Multitask Deep Learning for Automated Segmentation and Prognostic Stratification of Endometrial Cancer via Biparametric MRI.

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

Abstract

BACKGROUND: Endometrial cancer (EC) is a common gynecologic malignancy; accurate assessment of key prognostic factors is important for treatment planning.

Authors

  • Ruixin Yan
    Department of Radiology, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University Third Hospital, Beijing, China.
  • Ximiao Zhang
    School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China.
  • Qiqi Cao
    Department of Cardiology, Renmin Hospital of Wuhan University, Hubei Province, 238 Jiefang Road, Wuchang District, Wuhan, 430060, China.
  • Jiajia Xu
    School of Nursing, Zhejiang Chinese Medical University, 548 Binwen Road, Binjiang District, Hangzhou, 310053, Zhejiang Province, People's Republic of China.
  • Yongye Chen
    Department of Radiology, Peking University Third Hospital, 49 North Garden Road, Haidian District, Beijing, 100191, People's Republic of China.
  • Siyuan Qin
    Department of Radiology, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University Third Hospital, Beijing, China.
  • Shiwen Zhang
    Department of Radiology, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University Third Hospital, Beijing, China.
  • Weili Zhao
    Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China. zhao.weili@yahoo.com.
  • Xiaoying Xing
    Department of Radiology, Peking University Third Hospital, Haidian District, 49 North Garden Road, Beijing, 100191, People's Republic of China.
  • Wenjie Yang
    Department of Radiology, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China. lisa_ywj@163.com.
  • Ning Lang
    Department of Radiology, Peking University Third Hospital, Beijing 10019, China.

Keywords

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