Deep Learning in Knee MRI: A Prospective Study to Enhance Efficiency, Diagnostic Confidence and Sustainability.

Journal: Academic radiology
Published Date:

Abstract

RATIONALE AND OBJECTIVES: The objective of this study was to evaluate a combination of deep learning (DL)-reconstructed parallel acquisition technique (PAT) and simultaneous multislice (SMS) acceleration imaging in comparison to conventional knee imaging.

Authors

  • Philipp Reschke
    Goethe University Hospital Frankfurt, Frankfurt am Main, Germany.
  • Jennifer Gotta
    Goethe University Hospital Frankfurt, Frankfurt am Main, Germany. jennifergotta@aol.com.
  • Leon D Gruenewald
    Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Frankfurt am Main, Germany.
  • Ahmed Ait Bachir
    Goethe University Hospital Frankfurt, Department of Radiology, Frankfurt am Main, Germany (P.R., J.G., L.D.G., A.A.B., C.B., S.S.M., J.E.S., T.D., D.D., L.A.S., P.K., S.M., S.B., S.A.S., Q.A.L.H., K.E., T.J.V., V.K.).
  • Ralph Strecker
    EMEA Scientific Partnerships, Siemens Healthcare GmbH, Erlangen, Germany.
  • Dominik Nickel
    MR Applications Predevelopment, Siemens Healthcare GmbH, Erlangen, Germany.
  • Christian Booz
    Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany. experimentalimaging@gmail.com.
  • Simon S Martin
    Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Ashley River Tower, 25 Courtenay Dr, Charleston, SC 29425-2260 (S.S.M., D.M., M.v.A., C.N.D.C., R.R.B., C.T., A.V.S., A.M.F., B.E.J., L.P.G., U.J.S.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Frankfurt, Germany (S.S.M., T.J.V.); Stanford University School of Medicine, Department of Radiology, Stanford, Calif (D.M.); Division of Cardiothoracic Imaging, Nuclear Medicine and Molecular Imaging, Department of Radiology and Imaging Sciences, Emory University, Atlanta, Ga (C.N.D.C.); Division of Cardiology, Department of Medicine, Medical University of South Carolina, Charleston, SC (R.R.B.); Department of Cardiology and Intensive Care Medicine, Heart Center Munich-Bogenhausen, Munich, Germany (C.T.); Department of Cardiology, Munich University Clinic, Ludwig-Maximilians-University, Munich, Germany (C.T.); Siemens Medical Solutions USA, Malvern, Pa (P.S.); and Department of Emergency Medicine, Medical University of South Carolina, Charleston, SC (A.J.M.).
  • Jan-Erik Scholtz
    Cardiovascular Imaging Research Center, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
  • Tommaso D'Angelo
    Department of Biomedical Sciences and Morphological and Functional Imaging, University of Messina, Messina, Italy.
  • Daniel Dahm
    Goethe University Hospital Frankfurt, Department of Radiology, Frankfurt am Main, Germany (P.R., J.G., L.D.G., A.A.B., C.B., S.S.M., J.E.S., T.D., D.D., L.A.S., P.K., S.M., S.B., S.A.S., Q.A.L.H., K.E., T.J.V., V.K.).
  • Levent A Solim
    Goethe University Hospital Frankfurt, Department of Radiology, Frankfurt am Main, Germany (P.R., J.G., L.D.G., A.A.B., C.B., S.S.M., J.E.S., T.D., D.D., L.A.S., P.K., S.M., S.B., S.A.S., Q.A.L.H., K.E., T.J.V., V.K.).
  • Paul Konrad
    Goethe University Hospital Frankfurt, Department of Radiology, Frankfurt am Main, Germany (P.R., J.G., L.D.G., A.A.B., C.B., S.S.M., J.E.S., T.D., D.D., L.A.S., P.K., S.M., S.B., S.A.S., Q.A.L.H., K.E., T.J.V., V.K.).
  • Scherwin Mahmoudi
    Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Frankfurt am Main, Germany.
  • Simon Bernatz
    Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany. Simon.Bernatz@kgu.de.
  • Saber Al-Saleh
    Goethe University Hospital Frankfurt, Department of Radiology, Frankfurt am Main, Germany (P.R., J.G., L.D.G., A.A.B., C.B., S.S.M., J.E.S., T.D., D.D., L.A.S., P.K., S.M., S.B., S.A.S., Q.A.L.H., K.E., T.J.V., V.K.).
  • Quang Anh Le Hong
    Goethe University Hospital Frankfurt, Department of Radiology, Frankfurt am Main, Germany (P.R., J.G., L.D.G., A.A.B., C.B., S.S.M., J.E.S., T.D., D.D., L.A.S., P.K., S.M., S.B., S.A.S., Q.A.L.H., K.E., T.J.V., V.K.).
  • Christof M Sommer
    Clinic of Diagnostic and Interventional Radiology, Heidelberg University Hospital, Heidelberg, Germany.
  • Katrin Eichler
  • Thomas J Vogl
    Institute for Diagnostic and Interventional Radiology, University Hospital, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt, Germany.
  • Sebastian M Haberkorn
    Department of Cardiology, Goethe University Hospital Frankfurt, Frankfurt am Main, Germany (S.M.H.).
  • Vitali Koch
    Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Frankfurt am Main, Germany.