An international study presenting a federated learning AI platform for pediatric brain tumors.

Autor: Lee EH; Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA, USA. edward.heesung.lee@gmail.com.; Department of Radiology, Lucas Center, Stanford University, Stanford, CA, USA. edward.heesung.lee@gmail.com., Han M; Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA, USA.; Department of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA., Wright J; Department of Radiology, Seattle Children's Hospital, Seattle, WA, USA., Kuwabara M; Department of Radiology, Phoenix Children's Hospital, Phoenix, AZ, USA., Mevorach J; Amazon Web Services, Seattle, WA, USA., Fu G; Amazon Web Services, Seattle, WA, USA., Choudhury O; Amazon Web Services, Seattle, WA, USA., Ratan U; Amazon Web Services, Seattle, WA, USA., Zhang M; Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA, USA., Wagner MW; Department of Diagnostic and Interventional Neuroradiology, University Hospital Augsburg, Augsburg, Germany., Goetti R; Department of Medical Imaging, The Children's Hospital at Westmead, Sydney, NSW, Australia., Toescu S; Great Ormond Street Hospital for Children, London, UK., Perreault S; Division of Child Neurology, Department of Pediatrics, Centre Hospitalier Universitaire Sainte-Justine, Université de Montréal, Montreal, QC, Canada., Dogan H; Department of Radiology, Koç University School of Medicine, Istanbul, Turkey., Altinmakas E; Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Mohammadzadeh M; Department of Radiology, Tehran University of Medical Sciences, Tehran, Iran., Szymanski KA; Department of Radiology, Phoenix Children's Hospital, Phoenix, AZ, USA.; Creighton University School of Medicine-Phoenix Regional Campus, Phoenix, AZ, USA., Campen CJ; Department of Neurology, Lucile Packard Children's Hospital, Stanford University Medical School, Palo Alto, CA, USA., Lai H; Department of Radiology, Children's Hospital of Orange County, Orange, CA, USA., Eghbal A; Department of Radiology, Children's Hospital of Orange County, Orange, CA, USA., Radmanesh A; Department of Radiology, New York University Grossman School of Medicine, New York, NY, USA.; Kaiser Los Angeles, Los Angeles, CA, USA., Mankad K; Great Ormond Street Hospital for Children, London, UK., Aquilina K; Great Ormond Street Hospital for Children, London, UK., Said M; Radiology Department, Centre International Carthage Médicale, Monastir, Tunisia., Vossough A; Department of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA., Oztekin O; Department of Neuroradiology, Tepecik Education and Research Hospital, Izmir, Turkey.; Hamad Medical Corporation, Doha, Qatar., Ertl-Wagner B; Department of Diagnostic and Interventional Radiology, The Hospital for Sick Children, Toronto, ON, Canada., Poussaint T; Department of Radiology, Boston Children's Hospital, Boston, MA, USA., Thompson EM; Department of Neurosurgery, Duke Children's Hospital & Health Center, Durham, NC, USA., Ho CY; Department of Radiology & Imaging Sciences, Riley Children's Hospital, Indianapolis, IN, USA., Jaju A; Department of Radiology, Phoenix Children's Hospital, Phoenix, AZ, USA., Curran J; Department of Radiology, Phoenix Children's Hospital, Phoenix, AZ, USA., Ramaswamy V; Division of Haematology/Oncology, Department of Pediatrics, The Hospital for Sick Children, Toronto, ON, Canada., Cheshier SH; Department of Neurosurgery, University of Utah School of Medicine, Salt Lake City, UT, USA., Grant GA; Department of Neurosurgery, Duke Children's Hospital & Health Center, Durham, NC, USA., Wong SS; Department of Electrical Engineering, Stanford University, Stanford, CA, USA., Moseley ME; Department of Radiology, Lucas Center, Stanford University, Stanford, CA, USA., Lober RM; Division of Neurosurgery, Dayton Children's Hospital, Dayton, OH, USA., Wilms M; Departments of Pediatrics, Community Health Sciences, and Radiology, University of Calgary, Calgary, AB, Canada.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada., Forkert ND; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Departments of Radiology and Clinical Neurosciences, University of Calgary, Calgary, AB, Canada., Vitanza NA; Ben Towne Center for Childhood Cancer Research, Seattle Children's Research Institute, Seattle, WA, USA., Miller JH; Department of Radiology, Phoenix Children's Hospital, Phoenix, AZ, USA., Prolo LM; Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA, USA. lmprolo@stanford.edu., Yeom KW; Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA, USA. kyeom@stanford.edu.; Department of Radiology, Phoenix Children's Hospital, Phoenix, AZ, USA. kyeom@stanford.edu.

Publikováno v: Nature communications [Nat Commun] 2024 Sep 02; Vol. 15 (1), pp. 7615. Date of Electronic Publication: 2024 Sep 02.

The Brain Tumor Segmentation (BraTS) Challenge 2023: Focus on Pediatrics (CBTN-CONNECT-DIPGR-ASNR-MICCAI BraTS-PEDs) .

Autor: Kazerooni AF; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA.; Center for AI & Data Science for Integrated Diagnostics (AI2D) and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA., Khalili N; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA., Liu X; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington DC, USA., Haldar D; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Department of Neurosurgery, Thomas Jefferson University Hospital, PA, USA., Jiang Z; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington DC, USA., Anwar SM; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington DC, USA., Albrecht J; Sage Bionetworks, USA., Adewole M; Medical Artificial Intelligence (MAI) Lab, Crestview Radiology, Lagos, Nigeria., Anazodo U; Montreal Neurological Institute (MNI), McGill University, Montreal, QC, Canada., Anderson H; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA., Bagheri S; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA., Baid U; Center for AI & Data Science for Integrated Diagnostics (AI2D) and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Bergquist T; Sage Bionetworks, USA., Borja AJ; Department of Neurosurgery at the University of Southern California, CA, USA., Calabrese E; Department of Radiology, Duke University Medical Center, USA., Chung V; Sage Bionetworks, USA., Conte GM; Mayo Clinic, MN, USA., Dako F; Center for Global Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Eddy J; Sage Bionetworks, USA., Ezhov I; Department of Informatics, Technical University Munich, Germany.; TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany., Familiar A; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA., Farahani K; Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA., Haldar S; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Biomedical Engineering Rutgers University, New Brunswick, NJ, USA., Iglesias JE; Athinoula A Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA., Janas A; Yale University, New Haven, CT, USA., Johansen E; PrecisionFDA, U.S. Food and Drug Administration, Silver Spring, MD, USA., Jones BV; Cincinnati Children's Hospital Medical Center., Kofler F; Helmholtz AI, Helmholtz Munich, Germany., LaBella D; Department of Radiation Oncology, Duke University Medical Center, USA., Lai HA; Department of Radiology, Children's Health Orange County, CA, USA., Van Leemput K; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark., Li HB; Athinoula A Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA., Maleki N; Yale University, New Haven, CT, USA., McAllister AS; Department of Radiology, Nationwide Children's Hospital, OH., Meier Z; Booz Allen Hamilton, McLean, VA, USA., Menze B; Biomedical Image Analysis & Machine Learning, Department of Quantitative Biomedicine, University of Zurich, Switzerland.; Department of Neuroradiology, Technical University of Munich, Munich, Germany., Moawad AW; Mercy Catholic Medical Center, Darby, PA, USA., Nandolia KK; Department of Diagnostic and Interventional Radiology, All India Institute of Medical Sciences, Rishikesh, India., Pavaine J; Department of Paediatric Radiology, Royal Manchester Children's Hospital, Manchester University Hospitals NHS Foundation Trust, University of Manchester, Manchester, UK.; Division of Informatics, Imaging & Data Sciences, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, UK., Piraud M; Helmholtz AI, Helmholtz Munich, Germany., Poussaint T; Dana-Farber Brigham Cancer Center & Boston Children's Hospital, Boston, MA, USA., Prabhu SP; Division of Neuroradiology, Department of Radiology, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts, USA., Reitman Z; Department of Radiation Oncology, Duke University Medical Center, USA., Rodriguez A; Department of Diagnostic & Interventional Imaging, Neuroradiology section. The University of Texas Health Sciences Center at Houston., Rudie JD; University of California, San Diego, CA, USA., Shaikh IS; Beth Israel Deaconess Medical Center, Harvard Medical School, MA, USA., Shah LM; University of Utah, UT, USA., Sheth N; Department of Radiology, The Children's Hospital of Philadelphia, PA, USA., Shinohara RT; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, USA., Tu W; College of Arts and Sciences, University of Pennsylvania, PA, USA., Viswanathan K; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA., Wang C; Department of Radiation Oncology, Duke University Medical Center, USA., Ware JB; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Wiestler B; Department of Neuroradiology, Technical University of Munich, Munich, Germany., Wiggins W; Department of Radiology, Duke University Medical Center, USA., Zapaishchykova A; Dana-Farber Brigham Cancer Center & Boston Children's Hospital, Boston, MA, USA., Aboian M; Yale University, New Haven, CT, USA., Bornhorst M; Brain Tumor Institute, Children's National Hospital, Washington, DC, USA., de Blank P; Brain Tumor Center, Cincinnati Children's Hospital, Cincinnati, OH, USA., Deutsch M; Pediatric Neuro-Oncology Program, Nationwide Children's Hospital, Columbus, OH, US., Fouladi M; Pediatric Neuro-Oncology Program, Nationwide Children's Hospital, Columbus, OH, US., Hoffman L; Center for Cancer and Blood Disorders, Phoenix Children's Hospital, Phoenix, AZ, US., Kann B; Dana-Farber Brigham Cancer Center & Boston Children's Hospital, Boston, MA, USA., Lazow M; Pediatric Neuro-Oncology Program, Nationwide Children's Hospital, Columbus, OH, US., Mikael L; Pediatric Neuro-Oncology Program, Nationwide Children's Hospital, Columbus, OH, US., Nabavizadeh A; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Packer R; Brain Tumor Institute, Children's National Hospital, Washington, DC, USA., Resnick A; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA., Rood B; Center for Cancer and Blood Disorders, Children's National Hospital, Washington, DC, USA., Vossough A; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Department of Radiology, The Children's Hospital of Philadelphia, PA, USA., Bakas S; Center for AI & Data Science for Integrated Diagnostics (AI2D) and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Linguraru MG; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington DC, USA.; Departments of Radiology and Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.

Publikováno v: ArXiv [ArXiv] 2024 May 23. Date of Electronic Publication: 2024 May 23.

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Noninvasive molecular subtyping of pediatric low-grade glioma with self-supervised transfer learning.

Autor: Tak D; Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA.; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Ye Z; Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA.; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Zapaishchykova A; Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA.; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Zha Y; Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA.; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Boyd A; Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA.; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Vajapeyam S; Department of Radiology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Chopra R; Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA.; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Hayat H; Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA.; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Prabhu S; Department of Radiology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Liu KX; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Elhalawani H; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Nabavizadeh A; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Familiar A; Center for Data-Driven Discovery in Biomedicine (D3b), Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Department of Neurosurgery, Children's Hospital of Philadelphia, Philadelphia, PA, USA., Resnick A; Department of Neurosurgery, Children's Hospital of Philadelphia, Philadelphia, PA, USA., Mueller S; Department of Neurology, University of California San Francisco, San Francisco, CA. USA.; Department of Pediatrics, University of California San Francisco, San Francisco, CA, USA.; Department of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA., Aerts HJWL; Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA.; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA.; Department of Radiology, Brigham and Women's Hospital, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.; Radiology and Nuclear Medicine, CARIM & GROW, Maastricht University, Maastricht, the Netherlands., Bandopadhayay P; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Ligon K; Department of Pathology, Dana-Farber Cancer Institute, Boston Children's Hospital, Harvard Medical School, Boston, A, USA., Haas-Kogan D; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Poussaint T; Department of Radiology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA., Kann BH; Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA.; Department of Radiation Oncology, Dana-Farber Cancer Institute | Brigham and Women's Hospital | Boston Children's Hospital, Harvard Medical School, Boston, MA, USA.

Publikováno v: MedRxiv : the preprint server for health sciences [medRxiv] 2023 Nov 22. Date of Electronic Publication: 2023 Nov 22.

ADC Histogram Analysis of Pediatric Low-Grade Glioma Treated with Selumetinib: A Report from the Pediatric Brain Tumor Consortium.

Autor: Vajapeyam, S., Brown, D., Ziaei, A., Wu, S., Vezina, G., Stern, J. S., Panigrahy, A., Patay, Z., Tamrazi, B., Jones, J. Y., Haque, S. S., Enterline, D. S., Cha, S., Jones, B. V., Yeom, K. W., Onar-Thomas, A., Dunkel, I. J., Fouladi, M., Fangusaro, J. R., Poussaint, T. Y.

Publikováno v: American Journal of Neuroradiology; Mar2022, Vol. 43 Issue 3, p455-461, 7p