Deep-Learning-Based Artificial Intelligence for PI-RADS Classification to Assist Multiparametric Prostate MRI Interpretation: A Development Study.

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

Abstract

BACKGROUND: The Prostate Imaging Reporting and Data System (PI-RADS) provides guidelines for risk stratification of lesions detected on multiparametric MRI (mpMRI) of the prostate but suffers from high intra/interreader variability.

Authors

  • Thomas Sanford
    Molecular Imaging Program, National Cancer Institute, NIH, Bethesda, MD, USA.
  • Stephanie A Harmon
    Clinical Research Directorate, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, Maryland, USA.
  • Evrim B Turkbey
    Imaging Biomarkers and Computer-aided Diagnosis Laboratory and Clinical Image Processing Service, Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, MD, 20892-1182, USA.
  • Deepak Kesani
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
  • Sena Tuncer
    Department of Radiology, İstanbul University İstanbul School of Medicine, İstanbul, Turkey.
  • Manuel Madariaga
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
  • Chris Yang
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
  • Jonathan Sackett
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
  • Sherif Mehralivand
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
  • Pingkun Yan
    Philips Research North America, Briarcliff Manor, NY 10510, USA.
  • Sheng Xu
    School of Physics and Information Engineering, Jiangsu Second Normal University, Nanjing, 211200, China.
  • Bradford J Wood
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Maria J Merino
    Center for Interventional Oncology, National Cancer Institute & Clinical Center, National Institutes of Health, Bethesda, MD, USA.
  • Peter A Pinto
    Urologic Oncology Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Peter L Choyke
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Baris Turkbey
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.