Machine Learning-Based Models for Advanced Fibrosis and Cirrhosis Diagnosis in Chronic Hepatitis B Patients With Hepatic Steatosis.

Journal: Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association
PMID:

Abstract

BACKGROUND AND AIMS: The global rise of chronic hepatitis B (CHB) superimposed on hepatic steatosis (HS) warrants noninvasive, precise tools for assessing fibrosis progression. This study leveraged machine learning (ML) to develop diagnostic models for advanced fibrosis and cirrhosis in this patient population.

Authors

  • Fajuan Rui
    Department of Infectious Diseases, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China; Department of Infectious Diseases, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China; Institute of Viruses and Infectious Diseases, Nanjing University, Nanjing, China.
  • Liang Xu
  • Yee Hui Yeo
    Division of Gastroenterology and HepatologyStanford University Medical CenterPalo AltoCaliforniaUSA.
  • Yayun Xu
    Department of Gastroenterology, West China Tianfu Hospital, Sichuan University, Chengdu, Sichuan, China.
  • Wenjing Ni
    Department of Infectious Diseases, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China; Institute of Viruses and Infectious Diseases, Nanjing University, Nanjing, China.
  • Youwen Tan
    Department of Hepatology, The Third Hospital of Zhenjiang Affiliated Jiangsu University, Zhenjiang, China.
  • Qi Zheng
    School of Labor Economics, Capital University of Economics and Business, Beijing, China.
  • Xiaorong Tian
    School of Computer Science, China University of Geosciences, Wuhan, China; Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan, China.
  • Qing-Lei Zeng
    Department of Infectious Diseases, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
  • Zebao He
    Department of Infectious Diseases, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Taizhou, China.
  • Yuanwang Qiu
    Department of Infectious Diseases, The Fifth People's Hospital of Wuxi, Wuxi, China.
  • Chuanwu Zhu
    Department of Infectious Diseases, The Affiliated Infectious Diseases Hospital of Soochow University, Suzhou, China.
  • Weimao Ding
    Department of Hepatology, Huai'an No.4 People's Hospital, Huai'an, China.
  • Jian Wang
    Veterinary Diagnostic Center, Shanghai Animal Disease Control Center, Shanghai, China.
  • Rui Huang
    Department of Critical Care Medicine, The Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China.
  • Qi Xue
    School of Information Engineering, Zhengzhou University, Zhengzhou, China.
  • Xueqi Wang
    Capital Institute of Pediatrics, Beijing 100020, China.
  • Yunliang Chen
    School of Computer Science, China University of Geosciences, Wuhan, China; Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan, China.
  • Junqing Fan
    School of Computer Science, China University of Geosciences, Wuhan, China; Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan, China.
  • Zhiwen Fan
    Fujian Key Laboratory of Sensing and Computing for Smart City, Xiamen University, Fujian, China.
  • Eiichi Ogawa
    Department of General Internal Medicine, Kyushu University Hospital, Fukuoka, Japan.
  • Min-Sun Kwak
    Department of Internal Medicine, Healthcare Research Institute, Seoul National University Hospital Healthcare System Gangnam Center, Seoul, Korea.
  • Xiaolong Qi
    College of Animal Science and Technology, Beijing University of Agriculture, Beijing, China.
  • Junping Shi
    Department of Infectious and Hepatology Diseases, The Affiliated Hospital of Hangzhou Normal University, Hangzhou, China. Electronic address: 20131004@hznu.edu.cn.
  • Vincent Wai-Sun Wong
    Medical Data Analytics Center, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China.
  • Chao Wu
  • Jie Li
    Guangdong-Hong Kong-Macao Greater Bay Area Artificial Intelligence Application Technology Research Institute, Shenzhen Polytechnic University, Shenzhen, China.