A deep learning and radiomics fusion model based on contrast-enhanced computer tomography improves preoperative identification of cervical lymph node metastasis of oral squamous cell carcinoma.

Journal: Clinical oral investigations
PMID: 38151672

Abstract

OBJECTIVES: In this study, we constructed and validated models based on deep learning and radiomics to facilitate preoperative diagnosis of cervical lymph node metastasis (LNM) using contrast-enhanced computed tomography (CECT).

Authors

  • Zhen Chen
    School of Basic Medicine, Qingdao University, Qingdao 266021, China.
  • Yao Yu
    AbbVie Inc, North Chicago, IL, USA.
  • Shuo Liu
    Department of Science and Technology, Hebei Agricultural University, Huanghua, China.
  • Wen Du
    Technology Center, China Tobacco Hunan Industrial Co., Ltd., Changsha 410014, China.
  • Leihao Hu
    Department of Oral and Maxillofacial Surgery, Peking University School and Hospital of Stomatology & National Center of Stomatology & National Clinical Research Center for Oral Diseases & National Engineering Research Center of Oral Biomaterials and Digital Medical Devices & Beijing Key Laboratory of Digital Stomatology & Research Center of Engineering and Technology for Computerized Dentistry Ministry of Health & NMPA Key Laboratory for Dental Materials, No. 22, Zhongguancun South Avenue, Haidian District, Beijing, 100081, People's Republic of China.
  • Congwei Wang
    Department of Oral and Maxillofacial Surgery, Peking University School and Hospital of Stomatology & National Center of Stomatology & National Clinical Research Center for Oral Diseases & National Engineering Research Center of Oral Biomaterials and Digital Medical Devices & Beijing Key Laboratory of Digital Stomatology & Research Center of Engineering and Technology for Computerized Dentistry Ministry of Health & NMPA Key Laboratory for Dental Materials, No. 22, Zhongguancun South Avenue, Haidian District, Beijing, 100081, People's Republic of China.
  • Jiaqi Li
    Department of Critical Care Medicine, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, People's Republic of China.
  • Jianbo Liu
    West China School of Medicine, Sichuan University, Chengdu 610041, China.
  • Wenbo Zhang
    Department of Ophthalmology and Visual Sciences, University of Texas Medical Branch, TX, 77555-0144, USA.
  • Xin Peng

Keywords

External Resources

Popular Topics
Recent Journals