Development and Validation of a Multimodal Machine Learning Model for Diagnosing and Assessing Risk of Crohn's Disease in Patients With Perianal Fistula.

Journal: Alimentary pharmacology & therapeutics
PMID:

Abstract

BACKGROUND: Diagnosis of Crohn's disease (CD) can pose challenges, particularly when perianal fistula is the initial presentation.

Authors

  • Yu Xiang
    Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
  • Fan Yang
    School of Electrical Engineering and Automation, Jiangsu Normal University, Xuzhou, China.
  • Fen Yuan
    Department of Radiology, The Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.
  • Yuxia Gong
    IBD Center/Department of Colorectal Surgery, The Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.
  • Jing Li
    Department of Neurosurgery, Tianjin Medical University General Hospital, Tianjin, China.
  • Xiaoxiao Wang
    Centers for Biomedical Engineering, University of Science and Technology of China, Hefei, China.
  • Xueliang Sun
    Department of Colorectal Surgery, Suzhou TCM Hospital Affiliated Hospital of Nanjing University of Chinese Medicine, Suzhou, China.
  • Heng Zhang
    Department of Gastroenterology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Can Wang
    School of Acu-Mox and Tuina, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
  • Zhenxing Zhu
    First Clinical College of Medicine, Nanjing University of Chinese Medicine, Nanjing, China.
  • Qi Chen
    Department of Gastroenterology, Jining First People's Hospital, Jining, China.
  • Hongjin Chen
    IBD Center/Department of Colorectal Surgery, The Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.
  • Weiming Zhu
    IBD Center/Department of Colorectal Surgery, The Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.
  • Lichao Qiao
    IBD Center/Department of Colorectal Surgery, The Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.
  • Bolin Yang
    IBD Center/Department of Colorectal Surgery, The Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.