A F-FDG PET/CT-based deep learning-radiomics-clinical model for prediction of cervical lymph node metastasis in esophageal squamous cell carcinoma.

Journal: Cancer imaging : the official publication of the International Cancer Imaging Society
PMID: 39533388

Abstract

BACKGROUND: To develop an artificial intelligence (AI)-based model using Radiomics, deep learning (DL) features extracted from F-fluorodeoxyglucose (F-FDG) Positron emission tomography/Computed Tomography (PET/CT) images of tumor and cervical lymph node with clinical feature for predicting cervical lymph node metastasis (CLNM) in patients with esophageal squamous cell carcinoma (ESCC).

Authors

  • Ping Yuan
    Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan province, China. FCCyuanp@zzu.edu.cn.
  • Zhen-Hao Huang
    Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan province, China.
  • Yun-Hai Yang
    Surgical Oncology, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, China.
  • Fei-Chao Bao
    Thoracic Surgery, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, China.
  • Ke Sun
  • Fang-Fang Chao
    Department of nuclear medicine and radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan province, China.
  • Ting-Ting Liu
    Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, China.
  • Jing-Jing Zhang
    Department of Environmental Health and Occupational Medicine,West China School of Public Health,Sichuan University,Chengdu 610041,China.
  • Jin-Ming Xu
    Thoracic Surgery, The First Affiliated Hospital of Zhejiang University, Hangzhou, Zhejiang province, China.
  • Xiang-Nan Li
    Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan province, China.
  • Feng Li
    Department of General Surgery, Shanghai Traditional Chinese Medicine (TCM)-INTEGRATED Hospital of Shanghai University of Traditional Chinese Medicine, Shanghai, China.
  • Tao Ma
    School of Chinese Pharmacy, Beijing University of Chinese Medicine, Beijing 102488, China.
  • Hao Li
    Department of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Zi-Hao Li
    Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan province, China.
  • Shan-Feng Zhang
    School of Basic Medical Science, Zhengzhou University, Zhengzhou, Henan province, China.
  • Jian Hu
    Department of Chemistry, Michigan State University, MI, 48824, USA.
  • Yu Qi
    Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.

Keywords

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