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Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge.

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Title: Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge.
Authors: Zenk M; German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany., Baid U; Center for Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA., Pati S; Center for Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA.; Medical Research Group, MLCommons, San Francisco, CA, USA., Linardos A; Center for Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA., Edwards B; Intel Corporation, Santa Clara, CA, USA., Sheller M; Medical Research Group, MLCommons, San Francisco, CA, USA.; Intel Corporation, Santa Clara, CA, USA., Foley P; Intel Corporation, Santa Clara, CA, USA., Aristizabal A; Medical Research Group, MLCommons, San Francisco, CA, USA.; Factored, Palo Alto, CA, USA., Zimmerer D; German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany., Gruzdev A; Intel Corporation, Santa Clara, CA, USA., Martin J; Intel Corporation, Santa Clara, CA, USA., Shinohara RT; Center for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.; Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Penn Statistics in Imaging and Visualization Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Reinke A; German Cancer Research Center (DKFZ) Heidelberg, Division of Intelligent Medical Systems, Heidelberg, Germany.; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany., Isensee F; German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany., Parampottupadam S; German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany., Parekh K; German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany., Floca R; German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany., Kassem H; Medical Research Group, MLCommons, San Francisco, CA, USA., Baheti B; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA., Thakur S; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA., Chung V; Sage Bionetworks, Seattle, WA, USA., Kushibar K; Department of Mathematics and Computer Science, Universitat de Barcelona, Barcelona, Spain., Lekadir K; Department of Mathematics and Computer Science, Universitat de Barcelona, Artificial Intelligence in Medicine Lab (BCN-AIM), Barcelona, Spain.; Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain., Jiang M; Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China., Yin Y; Department of Computer Science and Technology, Zhejiang University, Hangzhou, China., Yang H; Department of Computer Science and Engineering, Beihang University, Beijing, China., Liu Q; Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China., Chen C; Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China., Dou Q; Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China., Heng PA; Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China., Zhang X; Shanghai Jiao Tong University, Shanghai, China., Zhang S; Shanghai Artificial Intelligence Laboratory, Shanghai, China., Khan MI; School of Data Engineering and AI Technologies, Turku University of Applied Sciences, Turku, Finland., Azeem MA; Riphah International University, Islamabad, Pakistan., Jafaritadi M; School of Data Engineering and AI Technologies, Turku University of Applied Sciences, Turku, Finland.; Department of Radiology, Stanford University, Stanford, CA, USA., Alhoniemi E; School of Data Engineering and AI Technologies, Turku University of Applied Sciences, Turku, Finland., Kontio E; School of Data Engineering and AI Technologies, Turku University of Applied Sciences, Turku, Finland., Khan SA; University of Helsinki, Helsinki, Finland., Mächler L; École Normale Supérieure, Paris, France., Ezhov I; Department of Informatics, Technical University of Munich, Munich, Germany.; TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany., Kofler F; Department of Informatics, Technical University of Munich, Munich, Germany.; TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany.; Department of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, Technical University of Munich, Munich, Germany.; Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland., Shit S; Department of Informatics, Technical University of Munich, Munich, Germany.; TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany.; Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland., Paetzold JC; ITERM Institute Helmholtz Zentrum Muenchen, Neuherberg, Germany.; Department of Radiology, Weill Cornell Medicine, Cornell University, New York, NY, USA., Loehr T; Department of Informatics, Technical University of Munich, Munich, Germany.; TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany., Wiestler B; Department of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, Technical University of Munich, Munich, Germany., Peiris H; Monash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.; Department of Electrical and Computer Systems Engineering, Faculty of Engineering, Monash University, Melbourne, VIC, Australia.; Department of Data Science and AI, Faculty of Information Technology, Monash University, Melbourne, VIC, Australia., Pawar K; Monash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.; School of Psychological Sciences, Monash University, Melbourne, VIC, Australia., Zhong S; Monash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.; National Imaging Facility, St Lucia, QLD, Australia., Chen Z; Monash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.; Department of Data Science and AI, Faculty of Information Technology, Monash University, Melbourne, VIC, Australia., Hayat M; Department of Data Science and AI, Faculty of Information Technology, Monash University, Melbourne, VIC, Australia., Egan G; Monash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.; School of Psychological Sciences, Monash University, Melbourne, VIC, Australia., Harandi M; Department of Electrical and Computer Systems Engineering, Faculty of Engineering, Monash University, Melbourne, VIC, Australia., Isik Polat E; Graduate School of Informatics, Middle East Technical University, Ankara, Turkey., Polat G; Graduate School of Informatics, Middle East Technical University, Ankara, Turkey., Kocyigit A; Graduate School of Informatics, Middle East Technical University, Ankara, Turkey., Temizel A; Graduate School of Informatics, Middle East Technical University, Ankara, Turkey., Tuladhar A; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada., Tyagi L; Department of Chemical Engineering, Indian Institute of Technology Kanpur, Kanpur, Uttar Pradesh, India., Souza R; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Biomedical Engineering Program, University of Calgary, Calgary, AB, Canada., Forkert ND; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada., Mouches P; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Biomedical Engineering Program, University of Calgary, Calgary, AB, Canada., Wilms M; Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada., Shambhat V; Department of Engineering Design, IIT Madras, Chennai, India., Maurya A; Robert Bosch Center of Data Science and AI, IIT Madras, Chennai, India., Danannavar SS; Department of Engineering Design, IIT Madras, Chennai, India., Kalla R; Department of Engineering Design, IIT Madras, Chennai, India., Anand VK; Department of Engineering Design, IIT Madras, Chennai, India., Krishnamurthi G; Department of Engineering Design, IIT Madras, Chennai, India., Nalawade S; University of Texas Southwestern Medical Center, Dallas, TX, USA., Ganesh C; University of Texas Southwestern Medical Center, Dallas, TX, USA., Wagner B; University of Texas Southwestern Medical Center, Dallas, TX, USA., Reddy D; University of Texas Southwestern Medical Center, Dallas, TX, USA., Das Y; University of Texas Southwestern Medical Center, Dallas, TX, USA., Yu FF; University of Texas Southwestern Medical Center, Dallas, TX, USA., Fei B; Department of Bioengineering, University of Texas at Dallas, Dallas, TX, USA., Madhuranthakam AJ; University of Texas Southwestern Medical Center, Dallas, TX, USA., Maldjian J; University of Texas Southwestern Medical Center, Dallas, TX, USA., Singh G; Indian Institute of Information Technology Vadodara, Gandhinagar, India., Ren J; Changping Laboratory, Beijing, China., Zhang W; Changping Laboratory, Beijing, China., An N; Changping Laboratory, Beijing, China., Hu Q; School of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA., Zhang Y; Changping Laboratory, Beijing, China., Zhou Y; Changping Laboratory, Beijing, China., Siomos V; City St George's, University of London, London, UK., Tarroni G; City St George's, University of London, London, UK.; Imperial College London, London, UK., Passerrat-Palmbach J; City St George's, University of London, London, UK.; Imperial College London, London, UK., Rawat A; IBM Research, Dublin, Ireland., Zizzo G; IBM Research, Dublin, Ireland., Kadhe SR; IBM Research, Dublin, Ireland., Epperlein JP; IBM Research, Dublin, Ireland., Braghin S; IBM Research, Dublin, Ireland., Wang Y; Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Kanagavelu R; Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Wei Q; Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Yang Y; Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Liu Y; Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Kotowski K; Graylight Imaging, Gliwice, Poland., Adamski S; Graylight Imaging, Gliwice, Poland., Machura B; Graylight Imaging, Gliwice, Poland., Malara W; Graylight Imaging, Gliwice, Poland., Zarudzki L; Maria Sklodowska-Curie Memorial Cancer Center and Institute of Oncology, Gliwice, Poland., Nalepa J; Graylight Imaging, Gliwice, Poland.; Silesian University of Technology, Gliwice, Poland., Shi Y; University of North Carolina at Charlotte, Charlotte, NC, USA.; Department of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA., Gao H; University of Southern California, Los Angeles, CA, USA., Avestimehr S; University of Southern California, Los Angeles, CA, USA., Yan Y; University of North Carolina at Charlotte, Charlotte, NC, USA., Akbar AS; Universitas Islam Nahdlatul Ulama Jepara, Jepara, Indonesia., Kondrateva E; Skolkovo Institute of Science and Technology, Moscow, Russia., Yang H; Fujian Normal University, Fuzhou, China., Li Z; Fuzhou University, Fuzhou, China., Wu HY; National Tsing Hua University, Hsinchu, Taiwan., Roth J; ScaDS.AI, Dresden, Germany., Saueressig C; Brown University, Providence, RI, USA., Milesi A; NVIDIA, Santa Clara, CA, USA., Nguyen QD; EPITA, Le Kremlin-Bicêtre, France., Gruenhagen NJ; Medical College of Wiconsin, Milwaukee, WI, USA., Huang TM; Department of Mathematics, National Taiwan Normal University, Taipei, Taiwan., Ma J; Nanjing University of Science and Technology, Nanjing, China., Singh HSH; Hong Kong University of Science and Technology, Hong Kong, Hong Kong Special Administrative Region of China, China., Pan NY; National Taiwan University of Science and Technology, Taipei, Taiwan., Zhang D; School of Automation, Northwestern Polytechnical University, Xi'an, China., Zeineldin RA; Institute for Anthropomatics and Robotics, Karlsruhe Institute of Technology, Karlsruhe, Germany., Futrega M; NVIDIA, Santa Clara, CA, USA., Yuan Y; Department of Radiation Oncology, Columbia University Irving Medical Center, New York, NY, USA.; Columbia University Data Science Institute, New York, NY, USA., Conte GM; Department of Radiology, Mayo Clinic, Rochester, MN, USA., Feng X; University of Virginia, Charlottesville, VA, USA., Pham QD; VinBrain, Hanoi, Vietnam., Xia Y; School of Computer Science and Engineering, Northwestern Polytechnical University, Xi'an, China., Jiang Z; Children's National Hospital, Washington, DC, USA., Luu HM; MRI Lab, KAIST, Daejeon, Korea., Dobko M; Ukrainian Catholic University, Lviv, Ukraine., Carré A; Gustave Roussy Cancer Campus, Villejuif, France., Tuchinov B; Novosibirsk State University, Novosibirsk, Russia., Mohy-Ud-Din H; Department of Electrical Engineering, Syed Babar Ali School of Science and Engineering, LUMS, Lahore, Pakistan., Alam S; University of Bergen, Bergen, Norway., Singh A; Indian Institute of Technology, Delhi, India., Shah N; Mazumdar Shaw Medical Foundation, Bengaluru, India., Wang W; Institute of Applied Mathematical Sciences, National Taiwan University, Taipei, Taiwan., Sako C; Center for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA., Bilello M; Center for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA., Ghodasara S; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA., Mohan S; Center for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA., Davatzikos C; Center for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA., Calabrese E; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA., Rudie J; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA., Villanueva-Meyer J; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA., Cha S; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA., Hess C; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA., Mongan J; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA., Ingalhalikar M; Symbiosis Center for Medical Image Analysis, Symbiosis International University, Pune, India., Jadhav M; Symbiosis Center for Medical Image Analysis, Symbiosis International University, Pune, India., Pandey U; Symbiosis Center for Medical Image Analysis, Symbiosis International University, Pune, India., Saini J; Department of Neuroimaging and interventional Radiology, National Institute of Mental Health and Neurosciences, Bangalore, India., Huang RY; Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA., Chang K; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA, USA., To MS; College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.; South Australia Medical Imaging, Flinders Medical Centre, Bedford Park, SA, Australia., Bhardwaj S; College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia., Chong C; South Australia Medical Imaging, Flinders Medical Centre, Bedford Park, SA, Australia., Agzarian M; College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.; South Australia Medical Imaging, Flinders Medical Centre, Bedford Park, SA, Australia., Kozubek M; Centre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University, Brno, Czech Republic., Lux F; Centre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University, Brno, Czech Republic., Michálek J; Centre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University, Brno, Czech Republic., Matula P; Centre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University, Brno, Czech Republic., Ker Kovský M; Department of Radiology and Nuclear Medicine, University Hospital Brno and Faculty of Medicine, Masaryk University, Brno, Czech Republic., Kopr Ivová T; Department of Radiology and Nuclear Medicine, University Hospital Brno and Faculty of Medicine, Masaryk University, Brno, Czech Republic., Dostál M; Department of Radiology and Nuclear Medicine, University Hospital Brno and Faculty of Medicine, Masaryk University, Brno, Czech Republic.; Department of Biophysics, Faculty of Medicine, Masaryk University, Brno, Czech Republic., Vybíhal V; Department of Neurosurgery, University Hospital Brno and Faculty of Medicine, Masaryk University, Brno, Czech Republic., Pinho MC; University of Texas Southwestern Medical Center, Dallas, TX, USA., Holcomb J; University of Texas Southwestern Medical Center, Dallas, TX, USA., Metz M; Department of Neuroradiology, Klinikum rechts der Isar, Munich, Germany., Jain R; Department of Radiology, NYU Grossman School of Medicine, New York, NY, USA.; Department of Neurosurgery, NYU Grossman School of Medicine, New York, NY, USA., Lee MD; Department of Radiology, NYU Grossman School of Medicine, New York, NY, USA., Lui YW; Department of Radiology, NYU Grossman School of Medicine, New York, NY, USA., Tiwari P; Department of Radiology, Biomedical Engineering, Medical Physics, University of Wisconsin School of Medicine & Public Health, Madison, WI, USA.; William S. Middleton Memorial Veterans Affairs (VA), Madison, WI, USA., Verma R; Case Western Reserve University, Cleveland, OH, USA.; Windreich Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Bareja R; Case Western Reserve University, Cleveland, OH, USA., Yadav I; Case Western Reserve University, Cleveland, OH, USA., Chen J; Case Western Reserve University, Cleveland, OH, USA., Kumar N; University of Alberta, Edmonton, AB, Canada.; Alberta Machine Intelligence Institute, Edmonton, AB, Canada.; Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA., Gusev Y; Innovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA., Bhuvaneshwar K; Innovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA., Sayah A; Division of Neuroradiology & Neurointerventional Radiology, MedStar Georgetown University Hospital, Department of Radiology, Washington, DC, USA., Bencheqroun C; Innovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA., Belouali A; Innovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA., Madhavan S; Innovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA., Colen RR; Department of Radiology, Neuroradiology Division, University of Pittsburgh, Pittsburgh, PA, USA.; Department of Diagnostic Radiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA., Kotrotsou A; Department of Diagnostic Radiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA., Vollmuth P; German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.; Division for Computational Radiology & Clinical AI, University Hospital Bonn, Bonn, Germany.; Faculty of Medicine, University of Bonn, Bonn, Germany., Brugnara G; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Preetha CJ; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Sahm F; Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.; Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK) within the German Cancer Research Center (DKFZ), Heidelberg, Germany., Bendszus M; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Wick W; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany.; Neurology Clinic, Heidelberg University Hospital, Heidelberg, Germany., Mahajan A; Department of Radiodiagnosis and Imaging, Tata Memorial Centre, Tata Memorial Hospital, HBNI, Mumbai, India.; Department of Imaging, The Clatterbridge Cancer Centre NHS Foundation Trust, Liverpool, UK., Balaña C; Catalan Institute of Oncology, Badalona, Spain., Capellades J; Consorci MAR Parc de Salut de Barcelona, Catalonia, Spain., Puig J; Radiology Department CDI and IDIBAPS, Hospital Clinic of Barcelona, Barcelona, Spain., Choi YS; National University of Singapore, Yong Loo Lin School of Medicine, Singapore, Singapore., Lee SK; Yonsei University College of Medicine, Seoul, Korea., Chang JH; Yonsei University College of Medicine, Seoul, Korea., Ahn SS; Yonsei University College of Medicine, Seoul, Korea., Shaykh HF; University of Alabama in Birmingham, Birmingham, AL, USA., Herrera-Trujillo A; Clínica Imbanaco QuirónSalud, Cali, Colombia.; Universidad del Valle, Cali, Colombia., Trujillo M; Universidad del Valle, Cali, Colombia., Escobar W; Clínica Imbanaco QuirónSalud, Cali, Colombia., Abello A; Universidad del Valle, Cali, Colombia., Bernal J; The University of Edinburgh, Edinburgh, UK.; German Centre for Neurodegenerative Diseases (DZNE), Magdeburg, Germany.; Institute for cognitive neurology and dementia research (IKND), Magdeburg, Germany., Gómez J; Universidad del Valle, Cali, Colombia., LaMontagne P; Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA., Marcus DS; Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA., Milchenko M; Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA.; Neuroimaging Informatics and Analysis Center, Washington University in St. Louis, St. Louis, MO, USA., Nazeri A; Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA., Landman B; Department of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA., Ramadass K; Department of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA., Xu K; Department of Computer Science, Vanderbilt University, Nashville, TN, USA., Chotai S; Department of Neurosurgery, Vanderbilt University Medical Center, Nashville, TN, USA., Chambless LB; Department of Neurosurgery, Vanderbilt University Medical Center, Nashville, TN, USA., Mistry A; Department of Neurosurgery, Vanderbilt University Medical Center, Nashville, TN, USA., Thompson RC; Department of Neurosurgery, Vanderbilt University Medical Center, Nashville, TN, USA., Srinivasan A; Department of Neuroradiology, University of Michigan, Ann Arbor, MI, USA., Bapuraj JR; Department of Neuroradiology, University of Michigan, Ann Arbor, MI, USA., Rao A; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA., Wang N; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA., Yoshiaki O; Department of Neuroradiology, University of Michigan, Ann Arbor, MI, USA., Moritani T; Department of Neuroradiology, University of Michigan, Ann Arbor, MI, USA., Turk S; Department of Neuroradiology, University of Michigan, Ann Arbor, MI, USA., Lee J; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA., Prabhudesai S; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA., Garrett J; Department of Radiology, UW Madison School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA.; Department of Medical Physics, UW Madison School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA., Larson M; Department of Radiology, UW Madison School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA., Jeraj R; Department of Medical Physics, UW Madison School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA., Li H; Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland., Weiss T; Department of Neurology and Clinical Neuroscience Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland., Weller M; Department of Neurology and Clinical Neuroscience Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland., Bink A; Department of Neuroradiology and Clinical Neuroscience Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland., Pouymayou B; Department of Neuroradiology and Clinical Neuroscience Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland., Sharma S; Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Tseng TC; Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Adabi S; Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Xavier Falcão A; Institute of Computing, University of Campinas, Campinas, São Paulo, Brazil., Martins SB; Federal Institute of Education, Science, and Technology of São Paulo, Araraquara, São Paulo, Brazil., Teixeira BCA; Instituto de Neurologia de Curitiba, Curitiba, Paraná, Brazil.; Federal University of Parana, Curitiba, Paraná, Brazil., Sprenger F; Federal University of Parana, Curitiba, Paraná, Brazil., Menotti D; Department of Informatics, Federal University of Parana, Curitiba, Paraná, Brazil., Lucio DR; Department of Informatics, Federal University of Parana, Curitiba, Paraná, Brazil., Niclou SP; NORLUX Neuro-Oncology Laboratory, Luxembourg Institute of Health, Luxembourg, Luxembourg.; Faculty of Science, Technology and Medicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg., Keunen O; Brain Imaging and Neuro Epidemiology Group, Luxembourg Institute of Health, Luxembourg, Luxembourg., Hau AC; NORLUX Neuro-Oncology Laboratory, Luxembourg Institute of Health, Luxembourg, Luxembourg.; Goethe University, University Hospital, Dr. Senckenberg Institute of Neurooncology, Frankfurt am Main, Germany., Pelaez E; Escuela Superior Politecnica del Litoral, Guayaquil, Guayas, Ecuador., Franco-Maldonado H; Sociedad de Lucha Contral el Cancer - SOLCA, Guayaquil, Ecuador., Loayza F; Escuela Superior Politecnica del Litoral, Guayaquil, Guayas, Ecuador., Quevedo S; Universidad Católica de Cuenca, Cuenca, Ecuador., McKinley R; Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland., Slotboom J; Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland., Radojewski P; Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland., Meier R; Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland., Wiest R; Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland.; Institute for Surgical Technology and Biomechanics, University of Bern, Bern, Switzerland., Trenkler J; Institute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria., Pichler J; Department of Neurooncology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria., Necker G; Institute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria., Haunschmidt A; Institute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria., Meckel S; Institute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria.; Institute of Diagnostic and Interventional Neuroradiology, RKH Klinikum Ludwigsburg, Ludwigsburg, Germany., Guevara P; Universidad de Concepción, Concepción, Chile., Torche E; Universidad de Concepción, Concepción, Chile., Mendoza C; Universidad de Concepción, Concepción, Chile., Vera F; Universidad de Concepción, Concepción, Chile., Ríos E; Universidad de Concepción, Concepción, Chile., López E; Universidad de Concepción, Concepción, Chile., Velastin SA; School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK.; Department of Computer Engineering, Universidad Carlos III de Madrid, Madrid, Spain., Choi J; Department of Industrial and Systems Engineering, University of Iowa, Iowa City, IA, USA., Baek S; Department of Industrial and Systems Engineering, Department of Radiation Oncology, University of Iowa, Iowa City, IA, USA., Kim Y; Department of Radiation Oncology, University of Iowa, Iowa City, IA, USA., Ismael H; Department of Radiation Oncology, University of Iowa, Iowa City, IA, USA., Allen B; Department of Radiation Oncology, University of Iowa, Iowa City, IA, USA., Buatti JM; Department of Radiation Oncology, University of Iowa, Iowa City, IA, USA., Zampakis P; Department of NeuroRadiology, University of Patras, Patras, Greece., Panagiotopoulos V; Department of Neurosurgery, University of Patras, Patras, Greece., Tsiganos P; Clinical Radiology Laboratory, Department of Medicine, University of Patras, Patras, Greece., Alexiou S; Department of Electrical and Computer Engineering, University of Patras, Patras, Greece., Haliassos I; Department of Radiation Oncology, University of Patras, Patras, Greece., Zacharaki EI; Department of Electrical and Computer Engineering, University of Patras, Patras, Greece., Moustakas K; Department of Electrical and Computer Engineering, University of Patras, Patras, Greece., Kalogeropoulou C; 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Source: Nature communications [Nat Commun] 2025 Jul 08; Vol. 16 (1), pp. 6274. Date of Electronic Publication: 2025 Jul 08.
Publication Type: Journal Article
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
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ISSN:2041-1723
DOI:10.1038/s41467-025-60466-1