Anatomy-centred deep learning improves generalisability and progression prediction in radiographic sacroiliitis detection.

Journal: RMD open
PMID:

Abstract

PURPOSE: To examine whether incorporating anatomy-centred deep learning can improve generalisability and enable prediction of disease progression.

Authors

  • Felix J Dorfner
    Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Athinoula A. Martinos Center for Biomedical Imaging, Charlestown, MA, USA; Department of Radiology, Charité - Universitätsmedizin Berlin corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Hindenburgdamm 30, 12203, Berlin, Germany.
  • Janis L Vahldiek
    Charité Universitätsmedizin Berlin, Campus Benjamin Franklin, Hindenburgdamm 30, 12203, Berlin, Germany.
  • Leonhard Donle
    Department of Radiology, Charite - Universitatsmedizin Berlin, Berlin, Germany.
  • Andrei Zhukov
    From the Department of Radiology (F.B., L.H., S.M.N.), Department of Anesthesiology, Division of Operative Intensive Care Medicine (F.B.), Department of Cardiology (P.S.), and Department of Rheumatology (K.B.B., D.P., A.Z.), Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, 12203 Berlin, Germany; Department of Radiology and Nuclear Medicine, German Heart Center, Technical University of Munich, Munich, Germany (K.K.B.); Department of Diagnostic and Interventional Radiology, Technical University of Munich, Munich, Germany (F.B., K.K.B., M.R.M., L.C.A.); Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, Mass (H.J.W.L.A.); Departments of Radiation Oncology and Radiology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, Mass (H.J.W.L.A.); and Department of Radiology and Nuclear Medicine, CARIM & GROW, Maastricht University, Maastricht, the Netherlands (H.J.W.L.A.).
  • Lina Xu
    Emergency Department, Beichen Hospital, Tianjin, China.
  • Hartmut Häntze
    Department of Radiology, Charite - Universitatsmedizin Berlin, Berlin, Germany.
  • Marcus R Makowski
    School of Medicine and Health, Department of Diagnostic and Interventional Radiology, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany.
  • Hugo J W L Aerts
    Department of Radiation Oncology, Brigham and Women's Hospital, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, United States.
  • Fabian Proft
    Department of Gastroenterology, Infectious Diseases and Rheumatology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
  • Valeria Rios Rodriguez
    Department of Gastroenterology, Infectious Diseases and Rheumatology (including Nutrition Medicine), Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin.
  • Judith Rademacher
    Berlin Institute of Health, BIH, Berlin, Germany.
  • Mikhail Protopopov
    Department of Gastroenterology, Infectious Diseases and Rheumatology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
  • Hildrun Haibel
    Department of Gastroenterology, Infectious Diseases and Rheumatology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
  • Kay-Geert Hermann
    Department of Radiology, Charité - Universitätsmedizin Berlin, Hindenburgdamm 30, 12203, Berlin, Germany.
  • Torsten Diekhoff
    From the Institute for Radiology (K.K.B., L.C.A., K.G.A.H., T.D., S.M.N., B.H., J.L.V.) and Department of Gastroenterology, Infectious Diseases and Rheumatology (including Nutrition Medicine) (F.P., L.S., M.P., V.R.R., H.H., J.R., M.T., D.P.), Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Hindenburgdamm 30, 12203 Berlin, Germany; Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany (K.K.B., L.C.A., J.R.); Department of Diagnostic and Interventional Radiology, Faculty of Medicine, Technical University of Munich, Munich, Germany (M.R.M.); Department of Medicine, University of Alberta, Edmonton, Alberta, Canada (R.G.L., W.P.M.); Rheumazentrum Ruhrgebiet Herne, Ruhr University Bochum, Germany (X.B.); and Epidemiology Unit, German Rheumatism Research Centre, Berlin, Germany (D.P.).
  • Lisa C Adams
    School of Medicine and Health, Department of Diagnostic and Interventional Radiology, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany.
  • Murat Torgutalp
    Department of Gastroenterology, Infectious Diseases and Rheumatology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
  • Denis Poddubnyy
    Department of Gastroenterology, Infectious Diseases and Rheumatology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
  • Keno K Bressem
    School of Medicine and Health, Institute for Cardiovascular Radiology and Nuclear Medicine, German Heart Center Munich, TUM University Hospital, Technical University of Munich, Munich, Germany.