Attention-based deep learning network for predicting World Health Organization meningioma grade and Ki-67 expression based on magnetic resonance imaging.

Journal: European radiology
Published Date:

Abstract

OBJECTIVES: Preoperative assessment of World Health Organization (WHO) meningioma grading and Ki-67 expression is crucial for treatment strategies. We aimed to develop a fully automated attention-based deep learning network to predict WHO meningioma grading and Ki-67 expression.

Authors

  • Xing Cheng
    Health Management Center.
  • Huaning Li
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
  • Chen Li
    School of Computer Science and Technology, Xi'an Jiaotong University, Xi'an, Shaanxi, China.
  • Jintan Li
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
  • Zijie Liu
    The First Clinical School of Nanjing Medical University, Nanjing, China.
  • Xiao Fan
    Ultrasound Medical Center, Lanzhou University Second Hospital, Lanzhou University, Lanzhou, 730030, China.
  • Chenfei Lu
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
  • Kefan Song
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
  • Zhiyan Shen
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
  • Zhichao Wang
  • Qing Yang
    School of Nursing, Chengdu Medical College, Chengdu, China.
  • Junxia Zhang
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China.
  • Jianxing Yin
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
  • Chunfa Qian
    Department of Neurosurgery, The Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China. njnkqcf@njmu.edu.cn.
  • Yongping You
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China.
  • Xiefeng Wang
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China. xiefeng@njmu.edu.cn.

Keywords

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