Machine-Learning Prediction of Postoperative Pituitary Hormonal Outcomes in Nonfunctioning Pituitary Adenomas: A Multicenter Study.

Journal: Frontiers in endocrinology
Published Date: Jan 1, 2021

Abstract

OBJECTIVE: No accurate predictive models were identified for hormonal prognosis in non-functioning pituitary adenoma (NFPA). This study aimed to develop machine learning (ML) models to facilitate the prognostic assessment of pituitary hormonal outcomes after surgery.

Authors

  • Yi Fang
    Department of Neurosurgery, The Fuzhou General Hospital, Fuzhou, China.
  • He Wang
    Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, China International Neuroscience Institute, Beijing, China.
  • Ming Feng
    Department of Neurosurgery, Chinese Academy of Medical Sciences and Peking Union Medical College, Peking Union Medical College Hospital, Beijing, China.
  • Wentai Zhang
    Department of Thoracic Surgery, Peking University First Hospital, Beijing, China.
  • Lei Cao
    State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, Liaoning, People's Republic of China. Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, Liaoning, People's Republic of China. University of Chinese Academy of Sciences, Beijing, People's Republic of China.
  • Chenyu Ding
    Department of Neurosurgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China.
  • Hongjie Chen
    Department of Civil & Environmental Engineering, National University of Singapore, E1A-07-03, 1 Engineering Drive 2, 117576, Singapore.
  • Liangfeng Wei
    Department of Neurosurgery, The Fuzong Clinical Medical College of Fujian Medical University, Fuzhou, China.
  • Shuwen Mu
    Department of Neurosurgery, The Fuzong Clinical Medical College of Fujian Medical University, Fuzhou, China.
  • Zhijie Pei
    Department of Neurosurgery, The Fuzong Clinical Medical College of Fujian Medical University, Fuzhou, China.
  • Jun Li
    Department of Emergency, Zhuhai Integrated Traditional Chinese and Western Medicine Hospital, Zhuhai, 519020, Guangdong Province, China. quanshabai43@163.com.
  • Heng Zhang
    Department of Gastroenterology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Renzhi Wang
    Department of Neurosurgery, Chinese Academy of Medical Sciences and Peking Union Medical College, Peking Union Medical College Hospital, Beijing, China.
  • Shousen Wang
    Department of Neurosurgery, The Fuzong Clinical Medical College of Fujian Medical University, Fuzhou, China.

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