Association between deep learning radiomics based on placental MRI and preeclampsia with fetal growth restriction: A multicenter study.

Journal: European journal of radiology
PMID:

Abstract

PURPOSE: Preeclampsia (PE) is associated with placental insufficiency and could lead to adverse pregnancy outcomes. The study aimed to develop a placental T2-weighted image-based automatic quantitative model for the identification of PE pregnancies and disease severity.

Authors

  • Weizeng Zheng
    Department of Radiology, Women's Hospital School of Medicine Zhejiang University, Xueshi Rd no.1, Hangzhou, China.
  • Ying Jiang
    Information Materials and Intelligent Sensing Laboratory of Anhui Province, Anhui University, 230601 Hefei, China; Key Laboratory of Opto-Electronic Information Acquisition and Manipulation of Ministry of Education, Anhui University, 230601 Hefei, China.
  • Zekun Jiang
    College of Computer Science, Sichuan University, Chengdu, Sichuan, China.
  • Juan Li
    Department of Hygienic Inspection, School of Public Health, Jilin University 1163 Xinmin Street Changchun 130021 Jilin China songxiuling@jlu.edu.cn li_juan@jlu.edu.cn jinmh@jlu.edu.cn +86 43185619441.
  • Wei Bian
    Department of Mathematics, Harbin Institute of Technology, Harbin 150001, China; Institute of Advanced Study in Mathematics, Harbin Institute of Technology, Harbin 150001, China. Electronic address: bianweilvse520@163.com.
  • Hongtao Hou
    Department of Radiology, Tongde Hospital of Zhejiang province, Gucui Rd no.234, Hangzhou, China.
  • Guohui Yan
    Department of Radiology, Women's Hospital, School of Medicine, Zhejiang University, Hangzhou, 310006, China.
  • Wei Shen
    Department of General Surgery, Wuxi People's Hospital Affiliated to Nanjing Medical University, Wuxi, China.
  • Yu Zou
    Department of Gastrointestinal Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
  • Qiong Luo
    State Key Laboratory of Environmental and Biological Analysis, Department of Chemistry, Hong Kong Baptist University, Hong Kong 999077, China.