Deep Learning Based on MRI for Differentiation of Low- and High-Grade in Low-Stage Renal Cell Carcinoma.

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

Abstract

UNLABELLED: Pretreatment determination of renal cell carcinoma aggressiveness may help to guide clinical decision-making.

Authors

  • Yijun Zhao
    Department of Computer Science, Tufts University, Medford, Massachusetts, United States of America.
  • Marcello Chang
    Stanford School of Medicine, Palo Alto, California.
  • Robin Wang
    Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania.
  • Ianto Lin Xi
    Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania.
  • Ken Chang
    Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts.
  • Raymond Y Huang
    Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts. kalpathy@nmr.mgh.harvard.edu yangli762@gmail.com ryhuang@partners.org.
  • Martin Vallières
    Medical Physics Unit, McGill University and Cedars Cancer Center, 1001 Décarie Blvd, Montréal, QC, H4A 3J1, Canada.
  • Peiman Habibollahi
    Department of Radiology, Division of Interventional Radiology, UT Southwestern Medical School, Dallas, Texas.
  • Mandeep S Dagli
    Department of Radiology, Division of Interventional Radiology, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, Pennsylvania, USA.
  • Matthew Palmer
    Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
  • Paul J Zhang
    Department of Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania.
  • Alvin C Silva
    Department of Radiology, Mayo Clinic Hospital, Scottsdale, Arizona.
  • Li Yang
    Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.
  • Michael C Soulen
    Department of Radiology, Division of Interventional Radiology, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, Pennsylvania.
  • Zishu Zhang
    Department of Radiology, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China. S.Stavropoulos@uphs.upenn.edu Harrison_Bai@Brown.edu zishuzhang@csu.edu.cn.
  • Harrison X Bai
    Department of Radiology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania.
  • S William Stavropoulos
    Department of Radiology, Division of Interventional Radiology, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, Pennsylvania. S.Stavropoulos@uphs.upenn.edu Harrison_Bai@Brown.edu zishuzhang@csu.edu.cn.