Deep pathomics: A new image-based tool for predicting response to treatment in stage III non-small cell lung cancer

• Lorenzo Nibid ,

  Contributed equally to this work with: Lorenzo Nibid, Carlo Greco, Ermanno Cordelli

  Roles Data curation, Formal analysis, Visualization, Writing – original draft

  * E-mail: lorenzo.nibid@unicampus.it

  Affiliations Research Unit of Anatomical Pathology, Department of of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy, Anatomical Pathology Operative Research Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy

  https://orcid.org/0000-0001-8583-0596

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• Carlo Greco ,

  Contributed equally to this work with: Lorenzo Nibid, Carlo Greco, Ermanno Cordelli

  Roles Data curation, Formal analysis, Writing – original draft

  Affiliations Radiation Oncology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy, Radiation Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy

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• Ermanno Cordelli ,

  Contributed equally to this work with: Lorenzo Nibid, Carlo Greco, Ermanno Cordelli

  Roles Data curation, Formal analysis, Investigation, Software

  Affiliation Unit of Computer Systems and Bioinformatics, Department of Engineering, Università Campus Bio-Medico di Roma, Rome, Italy

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• Giovanna Sabarese,

  Roles Data curation, Methodology

  Affiliation Anatomical Pathology Operative Research Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy

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• Michele Fiore,

  Roles Data curation, Supervision, Writing – review & editing

  Affiliations Radiation Oncology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy, Radiation Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy

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• Charles Z. Liu,

  Roles Data curation, Formal analysis, Software, Validation

  Affiliation Unit of Computer Systems and Bioinformatics, Department of Engineering, Università Campus Bio-Medico di Roma, Rome, Italy

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• Edy Ippolito,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliations Radiation Oncology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy, Radiation Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy

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• Rosa Sicilia,

  Roles Data curation, Formal analysis, Investigation, Software, Validation

  Affiliation Unit of Computer Systems and Bioinformatics, Department of Engineering, Università Campus Bio-Medico di Roma, Rome, Italy

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• Marianna Miele,

  Roles Data curation, Formal analysis

  Affiliations Radiation Oncology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy, Radiation Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy

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• Matteo Tortora,

  Roles Data curation, Formal analysis, Software

  Affiliation Unit of Computer Systems and Bioinformatics, Department of Engineering, Università Campus Bio-Medico di Roma, Rome, Italy

  https://orcid.org/0000-0002-3932-7380

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• Chiara Taffon,

  Roles Writing – review & editing

  Affiliations Research Unit of Anatomical Pathology, Department of of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy, Anatomical Pathology Operative Research Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy

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• Mehrdad Rakaee,

  Roles Writing – review & editing

  Affiliations Department of Clinical Pathology, University Hospital of North Norway, Tromsø, Norway, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• Paolo Soda,

  Roles Conceptualization, Methodology, Project administration, Software, Supervision, Writing – review & editing

  Affiliations Unit of Computer Systems and Bioinformatics, Department of Engineering, Università Campus Bio-Medico di Roma, Rome, Italy, Department of Radiation Sciences, Radiation Physics, Biomedical Engineering, Umeå University, Umeå, Sweden

  https://orcid.org/0000-0003-2621-072X

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• Sara Ramella ,

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Writing – review & editing

  ¶‡ SR and GP also equally contributed to this work.

  Affiliations Radiation Oncology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy, Radiation Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy

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• Giuseppe Perrone

  Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Writing – review & editing

  ¶‡ SR and GP also equally contributed to this work.

  Affiliations Research Unit of Anatomical Pathology, Department of of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy, Anatomical Pathology Operative Research Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy

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