Early prediction of preeclampsia from clinical, multi-omics and laboratory data using random forest model

Our study has identified a set of significant omics and laboratory features for PE prediction. The established models yielded high prediction performance for preeclampsia risk from clinical, multi-omics and laboratory information.

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Publication Details

Journal
BMC Pregnancy and Childbirth
Published
2025-05-05
DOI
https://doi.org/10.1186/s12884-025-07582-4
Citations
6
Primary Topic
Pregnancy and preeclampsia studies
Type
article
Field-Weighted Citation Impact
12.34
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article

Early prediction of preeclampsia from clinical, multi-omics and laboratory data using random forest model

Zhongzhe Li, Zhiguang Zhao, Shunyao Wang, Peirun Tian et al.
6 citations
BMC Pregnancy and Childbirth
Pregnancy and preeclampsia studies
12.34
article

Early prediction of preeclampsia from clinical, multi-omics and laboratory data using random forest model

Zhongzhe Li, Zhiguang Zhao, Shunyao Wang, Peirun Tian, Zhixu Qiu, Ruyun Gao, Xiaohong Ruan, Wenzhi Yang, Huahua Li, Gefei Xiao, Guixue Hou, Suihua Feng, Sufen Zhang, Xiao Zhang, Jia Li, Liang Lin, Rui Zhang, Jian‐Guo Zhang, Weiping Chen, Si Zhou, Liqing Hu, Qun Zhang, Jie Qin, Qiang Zhao, Zhuo Diao, Lijian Zhao, Wenqiu Xu, Wuyan Huang
article en
6 citations

Abstract

Our study has identified a set of significant omics and laboratory features for PE prediction. The established models yielded high prediction performance for preeclampsia risk from clinical, multi-omics and laboratory information.

BMC Pregnancy and ChildbirthVol. 25(1)
BGI Group (China) (CN), Hebei Medical University (CN), Weihai Maternal and Child Health Hospital (CN), Jiangmen Central Hospital (CN), Hebei Science and Technology Department (CN), Jiangmen Polytechnic (CN)
Life in Land
Openalex Percentile: Top 1%
Pregnancy and preeclampsia studies
12.34
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