Deep learning-based breast cancer diagnosis in breast MRI: systematic review and meta-analysis.

Journal: European radiology
Published Date:

Abstract

OBJECTIVES: The aim of this work is to evaluate the performance of deep learning (DL) models for breast cancer diagnosis with MRI.

Authors

  • Kamarul Amin Abdullah
    Department of Radiology, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, UK.
  • Sara Marziali
    Postgraduation School in Radiology, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milano, Italy. Electronic address: sara.marziali@unimi.it.
  • Muzna Nanaa
    From the Department of Radiology, University of Cambridge School of Clinical Medicine, Box 218, Level 5, Cambridge Biomedical Campus, Cambridge CB2 0QQ, UK (S.E.H., N.R.P., Y.H., A.N.P., M.N., F.J.G.); University of Cambridge School of Clinical Medicine, Cambridge, UK (M.I.A, A.S.); Department of Radiology, Barts Health NHS Trust, The Royal London Hospital, London, UK (S.E.H.); Department of Radiology, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK (R.T.B., A.N.P., F.J.G.); EPSRC Cambridge Mathematics of Information in Healthcare Hub, University of Cambridge, Cambridge, UK (Y.H.); Peel & Schriek Consulting, London, UK (S.H.); Department of Radiology, Norfolk and Norwich University Hospital, Norwich, UK (B.K., A.J.); and University of East Anglia, Norwich Research Park, Norwich, UK (B.K.).
  • Lorena Escudero Sanchez
    Department of Radiology, University of Cambridge, Cambridge, United Kingdom; Cancer Research UK Cambridge Centre, University of Cambridge, Cambridge, United Kingdom.
  • Nicholas R Payne
    From the Department of Radiology, University of Cambridge School of Clinical Medicine, Box 218, Level 5, Cambridge Biomedical Campus, Cambridge CB2 0QQ, UK (S.E.H., N.R.P., Y.H., A.N.P., M.N., F.J.G.); University of Cambridge School of Clinical Medicine, Cambridge, UK (M.I.A, A.S.); Department of Radiology, Barts Health NHS Trust, The Royal London Hospital, London, UK (S.E.H.); Department of Radiology, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK (R.T.B., A.N.P., F.J.G.); EPSRC Cambridge Mathematics of Information in Healthcare Hub, University of Cambridge, Cambridge, UK (Y.H.); Peel & Schriek Consulting, London, UK (S.H.); Department of Radiology, Norfolk and Norwich University Hospital, Norwich, UK (B.K., A.J.); and University of East Anglia, Norwich Research Park, Norwich, UK (B.K.).
  • Fiona J Gilbert
    Department of Radiology, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom; NIHR Cambridge Biomedical Research Center, Cambridge, United Kingdom.