Predicting preeclampsia in early pregnancy using clinical and laboratory data via machine learning model.

Abstract

Authors

• Songchang Chen
  Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China.
• Jia Li
  Zhongshan Institute for Drug Discovery, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Zhongshan Tsuihang New District, Guangdong, 528400, PR China; School of Pharmacy, Zunyi Medical University, Zunyi, 563000, PR China; National Center for Drug Screening, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, 201203, PR China.
• Xiao Zhang
  Merck & Co., Inc., Rahway, NJ, USA.
• Wenqiu Xu
  Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China.
• Zhixu Qiu
  State Key Laboratory of Crop Stress Biology for Arid Areas, Center of Bioinformatics, College of Life Sciences, Northwest A&F University, Yangling, 712100, Shaanxi, China.
• Siyao Yan
  Hebei Medical University, Shijiazhuang, Hebei Province, 050011, China.
• Wenrui Zhao
• Zhiguang Zhao
  Department of Elderly Health Management, Shenzhen Center for Chronic Disease Control, No.2021, Buxin Road, Shenzhen, Guangdong, 518020, China. 1498384005@qq.com.
• Peirun Tian
  BGI Genomics, Shenzhen, Guangdong Province, 518083, China.
• Qiang Zhao
  Key Laboratory for Organic Electronics and Information Displays (KLOEID) & Jiangsu Key Laboratory for Biosensors, Institute of Advanced Materials (IAM), National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing University of Posts and Telecommunications, 9 Wenyuan Road, Nanjing 210023, China.
• Qun Zhang
  School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 201100, China.
• Weiping Chen
  Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China.
• Huahua Li
  Department of Geriatric, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China.
• Xiaohong Ruan
  Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China.
• Gefei Xiao
  Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China.
• Sufen Zhang
  Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China.
• Liqing Hu
  Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China.
• Jie Qin
  The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, People's Republic of China.
• Wuyan Huang
  Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China.
• Zhongzhe Li
  Department of Prevention and Health Care, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China.
• Shunyao Wang
  BGI Genomics, Shenzhen, 518083, China.
• Rui Zhang
  Department of Cardiology, Zhongda Hospital, Medical School of Southeast University, Nanjing, China.
• Shang Huang
• Xin Wang
  Key Laboratory of Bio-based Material Science & Technology (Northeast Forestry University), Ministry of Education, Harbin 150040, China.
• Yao Yao
  Key Laboratory for Organic Electronics and Information Displays (KLOEID) & Jiangsu Key Laboratory for Biosensors, Institute of Advanced Materials (IAM), National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing University of Posts and Telecommunications, 9 Wenyuan Road, Nanjing 210023, China.
• Jian Ran
  The Genetics Laboratory, Longgang District Maternity and Child Healthcare Hospital of Shenzhen City (Longgang Maternity and Child Institute of Shantou University Medical College), Shenzhen, Longgang District, Guangdong Province, 518712, China.
• Danling Cheng
  The Genetics Laboratory, Longgang District Maternity and Child Healthcare Hospital of Shenzhen City (Longgang Maternity and Child Institute of Shantou University Medical College), Shenzhen, Longgang District, Guangdong Province, 518712, China.
• Qi Luo
  B-DAT & CICAEET, School of Information and Control, Nanjing University of Information Science and Technology, Nanjing 210044, PR China.
• Teng Pan
  Longgang District Maternity & Child Healthcare Hospital of Shenzhen City, Longgang Maternity and Child Institute of Shantou University Medical College, Shenzhen, 518172, China.
• Ruyun Gao
  School of Public Health, Hebei Medical University, Hebei Province Key Laboratory of Environment and Human Health, Shijiazhuang, Hebei Province, 050017, China.
• Jing Zheng
  Shandong Institute for Food and Drug Control, Jinan 250101, China.
• Yuxuan Wang
  Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin's Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China.
• Cong Liu
  Department of Bioengineering, University of Illinois at Chicago, 851 S Morgan St, Chicago, IL, 60607, USA.
• Xianling Cao
  Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China.
• Xuanyou Zhou
  Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China.
• Naixin Xu
  Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China.
• Lanlan Zhang
  School of Computer Science and Artificial Intelligence, Changzhou University, China.
• Xu Han
• Haolin Wang
  College of Medical Informatics, Chongqing Medical University, Chongqing 400016, People's Republic of China.
• Suihua Feng
  Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China. 13702285687@139.com.
• Shuyuan Li
  Beijing Key Laboratory for Green Catalysis and Separation, The Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, P. R. China.
• Jianguo Zhang
  College of Automation, Harbin Engineering University, No. 145, Nantong street, Harbin, China.
• Lijian Zhao
  BGI Genomics, BGI-Shenzhen, Shenzhen 518083, P. R. China.
• Fengxiang Wei
  The Genetics Laboratory, Longgang District Maternity and Child Healthcare Hospital of Shenzhen City (Longgang Maternity and Child Institute of Shantou University Medical College), Shenzhen, Longgang District, Guangdong Province, 518712, China. haowei727499@163.com.

Keywords

External Resources