Nature Communications (Dec 2022)
Federated learning enables big data for rare cancer boundary detection
- Sarthak Pati,
- Ujjwal Baid,
- Brandon Edwards,
- Micah Sheller,
- Shih-Han Wang,
- G. Anthony Reina,
- Patrick Foley,
- Alexey Gruzdev,
- Deepthi Karkada,
- Christos Davatzikos,
- Chiharu Sako,
- Satyam Ghodasara,
- Michel Bilello,
- Suyash Mohan,
- Philipp Vollmuth,
- Gianluca Brugnara,
- Chandrakanth J. Preetha,
- Felix Sahm,
- Klaus Maier-Hein,
- Maximilian Zenk,
- Martin Bendszus,
- Wolfgang Wick,
- Evan Calabrese,
- Jeffrey Rudie,
- Javier Villanueva-Meyer,
- Soonmee Cha,
- Madhura Ingalhalikar,
- Manali Jadhav,
- Umang Pandey,
- Jitender Saini,
- John Garrett,
- Matthew Larson,
- Robert Jeraj,
- Stuart Currie,
- Russell Frood,
- Kavi Fatania,
- Raymond Y. Huang,
- Ken Chang,
- Carmen Balaña Quintero,
- Jaume Capellades,
- Josep Puig,
- Johannes Trenkler,
- Josef Pichler,
- Georg Necker,
- Andreas Haunschmidt,
- Stephan Meckel,
- Gaurav Shukla,
- Spencer Liem,
- Gregory S. Alexander,
- Joseph Lombardo,
- Joshua D. Palmer,
- Adam E. Flanders,
- Adam P. Dicker,
- Haris I. Sair,
- Craig K. Jones,
- Archana Venkataraman,
- Meirui Jiang,
- Tiffany Y. So,
- Cheng Chen,
- Pheng Ann Heng,
- Qi Dou,
- Michal Kozubek,
- Filip Lux,
- Jan Michálek,
- Petr Matula,
- Miloš Keřkovský,
- Tereza Kopřivová,
- Marek Dostál,
- Václav Vybíhal,
- Michael A. Vogelbaum,
- J. Ross Mitchell,
- Joaquim Farinhas,
- Joseph A. Maldjian,
- Chandan Ganesh Bangalore Yogananda,
- Marco C. Pinho,
- Divya Reddy,
- James Holcomb,
- Benjamin C. Wagner,
- Benjamin M. Ellingson,
- Timothy F. Cloughesy,
- Catalina Raymond,
- Talia Oughourlian,
- Akifumi Hagiwara,
- Chencai Wang,
- Minh-Son To,
- Sargam Bhardwaj,
- Chee Chong,
- Marc Agzarian,
- Alexandre Xavier Falcão,
- Samuel B. Martins,
- Bernardo C. A. Teixeira,
- Flávia Sprenger,
- David Menotti,
- Diego R. Lucio,
- Pamela LaMontagne,
- Daniel Marcus,
- Benedikt Wiestler,
- Florian Kofler,
- Ivan Ezhov,
- Marie Metz,
- Rajan Jain,
- Matthew Lee,
- Yvonne W. Lui,
- Richard McKinley,
- Johannes Slotboom,
- Piotr Radojewski,
- Raphael Meier,
- Roland Wiest,
- Derrick Murcia,
- Eric Fu,
- Rourke Haas,
- John Thompson,
- David Ryan Ormond,
- Chaitra Badve,
- Andrew E. Sloan,
- Vachan Vadmal,
- Kristin Waite,
- Rivka R. Colen,
- Linmin Pei,
- Murat Ak,
- Ashok Srinivasan,
- J. Rajiv Bapuraj,
- Arvind Rao,
- Nicholas Wang,
- Ota Yoshiaki,
- Toshio Moritani,
- Sevcan Turk,
- Joonsang Lee,
- Snehal Prabhudesai,
- Fanny Morón,
- Jacob Mandel,
- Konstantinos Kamnitsas,
- Ben Glocker,
- Luke V. M. Dixon,
- Matthew Williams,
- Peter Zampakis,
- Vasileios Panagiotopoulos,
- Panagiotis Tsiganos,
- Sotiris Alexiou,
- Ilias Haliassos,
- Evangelia I. Zacharaki,
- Konstantinos Moustakas,
- Christina Kalogeropoulou,
- Dimitrios M. Kardamakis,
- Yoon Seong Choi,
- Seung-Koo Lee,
- Jong Hee Chang,
- Sung Soo Ahn,
- Bing Luo,
- Laila Poisson,
- Ning Wen,
- Pallavi Tiwari,
- Ruchika Verma,
- Rohan Bareja,
- Ipsa Yadav,
- Jonathan Chen,
- Neeraj Kumar,
- Marion Smits,
- Sebastian R. van der Voort,
- Ahmed Alafandi,
- Fatih Incekara,
- Maarten M. J. Wijnenga,
- Georgios Kapsas,
- Renske Gahrmann,
- Joost W. Schouten,
- Hendrikus J. Dubbink,
- Arnaud J. P. E. Vincent,
- Martin J. van den Bent,
- Pim J. French,
- Stefan Klein,
- Yading Yuan,
- Sonam Sharma,
- Tzu-Chi Tseng,
- Saba Adabi,
- Simone P. Niclou,
- Olivier Keunen,
- Ann-Christin Hau,
- Martin Vallières,
- David Fortin,
- Martin Lepage,
- Bennett Landman,
- Karthik Ramadass,
- Kaiwen Xu,
- Silky Chotai,
- Lola B. Chambless,
- Akshitkumar Mistry,
- Reid C. Thompson,
- Yuriy Gusev,
- Krithika Bhuvaneshwar,
- Anousheh Sayah,
- Camelia Bencheqroun,
- Anas Belouali,
- Subha Madhavan,
- Thomas C. Booth,
- Alysha Chelliah,
- Marc Modat,
- Haris Shuaib,
- Carmen Dragos,
- Aly Abayazeed,
- Kenneth Kolodziej,
- Michael Hill,
- Ahmed Abbassy,
- Shady Gamal,
- Mahmoud Mekhaimar,
- Mohamed Qayati,
- Mauricio Reyes,
- Ji Eun Park,
- Jihye Yun,
- Ho Sung Kim,
- Abhishek Mahajan,
- Mark Muzi,
- Sean Benson,
- Regina G. H. Beets-Tan,
- Jonas Teuwen,
- Alejandro Herrera-Trujillo,
- Maria Trujillo,
- William Escobar,
- Ana Abello,
- Jose Bernal,
- Jhon Gómez,
- Joseph Choi,
- Stephen Baek,
- Yusung Kim,
- Heba Ismael,
- Bryan Allen,
- John M. Buatti,
- Aikaterini Kotrotsou,
- Hongwei Li,
- Tobias Weiss,
- Michael Weller,
- Andrea Bink,
- Bertrand Pouymayou,
- Hassan F. Shaykh,
- Joel Saltz,
- Prateek Prasanna,
- Sampurna Shrestha,
- Kartik M. Mani,
- David Payne,
- Tahsin Kurc,
- Enrique Pelaez,
- Heydy Franco-Maldonado,
- Francis Loayza,
- Sebastian Quevedo,
- Pamela Guevara,
- Esteban Torche,
- Cristobal Mendoza,
- Franco Vera,
- Elvis Ríos,
- Eduardo López,
- Sergio A. Velastin,
- Godwin Ogbole,
- Mayowa Soneye,
- Dotun Oyekunle,
- Olubunmi Odafe-Oyibotha,
- Babatunde Osobu,
- Mustapha Shu’aibu,
- Adeleye Dorcas,
- Farouk Dako,
- Amber L. Simpson,
- Mohammad Hamghalam,
- Jacob J. Peoples,
- Ricky Hu,
- Anh Tran,
- Danielle Cutler,
- Fabio Y. Moraes,
- Michael A. Boss,
- James Gimpel,
- Deepak Kattil Veettil,
- Kendall Schmidt,
- Brian Bialecki,
- Sailaja Marella,
- Cynthia Price,
- Lisa Cimino,
- Charles Apgar,
- Prashant Shah,
- Bjoern Menze,
- Jill S. Barnholtz-Sloan,
- Jason Martin,
- Spyridon Bakas
Affiliations
- Sarthak Pati
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania
- Ujjwal Baid
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania
- Brandon Edwards
- Intel Corporation
- Micah Sheller
- Intel Corporation
- Shih-Han Wang
- Intel Corporation
- G. Anthony Reina
- Intel Corporation
- Patrick Foley
- Intel Corporation
- Alexey Gruzdev
- Intel Corporation
- Deepthi Karkada
- Intel Corporation
- Christos Davatzikos
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania
- Chiharu Sako
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania
- Satyam Ghodasara
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania
- Michel Bilello
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania
- Suyash Mohan
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania
- Philipp Vollmuth
- Department of Neuroradiology, Heidelberg University Hospital
- Gianluca Brugnara
- Department of Neuroradiology, Heidelberg University Hospital
- Chandrakanth J. Preetha
- Department of Neuroradiology, Heidelberg University Hospital
- Felix Sahm
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK) within the German Cancer Research Center (DKFZ)
- Klaus Maier-Hein
- Division of Medical Image Computing, German Cancer Research Center
- Maximilian Zenk
- Division of Medical Image Computing, German Cancer Research Center
- Martin Bendszus
- Department of Neuroradiology, Heidelberg University Hospital
- Wolfgang Wick
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK) within the German Cancer Research Center (DKFZ)
- Evan Calabrese
- Department of Radiology & Biomedical Imaging, University of California San Francisco
- Jeffrey Rudie
- Department of Radiology & Biomedical Imaging, University of California San Francisco
- Javier Villanueva-Meyer
- Department of Radiology & Biomedical Imaging, University of California San Francisco
- Soonmee Cha
- Department of Radiology & Biomedical Imaging, University of California San Francisco
- Madhura Ingalhalikar
- Symbiosis Center for Medical Image Analysis, Symbiosis International University
- Manali Jadhav
- Symbiosis Center for Medical Image Analysis, Symbiosis International University
- Umang Pandey
- Symbiosis Center for Medical Image Analysis, Symbiosis International University
- Jitender Saini
- Department of Neuroimaging and Interventional Radiology, National Institute of Mental Health and Neurosciences
- John Garrett
- Department of Radiology, School of Medicine and Public Health, University of Wisconsin
- Matthew Larson
- Department of Radiology, School of Medicine and Public Health, University of Wisconsin
- Robert Jeraj
- Department of Radiology, School of Medicine and Public Health, University of Wisconsin
- Stuart Currie
- Leeds Teaching Hospitals Trust, Department of Radiology
- Russell Frood
- Leeds Teaching Hospitals Trust, Department of Radiology
- Kavi Fatania
- Leeds Teaching Hospitals Trust, Department of Radiology
- Raymond Y. Huang
- Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School
- Ken Chang
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital
- Carmen Balaña Quintero
- Catalan Institute of Oncology
- Jaume Capellades
- Consorci MAR Parc de Salut de Barcelona
- Josep Puig
- Department of Radiology (IDI), Girona Biomedical Research Institute (IdIBGi), Josep Trueta University Hospital
- Johannes Trenkler
- Institute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz
- Josef Pichler
- Department of Neurooncology, Neuromed Campus (NMC), Kepler University Hospital Linz
- Georg Necker
- Institute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz
- Andreas Haunschmidt
- Institute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz
- Stephan Meckel
- Institute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz
- Gaurav Shukla
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania
- Spencer Liem
- Sidney Kimmel Medical College, Thomas Jefferson University
- Gregory S. Alexander
- Department of Radiation Oncology, University of Maryland
- Joseph Lombardo
- Sidney Kimmel Medical College, Thomas Jefferson University
- Joshua D. Palmer
- Department of Radiation Oncology, The James Cancer Hospital and Solove Research Institute, The Ohio State University Comprehensive Cancer Center
- Adam E. Flanders
- Department of Radiology, Sidney Kimmel Cancer Center, Thomas Jefferson University
- Adam P. Dicker
- Department of Radiation Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University
- Haris I. Sair
- The Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine
- Craig K. Jones
- The Malone Center for Engineering in Healthcare, The Whiting School of Engineering, Johns Hopkins University
- Archana Venkataraman
- Department of Electrical and Computer Engineering, Whiting School of Engineering, Johns Hopkins University
- Meirui Jiang
- The Chinese University of Hong Kong
- Tiffany Y. So
- The Chinese University of Hong Kong
- Cheng Chen
- The Chinese University of Hong Kong
- Pheng Ann Heng
- The Chinese University of Hong Kong
- Qi Dou
- The Chinese University of Hong Kong
- Michal Kozubek
- Centre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University
- Filip Lux
- Centre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University
- Jan Michálek
- Centre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University
- Petr Matula
- Centre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University
- Miloš Keřkovský
- Department of Radiology and Nuclear Medicine, Faculty of Medicine, Masaryk University, Brno and University Hospital Brno
- Tereza Kopřivová
- Department of Radiology and Nuclear Medicine, Faculty of Medicine, Masaryk University, Brno and University Hospital Brno
- Marek Dostál
- Department of Radiology and Nuclear Medicine, Faculty of Medicine, Masaryk University, Brno and University Hospital Brno
- Václav Vybíhal
- Department of Neurosurgery, Faculty of Medicine, Masaryk University, Brno, and University Hospital and Czech Republic
- Michael A. Vogelbaum
- Department of Neuro Oncology, H. Lee Moffitt Cancer Center and Research Institute
- J. Ross Mitchell
- University of Alberta
- Joaquim Farinhas
- Department of Radiology, H. Lee Moffitt Cancer Center and Research Institute
- Joseph A. Maldjian
- University of Texas Southwestern Medical Center
- Chandan Ganesh Bangalore Yogananda
- University of Texas Southwestern Medical Center
- Marco C. Pinho
- University of Texas Southwestern Medical Center
- Divya Reddy
- University of Texas Southwestern Medical Center
- James Holcomb
- University of Texas Southwestern Medical Center
- Benjamin C. Wagner
- University of Texas Southwestern Medical Center
- Benjamin M. Ellingson
- UCLA Brain Tumor Imaging Laboratory (BTIL), Center for Computer Vision and Imaging Biomarkers, Department of Radiological Sciences, David Geffen School of Medicine, University of California Los Angeles
- Timothy F. Cloughesy
- UCLA Neuro-Oncology Program, Department of Neurology, David Geffen School of Medicine, University of California Los Angeles
- Catalina Raymond
- UCLA Brain Tumor Imaging Laboratory (BTIL), Center for Computer Vision and Imaging Biomarkers, Department of Radiological Sciences, David Geffen School of Medicine, University of California Los Angeles
- Talia Oughourlian
- UCLA Brain Tumor Imaging Laboratory (BTIL), Center for Computer Vision and Imaging Biomarkers, Department of Radiological Sciences, David Geffen School of Medicine, University of California Los Angeles
- Akifumi Hagiwara
- Department of Radiological Sciences, David Geffen School of Medicine, University of California Los Angeles
- Chencai Wang
- Department of Radiological Sciences, David Geffen School of Medicine, University of California Los Angeles
- Minh-Son To
- College of Medicine and Public Health, Flinders University
- Sargam Bhardwaj
- College of Medicine and Public Health, Flinders University
- Chee Chong
- South Australia Medical Imaging, Flinders Medical Centre
- Marc Agzarian
- South Australia Medical Imaging, Flinders Medical Centre
- Alexandre Xavier Falcão
- Institute of Computing, University of Campinas
- Samuel B. Martins
- Federal Institute of São Paulo
- Bernardo C. A. Teixeira
- Instituto de Neurologia de Curitiba
- Flávia Sprenger
- Department of Radiology, Hospital de Clínicas da Universidade Federal do Paraná, Curitiba
- David Menotti
- Department of Informatics, Universidade Federal do Paraná, Curitiba
- Diego R. Lucio
- Department of Informatics, Universidade Federal do Paraná, Curitiba
- Pamela LaMontagne
- Department of Radiology, Washington University in St. Louis
- Daniel Marcus
- Department of Radiology, Washington University in St. Louis
- Benedikt Wiestler
- Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich
- Florian Kofler
- Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich
- Ivan Ezhov
- Department of Informatics, Technical University of Munich
- Marie Metz
- Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich
- Rajan Jain
- Department of Radiology, NYU Grossman School of Medicine
- Matthew Lee
- Department of Radiology, NYU Grossman School of Medicine
- Yvonne W. Lui
- Department of Radiology, NYU Grossman School of Medicine
- Richard McKinley
- Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern
- Johannes Slotboom
- Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern
- Piotr Radojewski
- Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern
- Raphael Meier
- Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern
- Roland Wiest
- Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern
- Derrick Murcia
- Department of Neurosurgery, Anschutz Medical Campus, University of Colorado
- Eric Fu
- Department of Neurosurgery, Anschutz Medical Campus, University of Colorado
- Rourke Haas
- Department of Neurosurgery, Anschutz Medical Campus, University of Colorado
- John Thompson
- Department of Neurosurgery, Anschutz Medical Campus, University of Colorado
- David Ryan Ormond
- Department of Neurosurgery, Anschutz Medical Campus, University of Colorado
- Chaitra Badve
- Department of Radiology, University Hospitals Cleveland
- Andrew E. Sloan
- Department of Neurological Surgery, University Hospitals-Seidman Cancer Center
- Vachan Vadmal
- Department of Neurosurgery, Case Western Reserve University School of Medicine
- Kristin Waite
- National Cancer Institute, National Institute of Health, Division of Cancer Epidemiology and Genetics
- Rivka R. Colen
- Department of Radiology, Neuroradiology Division, University of Pittsburgh
- Linmin Pei
- University of Pittsburgh Medical Center
- Murat Ak
- Department of Radiology, Neuroradiology Division, University of Pittsburgh
- Ashok Srinivasan
- Department of Neuroradiology, University of Michigan
- J. Rajiv Bapuraj
- Department of Neuroradiology, University of Michigan
- Arvind Rao
- Department of Computational Medicine and Bioinformatics, University of Michigan
- Nicholas Wang
- Department of Computational Medicine and Bioinformatics, University of Michigan
- Ota Yoshiaki
- Department of Neuroradiology, University of Michigan
- Toshio Moritani
- Department of Neuroradiology, University of Michigan
- Sevcan Turk
- Department of Neuroradiology, University of Michigan
- Joonsang Lee
- Department of Computational Medicine and Bioinformatics, University of Michigan
- Snehal Prabhudesai
- Department of Computational Medicine and Bioinformatics, University of Michigan
- Fanny Morón
- Department of Radiology, Baylor College of Medicine
- Jacob Mandel
- Department of Neurology, Baylor College of Medicine
- Konstantinos Kamnitsas
- Department of Computing, Imperial College London
- Ben Glocker
- Department of Computing, Imperial College London
- Luke V. M. Dixon
- Department of Radiology, Imperial College NHS Healthcare Trust
- Matthew Williams
- Computational Oncology Group, Institute for Global Health Innovation, Imperial College London
- Peter Zampakis
- Department of NeuroRadiology, University of Patras
- Vasileios Panagiotopoulos
- Department of Neurosurgery, University of Patras
- Panagiotis Tsiganos
- Clinical Radiology Laboratory, Department of Medicine, University of Patras
- Sotiris Alexiou
- Department of Electrical and Computer Engineering, University of Patras
- Ilias Haliassos
- Department of Neuro-Oncology, University of Patras
- Evangelia I. Zacharaki
- Department of Electrical and Computer Engineering, University of Patras
- Konstantinos Moustakas
- Department of Electrical and Computer Engineering, University of Patras
- Christina Kalogeropoulou
- Department of NeuroRadiology, University of Patras
- Dimitrios M. Kardamakis
- Department of Radiation Oncology, University of Patras
- Yoon Seong Choi
- Yonsei University College of Medicine
- Seung-Koo Lee
- Yonsei University College of Medicine
- Jong Hee Chang
- Yonsei University College of Medicine
- Sung Soo Ahn
- Yonsei University College of Medicine
- Bing Luo
- Department of Radiation Oncology, Henry Ford Health System
- Laila Poisson
- Public Health Sciences, Henry Ford Health System
- Ning Wen
- Department of Radiation Oncology, Henry Ford Health System
- Pallavi Tiwari
- Case Western Reserve University
- Ruchika Verma
- Alberta Machine Intelligence Institute
- Rohan Bareja
- Case Western Reserve University
- Ipsa Yadav
- Case Western Reserve University
- Jonathan Chen
- Case Western Reserve University
- Neeraj Kumar
- University of Alberta
- Marion Smits
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Centre Rotterdam
- Sebastian R. van der Voort
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Centre Rotterdam
- Ahmed Alafandi
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Centre Rotterdam
- Fatih Incekara
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Centre Rotterdam
- Maarten M. J. Wijnenga
- Department of Neurology, Brain Tumor Center, Erasmus MC Cancer Institute
- Georgios Kapsas
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Centre Rotterdam
- Renske Gahrmann
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Centre Rotterdam
- Joost W. Schouten
- Department of Neurosurgery, Brain Tumor Center, Erasmus MC University Medical Centre Rotterdam
- Hendrikus J. Dubbink
- Department of Pathology, Brain Tumor Center, Erasmus MC Cancer Institute
- Arnaud J. P. E. Vincent
- Department of Neurosurgery, Brain Tumor Center, Erasmus MC University Medical Centre Rotterdam
- Martin J. van den Bent
- Department of Neurology, Brain Tumor Center, Erasmus MC Cancer Institute
- Pim J. French
- Department of Neurology, Brain Tumor Center, Erasmus MC Cancer Institute
- Stefan Klein
- Biomedical Imaging Group Rotterdam, Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Centre Rotterdam
- Yading Yuan
- Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai
- Sonam Sharma
- Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai
- Tzu-Chi Tseng
- Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai
- Saba Adabi
- Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai
- Simone P. Niclou
- NORLUX Neuro-Oncology Laboratory, Department of Cancer Research, Luxembourg Institute of Health
- Olivier Keunen
- Translation Radiomics, Department of Cancer Research, Luxembourg Institute of Health
- Ann-Christin Hau
- NORLUX Neuro-Oncology Laboratory, Department of Cancer Research, Luxembourg Institute of Health
- Martin Vallières
- Department of Computer Science, Université de Sherbrooke
- David Fortin
- Centre de Recherche du Centre Hospitalière Universitaire de Sherbrooke
- Martin Lepage
- Centre de Recherche du Centre Hospitalière Universitaire de Sherbrooke
- Bennett Landman
- Electrical and Computer Engineering, Vanderbilt University
- Karthik Ramadass
- Electrical and Computer Engineering, Vanderbilt University
- Kaiwen Xu
- Department of Computer Science, Vanderbilt University
- Silky Chotai
- Department of Neurosurgery, Vanderbilt University Medical Center
- Lola B. Chambless
- Department of Neurosurgery, Vanderbilt University Medical Center
- Akshitkumar Mistry
- Department of Neurosurgery, Vanderbilt University Medical Center
- Reid C. Thompson
- Department of Neurosurgery, Vanderbilt University Medical Center
- Yuriy Gusev
- Innovation Center for Biomedical Informatics (ICBI), Georgetown University
- Krithika Bhuvaneshwar
- Innovation Center for Biomedical Informatics (ICBI), Georgetown University
- Anousheh Sayah
- Division of Neuroradiology & Neurointerventional Radiology, Department of Radiology, MedStar Georgetown University Hospital
- Camelia Bencheqroun
- Innovation Center for Biomedical Informatics (ICBI), Georgetown University
- Anas Belouali
- Innovation Center for Biomedical Informatics (ICBI), Georgetown University
- Subha Madhavan
- Innovation Center for Biomedical Informatics (ICBI), Georgetown University
- Thomas C. Booth
- School of Biomedical Engineering & Imaging Sciences, King’s College London
- Alysha Chelliah
- School of Biomedical Engineering & Imaging Sciences, King’s College London
- Marc Modat
- School of Biomedical Engineering & Imaging Sciences, King’s College London
- Haris Shuaib
- Stoke Mandeville Hospital
- Carmen Dragos
- Stoke Mandeville Hospital
- Aly Abayazeed
- Neosoma Inc.
- Kenneth Kolodziej
- Neosoma Inc.
- Michael Hill
- Neosoma Inc.
- Ahmed Abbassy
- University of Cairo School of Medicine
- Shady Gamal
- University of Cairo School of Medicine
- Mahmoud Mekhaimar
- University of Cairo School of Medicine
- Mohamed Qayati
- University of Cairo School of Medicine
- Mauricio Reyes
- University of Bern
- Ji Eun Park
- Department of Radiology, Asan Medical Center
- Jihye Yun
- Department of Radiology, Asan Medical Center
- Ho Sung Kim
- Department of Radiology, Asan Medical Center
- Abhishek Mahajan
- The Clatterbridge Cancer Centre NHS Foundation Trust Pembroke Place
- Mark Muzi
- Department of Radiology, University of Washington
- Sean Benson
- Netherlands Cancer Institute
- Regina G. H. Beets-Tan
- Department of Radiology, Netherlands Cancer Institute
- Jonas Teuwen
- Netherlands Cancer Institute
- Alejandro Herrera-Trujillo
- Clínica Imbanaco Grupo Quirón Salud
- Maria Trujillo
- Universidad del Valle
- William Escobar
- Clínica Imbanaco Grupo Quirón Salud
- Ana Abello
- Universidad del Valle
- Jose Bernal
- Universidad del Valle
- Jhon Gómez
- Universidad del Valle
- Joseph Choi
- Department of Industrial and Systems Engineering, University of Iowa
- Stephen Baek
- Department of Industrial and Systems Engineering, Department of Radiation Oncology, University of Iowa
- Yusung Kim
- Department of Radiation Oncology, University of Iowa
- Heba Ismael
- Department of Radiation Oncology, University of Iowa
- Bryan Allen
- Department of Radiation Oncology, University of Iowa
- John M. Buatti
- Department of Radiation Oncology, University of Iowa
- Aikaterini Kotrotsou
- MD Anderson Cancer Center, University of Texas
- Hongwei Li
- Department of Quantitative Biomedicine, University of Zurich
- Tobias Weiss
- Department of Neurology, Clinical Neuroscience Center, University Hospital Zurich and University of Zurich
- Michael Weller
- Department of Neurology, Clinical Neuroscience Center, University Hospital Zurich and University of Zurich
- Andrea Bink
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich and University of Zurich
- Bertrand Pouymayou
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich and University of Zurich
- Hassan F. Shaykh
- University of Alabama in Birmingham
- Joel Saltz
- Department of Biomedical Informatics, Stony Brook University, Stony Brook
- Prateek Prasanna
- Department of Biomedical Informatics, Stony Brook University, Stony Brook
- Sampurna Shrestha
- Department of Biomedical Informatics, Stony Brook University, Stony Brook
- Kartik M. Mani
- Department of Biomedical Informatics, Stony Brook University, Stony Brook
- David Payne
- Department of Radiology, Stony Brook University
- Tahsin Kurc
- Department of Biomedical Informatics, Stony Brook University, Stony Brook
- Enrique Pelaez
- Escuela Superior Politecnica del Litoral
- Heydy Franco-Maldonado
- Sociedad de Lucha Contral el Cancer - SOLCA, Guayaquil Ecuador
- Francis Loayza
- Escuela Superior Politecnica del Litoral
- Sebastian Quevedo
- Universidad Católica de Cuenca
- Pamela Guevara
- Universidad de Concepción
- Esteban Torche
- Universidad de Concepción
- Cristobal Mendoza
- Universidad de Concepción
- Franco Vera
- Universidad de Concepción
- Elvis Ríos
- Universidad de Concepción
- Eduardo López
- Universidad de Concepción
- Sergio A. Velastin
- School of Electronic Engineering and Computer Science, Queen Mary University of London
- Godwin Ogbole
- Department of Radiology, University College Hospital Ibadan
- Mayowa Soneye
- Department of Radiology, University College Hospital Ibadan
- Dotun Oyekunle
- Department of Radiology, University College Hospital Ibadan
- Olubunmi Odafe-Oyibotha
- Clinix Healthcare, Lagos
- Babatunde Osobu
- Department of Radiology, University College Hospital Ibadan
- Mustapha Shu’aibu
- Department of Radiology, Muhammad Abdullahi Wase Teaching Hospital
- Adeleye Dorcas
- Department of Radiology, Obafemi Awolowo University Ile-Ife
- Farouk Dako
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania
- Amber L. Simpson
- Department of Biomedical and Molecular Sciences, Queen’s University
- Mohammad Hamghalam
- School of Computing, Queen’s University
- Jacob J. Peoples
- School of Computing, Queen’s University
- Ricky Hu
- School of Computing, Queen’s University
- Anh Tran
- School of Computing, Queen’s University
- Danielle Cutler
- The Faculty of Arts & Sciences, Queen’s University
- Fabio Y. Moraes
- Department of Oncology, Queen’s University
- Michael A. Boss
- Center for Research and Innovation, American College of Radiology
- James Gimpel
- Center for Research and Innovation, American College of Radiology
- Deepak Kattil Veettil
- Center for Research and Innovation, American College of Radiology
- Kendall Schmidt
- Data Science Institute, American College of Radiology
- Brian Bialecki
- Data Science Institute, American College of Radiology
- Sailaja Marella
- Center for Research and Innovation, American College of Radiology
- Cynthia Price
- Center for Research and Innovation, American College of Radiology
- Lisa Cimino
- Center for Research and Innovation, American College of Radiology
- Charles Apgar
- Center for Research and Innovation, American College of Radiology
- Prashant Shah
- Intel Corporation
- Bjoern Menze
- Department of Informatics, Technical University of Munich
- Jill S. Barnholtz-Sloan
- National Cancer Institute, National Institute of Health, Division of Cancer Epidemiology and Genetics
- Jason Martin
- Intel Corporation
- Spyridon Bakas
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania
- DOI
- https://doi.org/10.1038/s41467-022-33407-5
- Journal volume & issue
-
Vol. 13,
no. 1
pp. 1 – 17
Abstract
Federated ML (FL) provides an alternative to train accurate and generalizable ML models, by only sharing numerical model updates. Here, the authors present the largest FL study to-date to generate an automatic tumor boundary detector for glioblastoma.
