Federated learning for predicting clinical outcomes in patients with COVID-19

Autor: Dayan, Ittai, Roth, Holger R, Zhong, Aoxiao, Harouni, Ahmed, Gentili, Amilcare, Abidin, Anas Z, Liu, Andrew, Costa, Anthony Beardsworth, Wood, Bradford J, Tsai, Chien-Sung, Wang, Chih-Hung, Hsu, Chun-Nan, Lee, CK, Ruan, Peiying, Xu, Daguang, Wu, Dufan, Huang, Eddie, Kitamura, Felipe Campos, Lacey, Griffin, de Antônio Corradi, Gustavo César, Nino, Gustavo, Shin, Hao-Hsin, Obinata, Hirofumi, Ren, Hui, Crane, Jason C, Tetreault, Jesse, Guan, Jiahui, Garrett, John W, Kaggie, Joshua D, Park, Jung Gil, Dreyer, Keith, Juluru, Krishna, Kersten, Kristopher, Rockenbach, Marcio Aloisio Bezerra Cavalcanti, Linguraru, Marius George, Haider, Masoom A, AbdelMaseeh, Meena, Rieke, Nicola, Damasceno, Pablo F, E Silva, Pedro Mario Cruz, Wang, Pochuan, Xu, Sheng, Kawano, Shuichi, Sriswasdi, Sira, Park, Soo Young, Grist, Thomas M, Buch, Varun, Jantarabenjakul, Watsamon, Wang, Weichung, Tak, Won Young, Li, Xiang, Lin, Xihong, Kwon, Young Joon, Quraini, Abood, Feng, Andrew, Priest, Andrew N, Turkbey, Baris, Glicksberg, Benjamin, Bizzo, Bernardo, Kim, Byung Seok, Tor-Díez, Carlos, Lee, Chia-Cheng, Hsu, Chia-Jung, Lin, Chin, Lai, Chiu-Ling, Hess, Christopher P, Compas, Colin, Bhatia, Deepeksha, Oermann, Eric K, Leibovitz, Evan, Sasaki, Hisashi, Mori, Hitoshi, Yang, Isaac, Sohn, Jae Ho, Murthy, Krishna Nand Keshava, Fu, Li-Chen, de Mendonça, Matheus Ribeiro Furtado, Fralick, Mike, Kang, Min Kyu, Adil, Mohammad, Gangai, Natalie, Vateekul, Peerapon, Elnajjar, Pierre, Hickman, Sarah, Majumdar, Sharmila, McLeod, Shelley L, Reed, Sheridan, Gräf, Stefan, Harmon, Stephanie, Kodama, Tatsuya, Puthanakit, Thanyawee, Mazzulli, Tony, de Lavor, Vitor Lima, Rakvongthai, Yothin, Lee, Yu Rim, Wen, Yuhong, Gilbert, Fiona J, Flores, Mona G, Li, Quanzheng

Publikováno v: Nature medicine, vol 27, iss 10

Federated learning (FL) is a method used for training artificial intelligence models with data from multiple sources while maintaining data anonymity, thus removing many barriers to data sharing. Here we used data from 20 institutes across the globe

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=od_______325::cd17e39c003c4f4847e11b9ced64f109
https://escholarship.org/uc/item/6gc9c8js

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Detecting neuropathy using measures of motor unit activation extracted from standard concentric needle electromyographic signals.

Autor: AbdelMaseeh, Meena, Smith, Benn, Stashuk, Daniel

Publikováno v: 2014 36th Annual International Conference of the IEEE Engineering in Medicine & Biology Society; 2014, p4066-4070, 5p

Federated learning for predicting clinical outcomes in patients with COVID-19.

Autor: Dayan I; MGH Radiology and Harvard Medical School, Boston, MA, USA., Roth HR; NVIDIA, Santa Clara, CA, USA., Zhong A; Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.; School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA., Harouni A; NVIDIA, Santa Clara, CA, USA., Gentili A; San Diego VA Health Care System, San Diego, CA, USA., Abidin AZ; NVIDIA, Santa Clara, CA, USA., Liu A; NVIDIA, Santa Clara, CA, USA., Costa AB; Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Wood BJ; Radiology & Imaging Sciences/Clinical Center, National Institutes of Health, Bethesda, MD, USA.; National Cancer Institute, National Institutes of Health, Bethesda, MD, USA., Tsai CS; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan., Wang CH; Department of Otolaryngology-Head and Neck Surgery, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan.; Graduate Institute of Medical Sciences, National Defense Medical Center, Taipei, Taiwan., Hsu CN; Center for Research in Biological Systems, University of California, San Diego, CA, USA., Lee CK; NVIDIA, Santa Clara, CA, USA., Ruan P; NVIDIA, Santa Clara, CA, USA., Xu D; NVIDIA, Santa Clara, CA, USA., Wu D; Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA., Huang E; NVIDIA, Santa Clara, CA, USA., Kitamura FC; DasaInova, Diagnósticos da América SA, Barueri, Brazil., Lacey G; NVIDIA, Santa Clara, CA, USA., de Antônio Corradi GC; DasaInova, Diagnósticos da América SA, Barueri, Brazil., Nino G; Division of Pediatric Pulmonary and Sleep Medicine, Children's National Hospital, Washington, DC, USA., Shin HH; Memorial Sloan Kettering Cancer Center, New York, NY, USA., Obinata H; Self-Defense Forces Central Hospital, Tokyo, Japan., Ren H; Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA., Crane JC; Center for Intelligent Imaging, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA., Tetreault J; NVIDIA, Santa Clara, CA, USA., Guan J; NVIDIA, Santa Clara, CA, USA., Garrett JW; Departments of Radiology and Medical Physics, The University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA., Kaggie JD; Department of Radiology, NIHR Cambridge Biomedical Resource Centre, University of Cambridge, Cambridge, UK., Park JG; Department of Internal Medicine, Yeungnam University College of Medicine, Daegu, South Korea., Dreyer K; MGH Radiology and Harvard Medical School, Boston, MA, USA.; Center for Clinical Data Science, Massachusetts General Brigham, Boston, MA, USA., Juluru K; Memorial Sloan Kettering Cancer Center, New York, NY, USA., Kersten K; NVIDIA, Santa Clara, CA, USA., Rockenbach MABC; Center for Clinical Data Science, Massachusetts General Brigham, Boston, MA, USA., Linguraru MG; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, DC, USA.; Departments of Radiology and Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA., Haider MA; Joint Dept. of Medical Imaging, Sinai Health System, University of Toronto, Toronto, Ontario, Canada.; Lunenfeld-Tanenbaum Research Institute, Toronto, Ontario, Canada., AbdelMaseeh M; Lunenfeld-Tanenbaum Research Institute, Toronto, Ontario, Canada., Rieke N; NVIDIA, Santa Clara, CA, USA., Damasceno PF; Center for Intelligent Imaging, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA., E Silva PMC; NVIDIA, Santa Clara, CA, USA., Wang P; MeDA Lab Institute of Applied Mathematical Sciences, National Taiwan University, Taipei, Taiwan.; Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan., Xu S; Radiology & Imaging Sciences/Clinical Center, National Institutes of Health, Bethesda, MD, USA.; National Cancer Institute, National Institutes of Health, Bethesda, MD, USA., Kawano S; Self-Defense Forces Central Hospital, Tokyo, Japan., Sriswasdi S; Research Affairs, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.; Center for Artificial Intelligence in Medicine, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand., Park SY; Department of Internal Medicine, School of Medicine, Kyungpook National University, Daegu, South Korea., Grist TM; Departments of Radiology, Medical Physics, and Biomedical Engineering, The University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA., Buch V; Center for Clinical Data Science, Massachusetts General Brigham, Boston, MA, USA., Jantarabenjakul W; Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.; Thai Red Cross Emerging Infectious Diseases Clinical Center, King Chulalongkorn Memorial Hospital, Bangkok, Thailand., Wang W; MeDA Lab Institute of Applied Mathematical Sciences, National Taiwan University, Taipei, Taiwan.; Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan., Tak WY; Department of Internal Medicine, School of Medicine, Kyungpook National University, Daegu, South Korea., Li X; Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA., Lin X; Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA., Kwon YJ; Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Quraini A; NVIDIA, Santa Clara, CA, USA., Feng A; NVIDIA, Santa Clara, CA, USA., Priest AN; Department of Radiology, NIHR Cambridge Biomedical Resource Centre, Cambridge University Hospital, Cambridge, UK., Turkbey B; National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.; Department of Radiology and Imaging Sciences, National Institutes of Health, Bethesda, MD, USA., Glicksberg B; Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Bizzo B; Center for Clinical Data Science, Massachusetts General Brigham, Boston, MA, USA., Kim BS; Department of Internal Medicine, Catholic University of Daegu School of Medicine, Daegu, South Korea., Tor-Díez C; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, DC, USA., Lee CC; Planning and Management Office, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan., Hsu CJ; Planning and Management Office, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan., Lin C; School of Medicine, National Defense Medical Center, Taipei, Taiwan.; School of Public Health, National Defense Medical Center, Taipei, Taiwan.; Graduate Institute of Life Sciences, National Defense Medical Center, Taipei, Taiwan., Lai CL; Medical Review and Pharmaceutical Benefits Division, National Health Insurance Administration, Taipei, Taiwan., Hess CP; Center for Intelligent Imaging, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA., Compas C; NVIDIA, Santa Clara, CA, USA., Bhatia D; NVIDIA, Santa Clara, CA, USA., Oermann EK; Department of Neurosurgery, NYU Grossman School of Medicine, New York, NY, USA., Leibovitz E; Center for Clinical Data Science, Massachusetts General Brigham, Boston, MA, USA., Sasaki H; Self-Defense Forces Central Hospital, Tokyo, Japan., Mori H; Self-Defense Forces Central Hospital, Tokyo, Japan., Yang I; NVIDIA, Santa Clara, CA, USA., Sohn JH; Center for Intelligent Imaging, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA., Murthy KNK; Memorial Sloan Kettering Cancer Center, New York, NY, USA., Fu LC; MOST/NTU All Vista Healthcare Center, Center for Artificial Intelligence and Advanced Robotics, National Taiwan University, Taipei, Taiwan., de Mendonça MRF; DasaInova, Diagnósticos da América SA, Barueri, Brazil., Fralick M; Division of General Internal Medicine and Geriatrics (Fralick), Sinai Health System, Toronto, Ontario, Canada., Kang MK; Department of Internal Medicine, Yeungnam University College of Medicine, Daegu, South Korea., Adil M; NVIDIA, Santa Clara, CA, USA., Gangai N; Memorial Sloan Kettering Cancer Center, New York, NY, USA., Vateekul P; Department of Computer Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok, Thailand., Elnajjar P; Memorial Sloan Kettering Cancer Center, New York, NY, USA., Hickman S; Department of Radiology, NIHR Cambridge Biomedical Resource Centre, University of Cambridge, Cambridge, UK., Majumdar S; Center for Intelligent Imaging, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA., McLeod SL; Schwartz/Reisman Emergency Medicine Institute, Sinai Health, Toronto, Ontario, Canada.; Department of Family and Community Medicine, University of Toronto, Toronto, Ontario, Canada., Reed S; Radiology & Imaging Sciences/Clinical Center, National Institutes of Health, Bethesda, MD, USA.; National Cancer Institute, National Institutes of Health, Bethesda, MD, USA., Gräf S; Department of Medicine and NIHR BioResource for Translational Research, NIHR Cambridge Biomedical Research Centre, University of Cambridge, Cambridge, UK., Harmon S; National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.; Clinical Research Directorate, Frederick National Laboratory for Cancer, National Cancer Institute, Frederick, MD, USA., Kodama T; Self-Defense Forces Central Hospital, Tokyo, Japan., Puthanakit T; Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.; Thai Red Cross Emerging Infectious Diseases Clinical Center, King Chulalongkorn Memorial Hospital, Bangkok, Thailand., Mazzulli T; Department of Microbiology, Sinai Health/University Health Network, Toronto, Ontario, Canada.; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada.; Public Health Ontario Laboratories, Toronto, Ontario, Canada., de Lavor VL; DasaInova, Diagnósticos da América SA, Barueri, Brazil., Rakvongthai Y; Chulalongkorn University Biomedical Imaging Group and Division of Nuclear Medicine, Department of Radiology, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand., Lee YR; Department of Internal Medicine, School of Medicine, Kyungpook National University, Daegu, South Korea., Wen Y; NVIDIA, Santa Clara, CA, USA., Gilbert FJ; Department of Radiology, NIHR Cambridge Biomedical Resource Centre, University of Cambridge, Cambridge, UK., Flores MG; NVIDIA, Santa Clara, CA, USA. mflores@nvidia.com., Li Q; Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.

Publikováno v: Nature medicine [Nat Med] 2021 Oct; Vol. 27 (10), pp. 1735-1743. Date of Electronic Publication: 2021 Sep 15.