Machine learning-based prognostic subgrouping of glioblastoma: A multicenter study.
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| Title: | Machine learning-based prognostic subgrouping of glioblastoma: A multicenter study. |
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| Authors: | Akbari H; Department of Bioengineering, School of Engineering, Santa Clara University, Santa Clara, California, USA., Bakas S; Department of Pathology & Laboratory Medicine, Indiana University School of Medicine, Indianapolis, Indiana, USA.; Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA.; Department of Neurological Surgery, Indiana University School of Medicine, Indianapolis, Indiana, USA.; Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University, Indianapolis, Indiana, USA., Sako C; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA., Fathi Kazerooni A; Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Center for Data-Driven Discovery in Biomedicine (D3b), Division of Neurosurgery, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA., Villanueva-Meyer J; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, California, USA., Garcia JA; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA., Mamourian E; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA., Liu F; Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA., Cao Q; Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA., Shinohara RT; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA., Baid U; Department of Pathology & Laboratory Medicine, Indiana University School of Medicine, Indianapolis, Indiana, USA.; Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA., Getka A; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA., Pati S; Department of Pathology & Laboratory Medicine, Indiana University School of Medicine, Indianapolis, Indiana, USA., Singh A; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA., Calabrese E; Department of Radiology, Duke University, Durham, North Carolina, USA., Chang S; Department of Neurological Surgery, University of California San Francisco, San Francisco, California, USA., Rudie J; Department of Radiology, University of California San Diego, San Diego, California, USA., Sotiras A; Department of Radiology, Washington University School of Medicine, St. Louis, Missouri, USA., LaMontagne P; Department of Radiology, Washington University School of Medicine, St. Louis, Missouri, USA., Marcus DS; Department of Radiology, Washington University School of Medicine, St. Louis, Missouri, USA., Milchenko M; Department of Radiology, Washington University School of Medicine, St. Louis, Missouri, USA., Nazeri A; Department of Radiology, Washington University School of Medicine, St. Louis, Missouri, USA., Balana C; B-ARGO Group, Institut Investigació Germans Trias i Pujol (IGTP), Badalona (Barcelona), Catalonia, Spain., Capellades J; Research Unit (IDIR), Image Diagnosis Institute, Badalona, Spain., Puig J; Department of Radiology (CDI), Hospital Clínic and IDIBAPS, Barcelona, Spain., Badve C; Department of Radiology, Case Western Reserve University and University Hospitals of Cleveland, Cleveland, Ohio, USA., Barnholtz-Sloan JS; Trans-Divisional Research Program (TDRP), Division of Cancer Epidemiology and Genetics (DCEG), National Cancer Institute, Bethesda, Maryland, USA.; Central Brain Tumor Registry of the United States, Hinsdale, Illinois, USA.; Center for Biomedical Informatics and Information Technology (CBIIT), National Cancer Institute, Bethesda, Maryland, USA., Sloan AE; Brain and Tumor Neurosurgery, Neurosurgical Oncology, Piedmont Health, Atlanta, Georgia, USA.; Seidman Cancer Center and Case Comprehensive Cancer Center, Case Western Reserve University, Cleveland, Ohio, USA., Vadmal V; Department of Population and Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA., Waite K; Center for Biomedical Informatics and Information Technology (CBIIT), National Cancer Institute, Bethesda, Maryland, USA.; Department of Population and Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA., Ak M; Department of Radiology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Colen RR; Department of Radiology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.; Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA., Park YW; Department of Radiology, Yonsei University College of Medicine, Seoul, Republic of Korea., Ahn SS; Department of Radiology, Yonsei University College of Medicine, Seoul, Republic of Korea., Chang JH; Department of Neurosurgery, Yonsei University College of Medicine, Seoul, Republic of Korea.; Brain Tumor Center, Severance Hospital, Yonsei University Health System, Seoul, Republic of Korea., Choi YS; Department of Diagnostic Radiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.; Clinical Imaging Research Centre, Yong Loo Lin School of Medicine, National University of Singapore, Singapore., Lee SK; Department of Radiology, Yonsei University College of Medicine, Seoul, Republic of Korea., Alexander GS; Department of Radiation Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA., Ali AS; Department of Radiation Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA., Dicker AP; Department of Radiation Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA., Flanders AE; Department of Radiology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA., Liem S; Department of Radiation Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA., Lombardo J; Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, Pennsylvania, USA.; Department of Radiation Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA., Shi W; Department of Radiation Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA., Shukla G; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Radiation Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA.; Department of Radiation Oncology, Christiana Care Health System, Philadelphia, Pennsylvania, USA., Griffith B; Department of Radiology, Henry Ford Health System, Detroit, Michigan, USA., Poisson LM; Department of Public Health Sciences, Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan, USA.; Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Cancer Institute, Henry Ford Health, Detroit, Michigan, USA., Rogers LR; Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Cancer Institute, Henry Ford Health, Detroit, Michigan, USA., Kotrotsou A; MD Anderson Cancer Center, University of Texas, Houston, Texas, USA., Booth TC; School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK.; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK., Jain R; Department of Radiology, New York University Langone Health, New York, New York, USA.; Department of Neurosurgery, New York University Langone Health, New York, New York, USA., Lee M; Department of Radiology, New York University Langone Health, New York, New York, USA., Mahajan A; Tata Memorial Centre, Homi Bhabha National Institute, Mumbai, India.; The Clatterbridge Cancer Centre NHS Foundation Trust, Liverpool, UK., Chakravarti A; Department of Radiation Oncology, The James Cancer Hospital at the Ohio State University Wexner Medical Center, Columbus, Ohio, USA., Palmer JD; Department of Radiation Oncology, The James Cancer Hospital at the Ohio State University Wexner Medical Center, Columbus, Ohio, USA., DiCostanzo D; Department of Radiation Oncology, The James Cancer Hospital at the Ohio State University Wexner Medical Center, Columbus, Ohio, USA., Fathallah-Shaykh H; Department of Neurology, The University of Alabama at Birmingham, Birmingham, Alabama, USA., Cepeda S; Department of Neurosurgery, University Hospital Río Hortega, Valladolid, Spain., Santonocito OS; Division of Neurosurgery, Spedali Riuniti di Livorno-Azienda USL Toscana Nord-Ovest, Livorno, Italy., Di Stefano AL; Division of Neurosurgery, Spedali Riuniti di Livorno-Azienda USL Toscana Nord-Ovest, Livorno, Italy., Wiestler B; Department of Neuroradiology, Technical University of Munich, Munchen, Germany., Melhem ER; Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA., Woodworth GF; Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA.; Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, Maryland, USA., Tiwari P; Department of Radiology, University of Wisconsin, Madison, Wisconsin, USA.; Department of Biomedical Engineering, University of Wisconsin, Madison, Wisconsin, USA., Valdes P; Department of Neurosurgery, University of Texas Medical Branch, Galveston, Texas, USA., Matsumoto Y; Department of Neurological Surgery, Okayama University, Okayama, Japan., Otani Y; Department of Neurological Surgery, Okayama University, Okayama, Japan., Imoto R; Department of Neurological Surgery, Okayama University, Okayama, Japan., Aboian M; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA., Koizumi S; Department of Neurosurgery, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan., Kurozumi K; Department of Neurosurgery, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan., Kawakatsu T; Department of Neurosurgery, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan., Alexander K; Department of Neurosurgery, Chris O'Brien Lifehouse, Camperdown, Australia.; Faculty of Medicine and Health, University of Sydney, Camperdown, Australia.; Department of Neuropathology, Royal Prince Alfred Hospital, Camperdown, Australia., Satgunaseelan L; Department of Neurosurgery, Chris O'Brien Lifehouse, Camperdown, Australia.; Faculty of Medicine and Health, University of Sydney, Camperdown, Australia.; Department of Neuropathology, Royal Prince Alfred Hospital, Camperdown, Australia., Rulseh AM; Department of Radiology, Na Homolce Hospital, Prague, Czechia., Bagley SJ; Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA., Bilello M; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA., Binder ZA; Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.; GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA., Brem S; Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.; GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA., Desai AS; GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA., Lustig RA; Department of Radiation-Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA., Maloney E; Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA., Prior T; Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA., Amankulor N; Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.; GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA., Nasrallah MP; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Pathology & Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA., O'Rourke DM; Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.; GBM Translational Center of Excellence, Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA., Mohan S; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA., Davatzikos C; Center for Data Science and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.; Penn Statistics in Imaging and Visualization Center, and Center for Clinical Epidemiology ce and AI for Integrated Diagnostics (AI2D), and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA. |
| Corporate Authors: | ReSPOND consortium |
| Source: | Neuro-oncology [Neuro Oncol] 2025 May 15; Vol. 27 (4), pp. 1102-1115. |
| Publication Type: | Journal Article; Multicenter Study |
| Journal Info: | Publisher: Oxford University Press Country of Publication: England NLM ID: 100887420 Publication Model: Print Cited Medium: Internet ISSN: 1523-5866 (Electronic) Linking ISSN: 15228517 NLM ISO Abbreviation: Neuro Oncol Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 1523-5866 |
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| DOI: | 10.1093/neuonc/noae260 |
