicine and Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Debus+J%22">Debus J</searchLink>; Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany; Heidelberg Institute of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany; Heidelberg Ion-Beam Therapy Center, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Abdollahi+A%22">Abdollahi A</searchLink>; Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany; Heidelberg Institute of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany; Heidelberg Ion-Beam Therapy Center, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Gorlia+T%22">Gorlia T</searchLink>; European Organization for Research and Treatment of Cancer, Brussels, Belgium.<br /><searchLink fieldCode="AU" term="%22Tonn+JC%22">Tonn JC</searchLink>; Department of Neurosurgery, Ludwig-Maximilians-University, Munich, Germany; German Cancer Consortium within German Center Research Center, partner site Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Weller+M%22">Weller M</searchLink>; Department of Neurology, University Hospital and University of Zurich, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Maier-Hein+KH%22">Maier-Hein KH</searchLink>; Medical Image Computing, German Cancer Research Center, Heidelberg, Germany; Pattern Analysis and Learning Group, Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Radbruch+A%22">Radbruch A</searchLink>; Department of Neuroradiology, University Medical Center Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany.<br /><searchLink fieldCode="AU" term="%22Wick+W%22">Wick W</searchLink>; Neurology Clinic, Heidelberg University Hospital, Heidelberg, Germany; Clinical Cooperation Unit Neurooncology, German Cancer Consortium within German Cancer Research Center, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Bendszus+M%22">Bendszus M</searchLink>; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Meredig+H%22">Meredig H</searchLink>; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Kurz+FT%22">Kurz FT</searchLink>; Division of Diagnostic and Interventional Neuroradiology, Geneva University Hospitals, Geneva, Switzerland; Department of Radiology, German Cancer Research Center, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Vollmuth+P%22">Vollmuth P</searchLink>; Division for Computational Neuroimaging, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; 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