Development of a diagnostic model for biliary atresia based on MMP7 and serological tests using machine learning.

Journal: Pediatric surgery international
PMID:

Abstract

OBJECTIVE: To develop a machine learning diagnostic model based on MMP7 and other serological testing indicators for early and efficient diagnosis of biliary atresia (BA).

Authors

  • Yong Zhao
    a School of Mathematics and Information Science , Henan Polytechnic University , Jiaozuo 454000 , People's Republic of China.
  • An Wang
    Department of Neonatal Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.
  • Dingding Wang
    Huizhou Municipal Central Hospital, Huizhou, China.
  • Dayan Sun
    Department of Neonatal Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.
  • Jiawei Zhao
    Department of Neonatal Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.
  • Yanan Zhang
    Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, China.
  • Kaiyun Hua
    Department of Neonatal Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.
  • Yichao Gu
    Department of Neonatal Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.
  • Shuangshuang Li
    Guangdong Key Laboratory of Intelligent Information Processing and Shenzhen Key Laboratory of Media Security, Shenzhen University, Shenzhen 518060, China. Electronic address: lishuangshuang2016@email.szu.edu.cn.
  • Junmin Liao
    Department of Neonatal Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.
  • Peize Wang
    Department of Neonatal Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.
  • Jie Sun
    College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, 150081, People's Republic of China.
  • Jinshi Huang
    Department of Neonatal Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China. jsdr2002@126.com.