Predicting clinical prognosis in gastric cancer using deep learning-based analysis of tissue pathomics images.

Journal: Computer methods and programs in biomedicine
Published Date:

Abstract

OBJECTIVE: Evaluate the utility of a machine learning-based pathomics model in predicting overall survival (OS) post-surgery for gastric cancer patients.

Authors

  • Long Liu
    Department of Ultrasound, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
  • Yu Zhang
    College of Marine Electrical Engineering, Dalian Maritime University, Dalian, China.
  • Xiao-Hong Zhao
    School of Pharmacy, Hangzhou Normal University, Hangzhou, Zhejiang, China.
  • Min Zhu
    Department of Infectious Diseases, Affiliated Taizhou Hospital of Wenzhou Medical University, No.50 Ximeng Road, Taizhou, 317000, China.
  • Jia-Wei Liang
    Department of Thoracic Surgery, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, 317000, China.
  • Zhen-Yu Jiang
    Department of Gastroenterology, The Second Affiliated Hospital of Baotou Medical College, Inner Mongolia University of Science and Technology, Baotou, Inner Mongolia, China.
  • Jin-Qiu Zhang
    Department of Gastroenterology, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, China.
  • Jia-Li Ma
    Department of Gastroenterology, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, China.
  • Zhen-Zhen Wang
    School of Traditional Chinese Medicine, Shenyang Pharmaceutical University Benxi 117004, China.
  • Mei-Fu Gan
    Department of Pathology, Taizhou Hospital of Zhejiang Province, Linhai, Zhejiang, China. Electronic address: ganmf@enzemed.com.
  • Xin-Li Mao
    Department of Gastroenterology, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, Zhejiang 317000, China.
  • Shao-Wei Li
    Department of Gastroenterology, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, Zhejiang 317000, China.