Deep learning in CT colonography: differentiating premalignant from benign colorectal polyps.

Journal: European radiology
PMID:

Abstract

OBJECTIVES: To investigate the differentiation of premalignant from benign colorectal polyps detected by CT colonography using deep learning.

Authors

  • Philipp Wesp
    From the Department of Radiology, University Hospital, LMU Munich.
  • Sergio Grosu
    Department of Radiology, University Hospital, LMU Munich, Munich, Germany.
  • Anno Graser
    From the Department of Radiology (S.G., P.W., S.M., C.C.C., J.R., M.I., P.M.K.), Department of Medicine II (C.S.), and Department of Pathology (T.K.), University Hospital, LMU Munich, Marchioninistr 15, 81377 Munich, Germany; and Radiologie München, Munich, Germany (A.G.).
  • Stefan Maurus
    From the Department of Radiology (S.G., P.W., S.M., C.C.C., J.R., M.I., P.M.K.), Department of Medicine II (C.S.), and Department of Pathology (T.K.), University Hospital, LMU Munich, Marchioninistr 15, 81377 Munich, Germany; and Radiologie München, Munich, Germany (A.G.).
  • Christian Schulz
    From the Department of Radiology (S.G., P.W., S.M., C.C.C., J.R., M.I., P.M.K.), Department of Medicine II (C.S.), and Department of Pathology (T.K.), University Hospital, LMU Munich, Marchioninistr 15, 81377 Munich, Germany; and Radiologie München, Munich, Germany (A.G.).
  • Thomas Knösel
    From the Department of Radiology (S.G., P.W., S.M., C.C.C., J.R., M.I., P.M.K.), Department of Medicine II (C.S.), and Department of Pathology (T.K.), University Hospital, LMU Munich, Marchioninistr 15, 81377 Munich, Germany; and Radiologie München, Munich, Germany (A.G.).
  • Matthias P Fabritius
    Department of Radiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany.
  • Balthasar Schachtner
    German Cancer Consortium, Heidelberg, Germany.
  • Benjamin M Yeh
    Department of Radiology and Biomedical Imaging, University of California, San Francisco, 513 Parnassus Ave, San Francisco, CA, 94117, USA.
  • Clemens C Cyran
    Department of Radiology, University Hospital, LMU Munich, Munich, Germany.
  • Jens Ricke
    Department of Radiology, University Hospital Munich, Germany. Electronic address: jens.ricke@med.uni-muenchen.de.
  • Philipp M Kazmierczak
    From the Department of Radiology (S.G., P.W., S.M., C.C.C., J.R., M.I., P.M.K.), Department of Medicine II (C.S.), and Department of Pathology (T.K.), University Hospital, LMU Munich, Marchioninistr 15, 81377 Munich, Germany; and Radiologie München, Munich, Germany (A.G.).
  • Michael Ingrisch
    Department of Radiology, Ludwig-Maximilians-University Munich, Munich, Germany.