Radiographic prediction of meningioma grade by semantic and radiomic features

• Thibaud P. Coroller ,

  Contributed equally to this work with: Thibaud P. Coroller, Wenya Linda Bi

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Radiation Oncology, Brigham and Women's Hospital, Dana Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America

  http://orcid.org/0000-0001-7662-8724

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• Wenya Linda Bi ,

  Contributed equally to this work with: Thibaud P. Coroller, Wenya Linda Bi

  Roles Conceptualization, Data curation, Investigation, Methodology, Supervision, Validation, Writing – original draft, Writing – review & editing

  Affiliations Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America, Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts, United States of America

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• Elizabeth Huynh,

  Roles Conceptualization, Investigation, Methodology, Supervision, Writing – original draft

  Affiliation Department of Radiation Oncology, Brigham and Women's Hospital, Dana Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America

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• Malak Abedalthagafi,

  Roles Data curation, Investigation, Methodology, Resources, Writing – original draft

  Affiliations Department of Pathology Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America, The Saudi Human Genome Project, King Abdulaziz City for Science and Technology and Research Center at King Fahad Medical City, Riyadh, Saudia Arabia

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• Ayal A. Aizer,

  Roles Conceptualization, Data curation, Methodology, Resources, Supervision, Writing – original draft

  Affiliation Department of Radiation Oncology, Brigham and Women's Hospital, Dana Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America

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• Noah F. Greenwald,

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Supervision, Visualization, Writing – original draft

  Affiliation Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• Chintan Parmar,

  Roles Conceptualization, Formal analysis, Methodology, Supervision, Validation, Visualization, Writing – original draft

  Affiliation Department of Radiation Oncology, Brigham and Women's Hospital, Dana Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America

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• Vivek Narayan,

  Roles Data curation, Methodology, Resources, Software, Visualization, Writing – original draft

  Affiliation Department of Radiation Oncology, Brigham and Women's Hospital, Dana Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America

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• Winona W. Wu,

  Roles Data curation, Methodology, Resources, Writing – original draft

  Affiliation Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• Samuel Miranda de Moura,

  Roles Data curation, Methodology, Resources, Writing – original draft

  Affiliation Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• Saksham Gupta,

  Roles Data curation, Methodology, Resources, Writing – original draft

  Affiliation Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• Rameen Beroukhim,

  Roles Conceptualization, Data curation, Resources, Supervision, Writing – original draft

  Affiliations Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts, United States of America, Center for Neuro-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, United States of America

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• Patrick Y. Wen,

  Roles Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing – original draft

  Affiliation Center for Neuro-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, United States of America

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• Ossama Al-Mefty,

  Roles Conceptualization, Resources, Supervision, Writing – original draft

  Affiliation Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• Ian F. Dunn,

  Roles Conceptualization, Data curation, Resources, Supervision, Writing – original draft

  Affiliation Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• Sandro Santagata,

  Roles Conceptualization, Data curation, Resources, Supervision, Writing – original draft

  Affiliation Department of Pathology Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• Brian M. Alexander,

  Roles Conceptualization, Resources, Supervision, Writing – original draft

  Affiliation Department of Radiation Oncology, Brigham and Women's Hospital, Dana Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America

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• Raymond Y. Huang ,

  Roles Conceptualization, Data curation, Funding acquisition, Methodology, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: ryhuang@bwh.harvard.edu

  ¶‡ These authors also contributed equally to this work.

  Affiliation Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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•  [ ... ],
• Hugo J. W. L. Aerts

  Roles Conceptualization, Funding acquisition, Methodology, Resources, Supervision, Writing – original draft, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliations Department of Radiation Oncology, Brigham and Women's Hospital, Dana Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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