The application of a workflow integrating the variable reproducibility and harmonizability of radiomic features on a phantom dataset

• Abdalla Ibrahim ,

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Project administration, Resources, Software, Visualization, Writing – original draft

  * E-mail: a.ibrahim@maastrichtuniversity.nl

  Affiliations The D-Lab, Department of Precision Medicine, GROW- School for Oncology, Maastricht University, Maastricht, The Netherlands, Department of Radiology and Nuclear Medicine, Maastricht University Medical Centre+, Maastricht, The Netherlands, Division of Nuclear Medicine and Oncological Imaging, Department of Medical Physics, University Hospital of Liège and GIGA CRC-in vivo imaging, University of Liège, Liege, Belgium, Department of Nuclear Medicine and Comprehensive Diagnostic Centre Aachen (CDCA), University Hospital RWTH Aachen University, Aachen, Germany

  https://orcid.org/0000-0003-4138-5755

  ⨯
• Turkey Refaee,

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

  Affiliations The D-Lab, Department of Precision Medicine, GROW- School for Oncology, Maastricht University, Maastricht, The Netherlands, Faculty of Applied Medical Sciences, Department of Diagnostic Radiology, Jazan University, Jazan, Saudi Arabia

  ⨯
• Ralph T. H. Leijenaar,

  Roles Conceptualization, Formal analysis, Writing – review & editing

  Affiliation Oncoradiomics SA, Liege, Belgium

  ⨯
• Sergey Primakov,

  Roles Data curation, Visualization

  Affiliations The D-Lab, Department of Precision Medicine, GROW- School for Oncology, Maastricht University, Maastricht, The Netherlands, Department of Nuclear Medicine and Comprehensive Diagnostic Centre Aachen (CDCA), University Hospital RWTH Aachen University, Aachen, Germany

  ⨯
• Roland Hustinx,

  Roles Supervision, Writing – review & editing

  Affiliation Division of Nuclear Medicine and Oncological Imaging, Department of Medical Physics, University Hospital of Liège and GIGA CRC-in vivo imaging, University of Liège, Liege, Belgium

  ⨯
• Felix M. Mottaghy,

  Roles Supervision, Writing – review & editing

  Affiliations Department of Radiology and Nuclear Medicine, Maastricht University Medical Centre+, Maastricht, The Netherlands, Department of Nuclear Medicine and Comprehensive Diagnostic Centre Aachen (CDCA), University Hospital RWTH Aachen University, Aachen, Germany

  ⨯
• Henry C. Woodruff,

  Roles Supervision, Writing – review & editing

  Affiliations The D-Lab, Department of Precision Medicine, GROW- School for Oncology, Maastricht University, Maastricht, The Netherlands, Department of Radiology and Nuclear Medicine, Maastricht University Medical Centre+, Maastricht, The Netherlands

  ⨯
• Andrew D. A. Maidment ,

  Contributed equally to this work with: Andrew D. A. Maidment, Philippe Lambin

  Roles Conceptualization, Formal analysis, Methodology, Supervision, Writing – review & editing

  Affiliation Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America

  ⨯
• Philippe Lambin

  Contributed equally to this work with: Andrew D. A. Maidment, Philippe Lambin

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

  Affiliations The D-Lab, Department of Precision Medicine, GROW- School for Oncology, Maastricht University, Maastricht, The Netherlands, Department of Radiology and Nuclear Medicine, Maastricht University Medical Centre+, Maastricht, The Netherlands

  ⨯