{"id":"https://openalex.org/W4410005379","doi":"https://doi.org/10.1186/s12911-025-02999-5","title":"Predicting preeclampsia in early pregnancy using clinical and laboratory data via machine learning model","display_name":"Predicting preeclampsia in early pregnancy using clinical and laboratory data via machine learning model","publication_year":2025,"publication_date":"2025-05-01","ids":{"openalex":"https://openalex.org/W4410005379","doi":"https://doi.org/10.1186/s12911-025-02999-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/40312361"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-025-02999-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-02999-5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02999-5","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02999-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056585213","display_name":"Songchang Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210146205","display_name":"Obstetrics and Gynecology Hospital of Fudan University","ror":"https://ror.org/04rhdtb47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146205"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songchang Chen","raw_affiliation_strings":["Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210146205"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064730982","display_name":"Jia Li","orcid":"https://orcid.org/0000-0003-4739-381X"},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]},{"id":"https://openalex.org/I4210164386","display_name":"Hebei Science and Technology Department","ror":"https://ror.org/05k812a28","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210164386"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Li","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China","Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China","institution_ids":["https://openalex.org/I4210164386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100320839","display_name":"Xiao Zhang","orcid":"https://orcid.org/0000-0001-6572-4411"},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]},{"id":"https://openalex.org/I4210164386","display_name":"Hebei Science and Technology Department","ror":"https://ror.org/05k812a28","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210164386"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Zhang","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China","Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China","institution_ids":["https://openalex.org/I4210164386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112919009","display_name":"Wenqiu Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]},{"id":"https://openalex.org/I4210164386","display_name":"Hebei Science and Technology Department","ror":"https://ror.org/05k812a28","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210164386"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqiu Xu","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China","Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China","institution_ids":["https://openalex.org/I4210164386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023034408","display_name":"Zhixu Qiu","orcid":"https://orcid.org/0000-0003-1979-5272"},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]},{"id":"https://openalex.org/I4210164386","display_name":"Hebei Science and Technology Department","ror":"https://ror.org/05k812a28","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210164386"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhixu Qiu","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China","Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China","institution_ids":["https://openalex.org/I4210164386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113186418","display_name":"Siyao Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I111381250","display_name":"Hebei Medical University","ror":"https://ror.org/04eymdx19","country_code":"CN","type":"education","lineage":["https://openalex.org/I111381250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyao Yan","raw_affiliation_strings":["Hebei Medical University, Shijiazhuang, Hebei Province, 050011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hebei Medical University, Shijiazhuang, Hebei Province, 050011, China","institution_ids":["https://openalex.org/I111381250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102650320","display_name":"Wenrui Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]},{"id":"https://openalex.org/I4210164386","display_name":"Hebei Science and Technology Department","ror":"https://ror.org/05k812a28","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210164386"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenrui Zhao","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China","Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China","institution_ids":["https://openalex.org/I4210164386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009995003","display_name":"Zhiguang Zhao","orcid":"https://orcid.org/0000-0002-9901-0940"},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]},{"id":"https://openalex.org/I4210164386","display_name":"Hebei Science and Technology Department","ror":"https://ror.org/05k812a28","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210164386"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiguang Zhao","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China","Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China","institution_ids":["https://openalex.org/I4210164386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013988662","display_name":"Peirun Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peirun Tian","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China","institution_ids":["https://openalex.org/I100135526"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104651822","display_name":"Qiang Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210146741","display_name":"Jiangmen Central Hospital","ror":"https://ror.org/04baw4297","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146741"]},{"id":"https://openalex.org/I4210164614","display_name":"Jiangmen Polytechnic","ror":"https://ror.org/05v7z3142","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210164614"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Zhao","raw_affiliation_strings":["Clinical Transformation and Application Key Lab for Obstetrics and Gynecology, Pediatrics, and Reproductive Medicine of Jiangmen, Jiangmen, Guangdong Province, 529030, China","Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Transformation and Application Key Lab for Obstetrics and Gynecology, Pediatrics, and Reproductive Medicine of Jiangmen, Jiangmen, Guangdong Province, 529030, China","institution_ids":["https://openalex.org/I4210146741","https://openalex.org/I4210164614"]},{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China","institution_ids":["https://openalex.org/I4210146741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363186","display_name":"Qun Zhang","orcid":"https://orcid.org/0000-0002-5777-9276"},"institutions":[{"id":"https://openalex.org/I4210146741","display_name":"Jiangmen Central Hospital","ror":"https://ror.org/04baw4297","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146741"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qun Zhang","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China","institution_ids":["https://openalex.org/I4210146741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100652322","display_name":"Weiping Chen","orcid":"https://orcid.org/0000-0001-5658-1914"},"institutions":[{"id":"https://openalex.org/I4210146741","display_name":"Jiangmen Central Hospital","ror":"https://ror.org/04baw4297","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146741"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiping Chen","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China","institution_ids":["https://openalex.org/I4210146741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040828850","display_name":"Huahua Li","orcid":"https://orcid.org/0000-0002-5613-7677"},"institutions":[{"id":"https://openalex.org/I4210146741","display_name":"Jiangmen Central Hospital","ror":"https://ror.org/04baw4297","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146741"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huahua Li","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China","institution_ids":["https://openalex.org/I4210146741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028010098","display_name":"Xiaohong Ruan","orcid":"https://orcid.org/0009-0009-6287-9376"},"institutions":[{"id":"https://openalex.org/I4210146741","display_name":"Jiangmen Central Hospital","ror":"https://ror.org/04baw4297","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146741"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohong Ruan","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China","institution_ids":["https://openalex.org/I4210146741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043618453","display_name":"Gefei Xiao","orcid":"https://orcid.org/0000-0002-6990-8901"},"institutions":[{"id":"https://openalex.org/I4210129015","display_name":"Weihai Maternal and Child Health Hospital","ror":"https://ror.org/0384ea937","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gefei Xiao","raw_affiliation_strings":["Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China","institution_ids":["https://openalex.org/I4210129015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083655494","display_name":"Sufen Zhang","orcid":"https://orcid.org/0000-0003-4660-3029"},"institutions":[{"id":"https://openalex.org/I4210129015","display_name":"Weihai Maternal and Child Health Hospital","ror":"https://ror.org/0384ea937","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sufen Zhang","raw_affiliation_strings":["Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China","institution_ids":["https://openalex.org/I4210129015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101403430","display_name":"Liqing Hu","orcid":"https://orcid.org/0000-0001-5332-2618"},"institutions":[{"id":"https://openalex.org/I4210129015","display_name":"Weihai Maternal and Child Health Hospital","ror":"https://ror.org/0384ea937","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liqing Hu","raw_affiliation_strings":["Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China","institution_ids":["https://openalex.org/I4210129015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101771468","display_name":"Jie Qin","orcid":"https://orcid.org/0000-0002-5792-5464"},"institutions":[{"id":"https://openalex.org/I4210129015","display_name":"Weihai Maternal and Child Health Hospital","ror":"https://ror.org/0384ea937","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Qin","raw_affiliation_strings":["Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China","institution_ids":["https://openalex.org/I4210129015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113182767","display_name":"Wuyan Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210129015","display_name":"Weihai Maternal and Child Health Hospital","ror":"https://ror.org/0384ea937","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wuyan Huang","raw_affiliation_strings":["Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Genetics and Prenatal Diagnosis, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China","institution_ids":["https://openalex.org/I4210129015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008682274","display_name":"Zhongzhe Li","orcid":"https://orcid.org/0000-0002-9515-1148"},"institutions":[{"id":"https://openalex.org/I4210129015","display_name":"Weihai Maternal and Child Health Hospital","ror":"https://ror.org/0384ea937","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongzhe Li","raw_affiliation_strings":["Department of Prevention and Health Care, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Prevention and Health Care, Zhuhai Center for Maternal and Child Health Care, Zhuhai, Guangdong Province, 519000, China","institution_ids":["https://openalex.org/I4210129015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013337678","display_name":"Shunyao Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]},{"id":"https://openalex.org/I173759888","display_name":"Hunan Normal University","ror":"https://ror.org/053w1zy07","country_code":"CN","type":"education","lineage":["https://openalex.org/I173759888"]},{"id":"https://openalex.org/I4210166238","display_name":"Hunan Provincial Maternal and Child Health Hospital","ror":"https://ror.org/05szwcv45","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210166238"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shunyao Wang","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China","Hunan Provincial Key Laboratory of Regional Hereditary Birth Defects Prevention and Control, Changsha Hospital for Maternal & Child Health Care Affiliated to Hunan Normal University, Changsha, Hunan Province, 410007, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hunan Provincial Key Laboratory of Regional Hereditary Birth Defects Prevention and Control, Changsha Hospital for Maternal & Child Health Care Affiliated to Hunan Normal University, Changsha, Hunan Province, 410007, China","institution_ids":["https://openalex.org/I4210166238","https://openalex.org/I173759888"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100422177","display_name":"Rui Zhang","orcid":"https://orcid.org/0000-0003-3740-8352"},"institutions":[{"id":"https://openalex.org/I4210104539","display_name":"Shenzhen Maternity and Child Healthcare Hospital","ror":"https://ror.org/01me2d674","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210104539"]},{"id":"https://openalex.org/I4210130215","display_name":"Maternal and Child Health Care Hospital of Bao'an","ror":"https://ror.org/02h1scg40","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210130215"]},{"id":"https://openalex.org/I4210152664","display_name":"Shenzhen Children's Hospital","ror":"https://ror.org/0409k5a27","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152664"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Zhang","raw_affiliation_strings":["Division of Maternal-Fetal Medicine, Shenzhen Bao' an Women's and Children's Hospital, Shenzhen, Guangdong Province, 518102, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Maternal-Fetal Medicine, Shenzhen Bao' an Women's and Children's Hospital, Shenzhen, Guangdong Province, 518102, China","institution_ids":["https://openalex.org/I4210104539","https://openalex.org/I4210152664","https://openalex.org/I4210130215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112535148","display_name":"Shang Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104539","display_name":"Shenzhen Maternity and Child Healthcare Hospital","ror":"https://ror.org/01me2d674","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210104539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shang Huang","raw_affiliation_strings":["Longgang District Maternity and Child Healthcare Hospital of Shenzhen City (Longgang Maternity and Child Institute of Shantou University Medical College), Guangdong Province, 518712, Shenzhen, China","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"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Longgang District Maternity and Child Healthcare Hospital of Shenzhen City (Longgang Maternity and Child Institute of Shantou University Medical College), Guangdong Province, 518712, Shenzhen, China","institution_ids":["https://openalex.org/I4210104539"]},{"raw_affiliation_string":"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","institution_ids":["https://openalex.org/I4210104539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115591433","display_name":"Xin Wang","orcid":"https://orcid.org/0009-0004-2370-0779"},"institutions":[{"id":"https://openalex.org/I4210104539","display_name":"Shenzhen Maternity and Child Healthcare Hospital","ror":"https://ror.org/01me2d674","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210104539"]},{"id":"https://openalex.org/I4210116071","display_name":"Suzhou Municipal Hospital","ror":"https://ror.org/02cdyrc89","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116071"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Wang","raw_affiliation_strings":["Department of Blood Transfusion, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, 80 Tianedang Road, Suzhou, 518712, Jiangsu, China","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"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Blood Transfusion, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, 80 Tianedang Road, Suzhou, 518712, Jiangsu, China","institution_ids":["https://openalex.org/I4210116071"]},{"raw_affiliation_string":"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","institution_ids":["https://openalex.org/I4210104539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027930243","display_name":"Yao Yao","orcid":"https://orcid.org/0000-0002-2830-0377"},"institutions":[{"id":"https://openalex.org/I4210104539","display_name":"Shenzhen Maternity and Child Healthcare Hospital","ror":"https://ror.org/01me2d674","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210104539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Yao","raw_affiliation_strings":["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"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"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","institution_ids":["https://openalex.org/I4210104539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027816275","display_name":"Jian Ran","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104539","display_name":"Shenzhen Maternity and Child Healthcare Hospital","ror":"https://ror.org/01me2d674","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210104539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Ran","raw_affiliation_strings":["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"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"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","institution_ids":["https://openalex.org/I4210104539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111777376","display_name":"Danling Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104539","display_name":"Shenzhen Maternity and Child Healthcare Hospital","ror":"https://ror.org/01me2d674","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210104539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Danling Cheng","raw_affiliation_strings":["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"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"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","institution_ids":["https://openalex.org/I4210104539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086083731","display_name":"Qi Luo","orcid":"https://orcid.org/0000-0002-6988-2051"},"institutions":[{"id":"https://openalex.org/I151893264","display_name":"Jiamusi University","ror":"https://ror.org/01vasff55","country_code":"CN","type":"education","lineage":["https://openalex.org/I151893264"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Luo","raw_affiliation_strings":["School of Basic Medical Sciences, Jiamusi University, Jiamusi, Heilongjiang Province, 154007, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Basic Medical Sciences, Jiamusi University, Jiamusi, Heilongjiang Province, 154007, China","institution_ids":["https://openalex.org/I151893264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042543722","display_name":"Teng Pan","orcid":"https://orcid.org/0000-0003-1384-9006"},"institutions":[{"id":"https://openalex.org/I4210104539","display_name":"Shenzhen Maternity and Child Healthcare Hospital","ror":"https://ror.org/01me2d674","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210104539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Teng Pan","raw_affiliation_strings":["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"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"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","institution_ids":["https://openalex.org/I4210104539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023708722","display_name":"Ruyun Gao","orcid":"https://orcid.org/0009-0004-3683-8734"},"institutions":[{"id":"https://openalex.org/I111381250","display_name":"Hebei Medical University","ror":"https://ror.org/04eymdx19","country_code":"CN","type":"education","lineage":["https://openalex.org/I111381250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruyun Gao","raw_affiliation_strings":["School of Public Health, Hebei Medical University, Hebei Province Key Laboratory of Environment and Human Health, Shijiazhuang, Hebei Province, 050017, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Health, Hebei Medical University, Hebei Province Key Laboratory of Environment and Human Health, Shijiazhuang, Hebei Province, 050017, China","institution_ids":["https://openalex.org/I111381250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115589603","display_name":"Jing Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I111381250","display_name":"Hebei Medical University","ror":"https://ror.org/04eymdx19","country_code":"CN","type":"education","lineage":["https://openalex.org/I111381250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Zheng","raw_affiliation_strings":["School of Public Health, Hebei Medical University, Hebei Province Key Laboratory of Environment and Human Health, Shijiazhuang, Hebei Province, 050017, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Health, Hebei Medical University, Hebei Province Key Laboratory of Environment and Human Health, Shijiazhuang, Hebei Province, 050017, China","institution_ids":["https://openalex.org/I111381250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100375986","display_name":"Yuxuan Wang","orcid":"https://orcid.org/0000-0002-5743-2029"},"institutions":[{"id":"https://openalex.org/I111381250","display_name":"Hebei Medical University","ror":"https://ror.org/04eymdx19","country_code":"CN","type":"education","lineage":["https://openalex.org/I111381250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxuan Wang","raw_affiliation_strings":["School of Public Health, Hebei Medical University, Hebei Province Key Laboratory of Environment and Human Health, Shijiazhuang, Hebei Province, 050017, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Health, Hebei Medical University, Hebei Province Key Laboratory of Environment and Human Health, Shijiazhuang, Hebei Province, 050017, China","institution_ids":["https://openalex.org/I111381250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100331642","display_name":"Cong Liu","orcid":"https://orcid.org/0000-0003-3425-6672"},"institutions":[{"id":"https://openalex.org/I4210146205","display_name":"Obstetrics and Gynecology Hospital of Fudan University","ror":"https://ror.org/04rhdtb47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146205"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cong Liu","raw_affiliation_strings":["Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210146205"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015252255","display_name":"Xianling Cao","orcid":"https://orcid.org/0000-0001-9544-7419"},"institutions":[{"id":"https://openalex.org/I4210146205","display_name":"Obstetrics and Gynecology Hospital of Fudan University","ror":"https://ror.org/04rhdtb47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146205"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianling Cao","raw_affiliation_strings":["Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210146205"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102370856","display_name":"Xuanyou Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210146205","display_name":"Obstetrics and Gynecology Hospital of Fudan University","ror":"https://ror.org/04rhdtb47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146205"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanyou Zhou","raw_affiliation_strings":["Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210146205"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102206239","display_name":"Naixin Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210146205","display_name":"Obstetrics and Gynecology Hospital of Fudan University","ror":"https://ror.org/04rhdtb47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146205"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Naixin Xu","raw_affiliation_strings":["Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Obstetrics and Gynecology Hospital, Institute of Reproduction and Development, Fudan University, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210146205"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101755483","display_name":"Lanlan Zhang","orcid":"https://orcid.org/0000-0003-0246-9841"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210108664","display_name":"International Peace Maternity & Child Health Hospital","ror":"https://ror.org/01byttc20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210108664"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lanlan Zhang","raw_affiliation_strings":["International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200030, China","institution_ids":["https://openalex.org/I4210108664","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044535901","display_name":"Xu Han","orcid":"https://orcid.org/0000-0002-9317-774X"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210108664","display_name":"International Peace Maternity & Child Health Hospital","ror":"https://ror.org/01byttc20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210108664"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Han","raw_affiliation_strings":["International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200030, China","institution_ids":["https://openalex.org/I4210108664","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051308309","display_name":"Haolin Wang","orcid":"https://orcid.org/0000-0002-1735-9525"},"institutions":[{"id":"https://openalex.org/I201459984","display_name":"Guangdong University Of Finances and Economics","ror":"https://ror.org/0459pv085","country_code":"CN","type":"education","lineage":["https://openalex.org/I201459984"]},{"id":"https://openalex.org/I32820368","display_name":"Guangdong Polytechnic of Science and Technology","ror":"https://ror.org/01wq2p249","country_code":"CN","type":"education","lineage":["https://openalex.org/I32820368"]},{"id":"https://openalex.org/I4210106134","display_name":"Guangzhou Vocational College of Science and Technology","ror":"https://ror.org/01dan7p53","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210106134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haolin Wang","raw_affiliation_strings":["School of Computer Science, Guangzhou College of Technology and Business, Guangdong Province, 510850, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Guangzhou College of Technology and Business, Guangdong Province, 510850, China","institution_ids":["https://openalex.org/I201459984","https://openalex.org/I32820368","https://openalex.org/I4210106134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082303009","display_name":"Suihua Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210146741","display_name":"Jiangmen Central Hospital","ror":"https://ror.org/04baw4297","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146741"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suihua Feng","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China. 13702285687@139.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Jiangmen Central Hospital, Jiangmen, Guangdong Province, 529030, China. 13702285687@139.com","institution_ids":["https://openalex.org/I4210146741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100647304","display_name":"Shuyuan Li","orcid":"https://orcid.org/0000-0002-8160-1363"},"institutions":[{"id":"https://openalex.org/I4210108664","display_name":"International Peace Maternity & Child Health Hospital","ror":"https://ror.org/01byttc20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210108664"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuyuan Li","raw_affiliation_strings":["International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200030, China. shuyuanli816@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200030, China. shuyuanli816@163.com","institution_ids":["https://openalex.org/I4210108664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100461807","display_name":"Jian\u2010Guo Zhang","orcid":"https://orcid.org/0009-0003-0655-3810"},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]},{"id":"https://openalex.org/I111381250","display_name":"Hebei Medical University","ror":"https://ror.org/04eymdx19","country_code":"CN","type":"education","lineage":["https://openalex.org/I111381250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianguo Zhang","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China. zhangjg@bgi.com","Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China. zhangjg@bgi.com","Hebei Medical University, Shijiazhuang, Hebei Province, 050011, China. zhangjg@bgi.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China. zhangjg@bgi.com","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China. zhangjg@bgi.com","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Medical University, Shijiazhuang, Hebei Province, 050011, China. zhangjg@bgi.com","institution_ids":["https://openalex.org/I111381250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112595543","display_name":"Lijian Zhao","orcid":"https://orcid.org/0009-0002-5472-0639"},"institutions":[{"id":"https://openalex.org/I100135526","display_name":"BGI Group (China)","ror":"https://ror.org/045pn2j94","country_code":"CN","type":"company","lineage":["https://openalex.org/I100135526"]},{"id":"https://openalex.org/I111381250","display_name":"Hebei Medical University","ror":"https://ror.org/04eymdx19","country_code":"CN","type":"education","lineage":["https://openalex.org/I111381250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijian Zhao","raw_affiliation_strings":["BGI Genomics, Shenzhen, Guangdong Province, 518083, China. zhaolijian@bgi.com","Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China. zhaolijian@bgi.com","Hebei Medical University, Shijiazhuang, Hebei Province, 050011, China. zhaolijian@bgi.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BGI Genomics, Shenzhen, Guangdong Province, 518083, China. zhaolijian@bgi.com","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Industrial Technology Research Institute of Genomics in Maternal & Child Health, Clin Lab, BGI Genomics, Shijiazhuang, Hebei Province, 050011, China. zhaolijian@bgi.com","institution_ids":["https://openalex.org/I100135526"]},{"raw_affiliation_string":"Hebei Medical University, Shijiazhuang, Hebei Province, 050011, China. zhaolijian@bgi.com","institution_ids":["https://openalex.org/I111381250"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101563266","display_name":"Fengxiang Wei","orcid":"https://orcid.org/0009-0006-6324-8400"},"institutions":[{"id":"https://openalex.org/I4210104539","display_name":"Shenzhen Maternity and Child Healthcare Hospital","ror":"https://ror.org/01me2d674","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210104539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengxiang Wei","raw_affiliation_strings":["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"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"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","institution_ids":["https://openalex.org/I4210104539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":44,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":11.2376,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.98684649,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"178","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10290","display_name":"Pregnancy and preeclampsia studies","score":0.9760000109672546,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10290","display_name":"Pregnancy and preeclampsia studies","score":0.9760000109672546,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10673","display_name":"Gestational Diabetes Research and Management","score":0.003700000001117587,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11389","display_name":"Maternal and fetal healthcare","score":0.002899999963119626,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.6715395450592041},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5814553499221802},{"id":"https://openalex.org/keywords/preeclampsia","display_name":"Preeclampsia","score":0.545468270778656},{"id":"https://openalex.org/keywords/pregnancy","display_name":"Pregnancy","score":0.5076764822006226},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41866952180862427},{"id":"https://openalex.org/keywords/obstetrics","display_name":"Obstetrics","score":0.38806959986686707},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35239678621292114},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3337951898574829},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.11492320895195007},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.0910595953464508}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.6715395450592041},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5814553499221802},{"id":"https://openalex.org/C2777218350","wikidata":"https://www.wikidata.org/wiki/Q61335","display_name":"Preeclampsia","level":3,"score":0.545468270778656},{"id":"https://openalex.org/C2779234561","wikidata":"https://www.wikidata.org/wiki/Q11995","display_name":"Pregnancy","level":2,"score":0.5076764822006226},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41866952180862427},{"id":"https://openalex.org/C131872663","wikidata":"https://www.wikidata.org/wiki/Q5284418","display_name":"Obstetrics","level":1,"score":0.38806959986686707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35239678621292114},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3337951898574829},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.11492320895195007},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0910595953464508},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-025-02999-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-02999-5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02999-5","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:40312361","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40312361","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:d1d220786f154a33ab1fa8a996d4d9a4","is_oa":true,"landing_page_url":"https://doaj.org/article/d1d220786f154a33ab1fa8a996d4d9a4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 25, Iss 1, Pp 1-15 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12044989","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12044989","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-025-02999-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-02999-5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-02999-5","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410005379.pdf","grobid_xml":"https://content.openalex.org/works/W4410005379.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1626926077","https://openalex.org/W1966397164","https://openalex.org/W1975775758","https://openalex.org/W1995453682","https://openalex.org/W2006556268","https://openalex.org/W2052277321","https://openalex.org/W2092155853","https://openalex.org/W2103050526","https://openalex.org/W2128151441","https://openalex.org/W2141416584","https://openalex.org/W2160784315","https://openalex.org/W2730504020","https://openalex.org/W2763749995","https://openalex.org/W2780787412","https://openalex.org/W2946525881","https://openalex.org/W2978654833","https://openalex.org/W2986009663","https://openalex.org/W3010721756","https://openalex.org/W3035452472","https://openalex.org/W3038697899","https://openalex.org/W3042661563","https://openalex.org/W3044884379","https://openalex.org/W3119228955","https://openalex.org/W3120673106","https://openalex.org/W3133824676","https://openalex.org/W3151256523","https://openalex.org/W3207943100","https://openalex.org/W4205692072","https://openalex.org/W4280491857","https://openalex.org/W4281703125","https://openalex.org/W4283166106","https://openalex.org/W4295234972","https://openalex.org/W4321096112","https://openalex.org/W4378378503","https://openalex.org/W4386616461"],"related_works":["https://openalex.org/W1520675682","https://openalex.org/W2167244209","https://openalex.org/W2411259789","https://openalex.org/W1987613776","https://openalex.org/W2019486375","https://openalex.org/W1578063175","https://openalex.org/W4366822207","https://openalex.org/W2046271719","https://openalex.org/W2902115400","https://openalex.org/W2073338816"],"abstract_inverted_index":{"BACKGROUND:":[0],"This":[1],"study":[2,236],"was":[3],"performed":[4],"to":[5],"characterize":[6],"the":[7,150,181],"relationship":[8],"of":[9],"various":[10],"laboratory":[11,42,74,103,108,123,147,239,261],"test":[12],"indicators":[13,240],"with":[14,99,211,221],"clinical":[15,72,101,145,151,259],"information":[16],"and":[17,31,41,48,61,73,89,102,113,128,141,146,167,226,255,260],"Preeclampsia":[18],"(PE)":[19],"development.":[20],"Then,":[21],"prediction":[22,205],"models":[23,85,98,143,153,246],"for":[24,86,125,241,251],"early-onset":[25],"preeclampsia":[26,29,33,253],"(EOPE),":[27],"late-onset":[28],"(LOPE),":[30],"preterm":[32],"(Preterm":[34],"PE)":[35],"were":[36,92],"developed":[37,245],"using":[38,94],"maternal":[39],"characteristics":[40],"data.":[43,104,262],"METHODS:":[44],"Between":[45],"January":[46],"2019":[47],"December":[49],"2021,":[50],"we":[51,116],"retrospectively":[52],"recruited":[53],"144":[54],"EOPE,":[55,87,126],"363":[56],"LOPE,":[57,88,127],"231":[58],"Preterm":[59,90,129],"PE,":[60,130,132,134],"1458":[62],"healthy":[63,114,192],"participants":[64,193],"from":[65,175,191],"six":[66],"hospitals.":[67],"We":[68],"utilized":[69],"all":[70],"available":[71],"data":[75],"obtained":[76],"during":[77],"routine":[78],"prenatal":[79],"visits":[80],"in":[81,172,177,188],"early":[82,178],"pregnancy.":[83,179],"The":[84,138,155,204,244],"PE":[91,111,136,231],"created":[93],"ensemble":[95,139,156,182],"machine":[96],"learning":[97],"patient":[100],"RESULTS:":[105],"By":[106],"comparing":[107],"variables":[109],"between":[110],"patients":[112],"controls,":[115],"identified":[117,237],"7,":[118],"18,":[119],"8,":[120],"15,":[121],"7,29":[122],"markers":[124],"severe":[131],"superimposed":[133],"first-time":[135],"respectively.":[137,154],"EOPE":[140,157,174],"LOPE":[142,183,190],"incorporating":[144],"predictors":[148],"outperformed":[149],"factor":[152],"model":[158,184],"demonstrated":[159,207],"good":[160,186,248],"sensitivity":[161],"(72.22%,95%":[162],"confidence":[163],"interval":[164],"[CI]:":[165],"57.59%-86.85%)":[166],"specificity":[168],"(85.25%,95%":[169],"CI:":[170,197,202],"80.54%-89.97%)":[171],"distinguishing":[173],"controls":[176],"Similarly,":[180],"showed":[185,218],"accuracy":[187],"differentiating":[189],"(sensitivity:":[194],"69.57%,":[195],"95%":[196,201],"56.27%-82.86%;":[198],"specificity:":[199],"85.25%,":[200],"80.54%-89.97%).":[203],"scores":[206],"notable":[208],"positive":[209],"correlations":[210,220],"blood":[212],"pressure":[213],"at":[214],"admission,":[215],"while":[216],"they":[217],"inverse":[219],"24-hour":[222],"urine":[223],"protein":[224],"levels":[225],"fetal":[227],"growth":[228],"restriction":[229],"among":[230],"patients.":[232],"In":[233],"conclusion,":[234],"our":[235],"key":[238],"forecasting":[242],"PE.":[243],"exhibited":[247],"predictive":[249],"capability":[250],"assessing":[252],"risk":[254],"severity":[256],"based":[257],"on":[258],"CLINICAL":[263],"TRIAL":[264],"NUMBER:":[265],"Not":[266],"applicable.":[267]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
