A Deep Learning Approach to Diagnostic Classification of Prostate Cancer Using Pathology-Radiology Fusion.

Journal: Journal of magnetic resonance imaging : JMRI
Published Date:

Abstract

BACKGROUND: A definitive diagnosis of prostate cancer requires a biopsy to obtain tissue for pathologic analysis, but this is an invasive procedure and is associated with complications.

Authors

  • Pegah Khosravi
    Institute for Computational Biomedicine, Weill Cornell Medical College, NY, USA; Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA.
  • Maria Lysandrou
    Neuroscience Institute, The University of Chicago, Chicago, Illinois, USA.
  • Mahmoud Eljalby
    Department of Urology, Weill Cornell Medicine of Cornell University, New York, New York, USA.
  • Qianzi Li
    Department of Physiology and Biophysics, Institute for Computational Biomedicine, Weill Cornell Medicine of Cornell University, New York, New York, USA.
  • Ehsan Kazemi
    Yale Institute for Network Science, Yale University, New Haven, CT, USA.
  • Pantelis Zisimopoulos
    Department of Physiology and Biophysics, Institute for Computational Biomedicine, Weill Cornell Medicine of Cornell University, New York, New York, USA.
  • Alexandros Sigaras
    Institute for Computational Biomedicine, Weill Cornell Medicine, New York, New York.
  • Matthew Brendel
    Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY USA.
  • Josue Barnes
    Department of Physiology and Biophysics, Institute for Computational Biomedicine, Weill Cornell Medicine of Cornell University, New York, New York, USA.
  • Camir Ricketts
    Department of Physiology and Biophysics, Institute for Computational Biomedicine, Weill Cornell Medicine of Cornell University, New York, New York, USA.
  • Dmitry Meleshko
    Department of Physiology and Biophysics, Institute for Computational Biomedicine, Weill Cornell Medicine of Cornell University, New York, New York, USA.
  • Andy Yat
    Department of Radiology, New York-Presbyterian Hospital, New York, New York, USA.
  • Timothy D McClure
    Department of Urology, Weill Cornell Medicine of Cornell University, New York, New York, USA.
  • Brian D Robinson
    Departments of Pathology and Laboratory Medicine and Urology, Weill Cornell Medicine, New York, New York.
  • Andrea Sboner
    Institute for Precision Medicine.
  • Olivier Elemento
    Institute for Precision Medicine.
  • Bilal Chughtai
    Department of Urology, Weill Cornell Medical College/New York Presbyterian, New York, NY, USA.
  • Iman Hajirasouliha
    Institute for Computational Biomedicine, Weill Cornell Medical College, NY, USA; Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA; Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medical College, NY, USA; The Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA.