Deep learning-based 3D quantitative total tumor burden predicts early recurrence of BCLC A and B HCC after resection.

Journal: European radiology
Published Date:

Abstract

OBJECTIVES: This study aimed to evaluate the potential of deep learning (DL)-assisted automated three-dimensional quantitative tumor burden at MRI to predict postoperative early recurrence (ER) of hepatocellular carcinoma (HCC).

Authors

  • Hong Wei
    Department of Materials Science and Engineering, University of California, Irvine, California 92697, United States.
  • Tianying Zheng
    Department of Radiology, Functional, and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.
  • Xiaolan Zhang
    Shukun (Beijing) Technology Co., Ltd., Beijing, 102200, China.
  • Chao Zheng
    School of Biomedical Engineering, Southern Medical University, Guangzhou, Guangdong 510515 People's Republic of China.
  • Difei Jiang
    Shukun Technology Co., Ltd, Beijing, 100102, China.
  • Yuanan Wu
    Big Data Research Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, 610000, China.
  • Jeong Min Lee
  • Mustafa R Bashir
    Department of Radiology, Duke University, Durham, North Carolina, USA.
  • Emily Lerner
    Department of Radiology, Duke University Medical Center, Durham, NC 27710, USA. Electronic address: Emily.sherber@duke.edu.
  • Rongbo Liu
    Department of Radiology, Functional, and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.
  • Botong Wu
    Shukun (Beijing) Technology Co., Ltd., Beijing, 102200, China.
  • Hua Guo
    Zhumadian Psychiatric Hospital, Zhumadian 463000, Henan, China.
  • Yidi Chen
    Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, China.
  • Ting Yang
    Northeastern University, Department of Chemistry, CHINA.
  • Xiaoling Gong
    Department of Radiology, Functional, and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.
  • Hanyu Jiang
    Department of Radiology, West China Hospital, Sichuan University, Chengdu, China.
  • Bin Song
    Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, China.