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Sammer MBK, Akbari YS, Barth RA, Blumer SL, Dillman JR, Farmakis SG, Frush DP, Gokli A, Halabi SS, Iyer R, Joshi A, Kwon JK, Otero HJ, Sher AC, Sotardi ST, Taragin BH, Towbin AJ, Wald C. Use of Artificial Intelligence in Radiology: Impact on Pediatric Patients, a White Paper From the ACR Pediatric AI Workgroup. J Am Coll Radiol 2023; 20:730-737. [PMID: 37498259 DOI: 10.1016/j.jacr.2023.06.003] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 05/07/2023] [Accepted: 06/03/2023] [Indexed: 07/28/2023]
Abstract
In this white paper, the ACR Pediatric AI Workgroup of the Commission on Informatics educates the radiology community about the health equity issue of the lack of pediatric artificial intelligence (AI), improves the understanding of relevant pediatric AI issues, and offers solutions to address the inadequacies in pediatric AI development. In short, the design, training, validation, and safe implementation of AI in children require careful and specific approaches that can be distinct from those used for adults. On the eve of widespread use of AI in imaging practice, the group invites the radiology community to align and join Image IntelliGently (www.imageintelligently.org) to ensure that the use of AI is safe, reliable, and effective for children.
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Affiliation(s)
- Marla B K Sammer
- Singleton Department of Radiology, Texas Children's Hospital, Houston, Texas; Department of Radiology, Baylor College of Medicine, Houston, Texas; and Chair, Pediatric AI Workgroup, Commission on Informatics, American College of Radiology.
| | | | - Richard A Barth
- Department of Radiology, Lucile Packard Children's Hospital, Stanford University, Palo Alto, California
| | - Steven L Blumer
- Chair, Pediatrics Panel of the American College of Radiology Data Science Institute; Associate Medical Director of Radiology Informatics, University of Pittsburgh Medical Center Health System, Pittsburgh, Pennsylvania; and Department of Radiology, University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh, Pittsburgh, Pennsylvania
| | - Jonathan R Dillman
- Associate Chief, Research, William S. Ball Chair of Radiology Research, and Medical Director, Imaging Research Center, Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; and University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Shannon G Farmakis
- Department of Radiology, Mercy Children's Hospital, St. Louis, Missouri; and West County Radiological Group, St. Louis, Missouri
| | | | - Ami Gokli
- Division Chief of Pediatric Radiology, Staten Island University Hospital, Staten Island, New York; and Associate Program Director, Department of Radiology Residency Program, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Uniondale, New York
| | - Safwan S Halabi
- University of Chicago, Lurie Children's Hospital, Chicago, Illinois
| | - Ramesh Iyer
- University of Washington, Seattle Children's Hospital, Seattle, Washington
| | - Aparna Joshi
- Section of Pediatric Radiology, University of Michigan, Ann Arbor, Michigan
| | - Jeannie K Kwon
- University of Texas Southwestern Medical Center, Dallas, Texas; Chief Radiology Officer, Children's Health System of Texas, Dallas, Texas; and Chair, Informatics Committee, Society for Pediatric Radiology
| | - Hansel J Otero
- University of Pennsylvania, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Andrew C Sher
- Singleton Department of Radiology, Texas Children's Hospital, Houston, Texas; and Department of Radiology, Baylor College of Medicine, Houston, Texas
| | - Susan T Sotardi
- University of Pennsylvania, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Benjamin H Taragin
- Department of Pediatric Radiology, Samson Assuta Ashdod University Hospital, Ashdod, Israel; Children's Hospital of Philadelphia, Philadelphia, Pennsylvania; and Medical School for International Health, Ben Gurion University, Be'er Sheva, Israel
| | - Alexander J Towbin
- Department of Radiology, Cincinnati Children's Hospital, Cincinnati, Ohio; and Department of Radiology, University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Christoph Wald
- Chair, Department of Radiology, Lahey Hospital & Medical Center, Burlington, Massachusetts; Tufts University Medical School, Boston, Massachusetts; and Chair, Commission on Informatics
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Fanti S, Minozzi S, Antoch G, Banks I, Briganti A, Carrio I, Chiti A, Clarke N, Eiber M, De Bono J, Fizazi K, Gillessen S, Gledhill S, Haberkorn U, Herrmann K, Hicks RJ, Lecouvet F, Montironi R, Ost P, O'Sullivan JM, Padhani AR, Schalken JA, Scher HI, Tombal B, van Moorselaar RJA, Van Poppel H, Vargas HA, Walz J, Weber WA, Wester HJ, Oyen WJG. Consensus on molecular imaging and theranostics in prostate cancer. Lancet Oncol 2019; 19:e696-e708. [PMID: 30507436 DOI: 10.1016/s1470-2045(18)30604-1] [Citation(s) in RCA: 84] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Revised: 08/09/2018] [Accepted: 08/09/2018] [Indexed: 10/27/2022]
Abstract
Rapid developments in imaging and treatment with radiopharmaceuticals targeting prostate cancer pose issues for the development of guidelines for their appropriate use. To tackle this problem, international experts representing medical oncologists, urologists, radiation oncologists, radiologists, and nuclear medicine specialists convened at the European Association of Nuclear Medicine Focus 1 meeting to deliver a balanced perspective on available data and clinical experience of imaging in prostate cancer, which had been supported by a systematic review of the literature and a modified Delphi process. Relevant conclusions included the following: diphosphonate bone scanning and contrast-enhanced CT are mentioned but rarely recommended for most patients in clinical guidelines; MRI (whole-body or multiparametric) and prostate cancer-targeted PET are frequently suggested, but the specific contexts in which these methods affect practice are not established; sodium fluoride-18 for PET-CT bone scanning is not widely advocated, whereas gallium-68 or fluorine-18 prostate-specific membrane antigen gain acceptance; and, palliative treatment with bone targeting radiopharmaceuticals (rhenium-186, samarium-153, or strontium-89) have largely been replaced by radium-223 on the basis of the survival benefit that was reported in prospective trials, and by other systemic therapies with proven survival benefits. Although the advances in MRI and PET-CT have improved the accuracy of imaging, the effects of these new methods on clinical outcomes remains to be established. Improved communication between imagers and clinicians and more multidisciplinary input in clinical trial design are essential to encourage imaging insights into clinical decision making.
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Affiliation(s)
- Stefano Fanti
- Nuclear Medicine Division, Policlinico S Orsola, University of Bologna, Bologna, Italy.
| | - Silvia Minozzi
- Department of Epidemiology, Lazio Regional Health Service, Rome, Italy
| | - Gerald Antoch
- Department of Diagnostic and Interventional Radiology, Medical Faculty, University of Dusseldorf, Dusseldorf, Germany
| | - Ian Banks
- European Cancer Organisation and European Men's Health Forum, Ulster, UK
| | - Alberto Briganti
- Division of Oncology and Unit of Urology, Urological Research Institute, Istituto di Ricovero e Cura a Carattere Scientifico Ospedale San Raffaele, Milan, Italy
| | - Ignasi Carrio
- Department of Nuclear Medicine, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - Arturo Chiti
- Humanitas University and Humanitas Research Hospital, Milan, Italy
| | | | - Matthias Eiber
- Department of Nuclear Medicine, Klinikum rechts der Isar, Technische Universität München, Munich, Germany
| | | | - Karim Fizazi
- Department of Cancer Medicine, Institut Gustave Roussy, Paris, France
| | - Silke Gillessen
- Division of Cancer Sciences, University of Manchester and The Christie Hospital, Manchester, UK; Division of Oncology and Division of Haematology, Kantonsspital St Gallen and University of Bern, Bern, Switzerland
| | | | - Uwe Haberkorn
- Department of Nuclear Medicine and German Cancer Research Center Heidelberg, University Hospital Heidelberg, Heidelberg, Germany
| | - Ken Herrmann
- Department of Nuclear Medicine, Universitätsklinikum Essen, Essen, Germany
| | - Rodney J Hicks
- Cancer Imaging, Peter MacCallum Cancer Institute, Melbourne, VIC, Australia
| | - Frederic Lecouvet
- Institut de Recherche Expérimentale et Clinique, Cliniques Universitaires Saint-Luc, Université catholique de Louvain, Brussels, Belgium
| | - Rodolfo Montironi
- Genitourinary Cancer Program, Institute of Pathological Anatomy and Histopathology, Polytechnic University of the Marche Region, Ancona, Italy
| | - Piet Ost
- Genitourinary Program, Ghent University Hospital, Ghent, Belgium
| | - Joe M O'Sullivan
- Department of Radiotherapy and Experimental Cancer Research, Queen's University, Belfast, UK
| | - Anwar R Padhani
- Mount Vernon Cancer Centre, Mount Vernon Hospital, London, UK
| | - Jack A Schalken
- Department of Experimental Urology, Radboud University Medical Centre, Nijmegen, Netherlands
| | - Howard I Scher
- Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York, NY, USA
| | - Bertrand Tombal
- Institut de Recherche Expérimentale et Clinique, Cliniques Universitaires Saint-Luc, Université catholique de Louvain, Brussels, Belgium
| | | | - Heindrik Van Poppel
- Urology, University Hospital Katholieke Universiteit Leuven, Leuven, Belgium
| | - Hebert Alberto Vargas
- Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York, NY, USA
| | - Jochen Walz
- Department of Urology, Institut Paoli-Calmettes Cancer Centre, Marseille, France
| | - Wolfgang A Weber
- Department of Nuclear Medicine, Klinikum rechts der Isar, Technische Universität München, Munich, Germany
| | - Hans-Jürgen Wester
- Lehrstuhl für Pharmazeutische Radiochemie, Technische Universität München, Garching, Germany
| | - Wim J G Oyen
- Department of Nuclear Medicine, Radboud University Medical Centre, Nijmegen, Netherlands; Department of Nuclear Medicine, The Institute of Cancer Research and The Royal Marsden National Health Service Foundation Trust, London, UK
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