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Federated learning enables big data for rare cancer boundary detection.
Pati, Sarthak; Baid, Ujjwal; Edwards, Brandon; Sheller, Micah; Wang, Shih-Han; Reina, G Anthony; Foley, Patrick; Gruzdev, Alexey; Karkada, Deepthi; Davatzikos, Christos; Sako, Chiharu; Ghodasara, Satyam; Bilello, Michel; Mohan, Suyash; Vollmuth, Philipp; Brugnara, Gianluca; Preetha, Chandrakanth J; Sahm, Felix; Maier-Hein, Klaus; Zenk, Maximilian; Bendszus, Martin; Wick, Wolfgang; Calabrese, Evan; Rudie, Jeffrey; Villanueva-Meyer, Javier; Cha, Soonmee; Ingalhalikar, Madhura; Jadhav, Manali; Pandey, Umang; Saini, Jitender; Garrett, John; Larson, Matthew; Jeraj, Robert; Currie, Stuart; Frood, Russell; Fatania, Kavi; Huang, Raymond Y; Chang, Ken; Balaña, Carmen; Capellades, Jaume; Puig, Josep; Trenkler, Johannes; Pichler, Josef; Necker, Georg; Haunschmidt, Andreas; Meckel, Stephan; Shukla, Gaurav; Liem, Spencer; Alexander, Gregory S; Lombardo, Joseph.
Affiliation
  • Pati S; Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.
  • Baid U; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Edwards B; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Sheller M; Department of Informatics, Technical University of Munich, Munich, Bavaria, Germany.
  • Wang SH; Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.
  • Reina GA; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Foley P; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Gruzdev A; Intel Corporation, Santa Clara, CA, USA.
  • Karkada D; Intel Corporation, Santa Clara, CA, USA.
  • Davatzikos C; Intel Corporation, Santa Clara, CA, USA.
  • Sako C; Intel Corporation, Santa Clara, CA, USA.
  • Ghodasara S; Intel Corporation, Santa Clara, CA, USA.
  • Bilello M; Intel Corporation, Santa Clara, CA, USA.
  • Mohan S; Intel Corporation, Santa Clara, CA, USA.
  • Vollmuth P; Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.
  • Brugnara G; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Preetha CJ; Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.
  • Sahm F; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Maier-Hein K; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Zenk M; Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.
  • Bendszus M; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Wick W; Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.
  • Calabrese E; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Rudie J; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.
  • Villanueva-Meyer J; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.
  • Cha S; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.
  • Ingalhalikar M; Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK) within the German Cancer Research Center (DKFZ), Heidelberg, Germany.
  • Jadhav M; Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.
  • Pandey U; Division of Medical Image Computing, German Cancer Research Center, Heidelberg, Germany.
  • Saini J; Pattern Analysis and Learning Group, Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany.
  • Garrett J; Division of Medical Image Computing, German Cancer Research Center, Heidelberg, Germany.
  • Larson M; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.
  • Jeraj R; Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK) within the German Cancer Research Center (DKFZ), Heidelberg, Germany.
  • Currie S; Neurology Clinic, Heidelberg University Hospital, Heidelberg, Germany.
  • Frood R; Department of Radiology & Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
  • Fatania K; Department of Radiology & Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
  • Huang RY; Department of Radiology & Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
  • Chang K; Department of Radiology & Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
  • Balaña C; Symbiosis Center for Medical Image Analysis, Symbiosis International University, Pune, Maharashtra, India.
  • Capellades J; Symbiosis Center for Medical Image Analysis, Symbiosis International University, Pune, Maharashtra, India.
  • Puig J; Symbiosis Center for Medical Image Analysis, Symbiosis International University, Pune, Maharashtra, India.
  • Trenkler J; Department of Neuroimaging and Interventional Radiology, National Institute of Mental Health and Neurosciences, Bangalore, Karnataka, India.
  • Pichler J; Department of Radiology, School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA.
  • Necker G; Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA.
  • Haunschmidt A; Department of Radiology, School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA.
  • Meckel S; Department of Radiology, School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA.
  • Shukla G; Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA.
  • Liem S; Leeds Teaching Hospitals Trust, Department of Radiology, Leeds, UK.
  • Alexander GS; Leeds Teaching Hospitals Trust, Department of Radiology, Leeds, UK.
  • Lombardo J; Leeds Teaching Hospitals Trust, Department of Radiology, Leeds, UK.
Nat Commun ; 13(1): 7346, 2022 12 05.
Article in En | MEDLINE | ID: mdl-36470898
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Glioblastoma / Big Data Type of study: Diagnostic_studies Limits: Humans Language: En Journal: Nat Commun Journal subject: BIOLOGIA / CIENCIA Year: 2022 Type: Article Affiliation country: United States
Fulltext
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Glioblastoma / Big Data Type of study: Diagnostic_studies Limits: Humans Language: En Journal: Nat Commun Journal subject: BIOLOGIA / CIENCIA Year: 2022 Type: Article Affiliation country: United States