Evidence map›Paper›PMID 39984919›Full record

ArticleBMC pregnancy and childbirth2025

Ferroptosis-related genes in preeclampsia: integrative bioinformatics analysis, experimental validation and drug prediction.

Lidan He, Feng Zhan, Xuemei Li, Huijuan Yang, Jianbo Wu

Abstract read
In one paragraph

Article in BMC pregnancy and childbirth, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Lidan He *Department of Obstetrics and Gynecology, The First Affiliated Hospital of Fujian Medical University, Fujian, 350004, China. hld2399@fjmu.edu.cn.
Feng Zhan *School of Electronic Information Engineering, Taiyuan University of Science and Technology, Taiyuan, 030024, Shanxi, China.
Xuemei LiDepartment of Obstetrics and Gynecology, The First Affiliated Hospital of Fujian Medical University, Fujian, 350004, China.
Huijuan YangDepartment of Obstetrics and Gynecology, The First Affiliated Hospital of Fujian Medical University, Fujian, 350004, China.
Jianbo WuDepartment of Obstetrics and Gynecology, The First Affiliated Hospital of Fujian Medical University, Fujian, 350004, China. wjb1224@fjmu.edu.cn.

Funding

Fujian Provincial Health Technology Project 2024GGA032Fujian Provincial Natural Science Foundation of China 2024J01958Fujian Provincial Traditional Chinese Medicine Science and Technology Program 2025ZYZD006Health Finance Special Project of Fujian Province BPB-2023WJBJoint Funds for the Innovation of Science and Technology, Fujian Province 2023Y9020
6 · The paper itself

Abstract

introductionPreeclampsia (PE) is a severe pregnancy complication with limited early diagnostic and therapeutic options. Ferroptosis, an iron-dependent cell death pathway, has emerged as a potential mechanism in PE pathogenesis. This study investigated ferroptosis-related genes (FRGs) in PE to identify diagnostic biomarkers and therapeutic targets.

methodsDifferentially expressed genes were identified from GEO databases and intersected with FRGs. Hub genes were selected using RandomForest and LASSO algorithms. Their diagnostic potential was evaluated through ROC analysis. Regulatory networks were constructed using transcription factors, microRNAs and potential drug targets. Hub gene expression was validated through immunohistochemistry, Western blot, and RT-qPCR in placental tissues and hypoxic trophoblasts.

resultsWe identified 25 ferroptosis-related differentially expressed genes enriched in ferroptosis and HIF-1 pathways. Four hub genes (NDRG1, P4HA1, LDHA, and IDO1) showed high diagnostic efficiency (AUC=0.9182). Immune cell analysis revealed altered levels of plasma cells, CD8+ T cells, Tregs, monocytes, and M2 macrophages in PE, correlating significantly with hub gene expression. We identified 84 mRNA-miRNA and 119 mRNA-TF interactions. Among 19 potential drugs, Tetrahydro-NAD showed promising targeting potential. Experimental validation confirmed elevated expression of NDRG1, P4HA1, and LDHA, and decreased IDO1 in PE tissues and hypoxic conditions. DISCUSSION: This study identified four FRGs as potential PE biomarkers and therapeutic targets, providing new insights into PE pathogenesis through integrated bioinformatics and experimental validation. These findings may facilitate early PE diagnosis and treatment development.

Indexed as

FerroptosisPre-EclampsiaBiomarkersCell Cycle ProteinsComputational BiologyFemaleGene Regulatory NetworksHumansIntracellular Signaling Peptides and ProteinsMicroRNAsPlacentaPregnancyBiomarkersCell Cycle ProteinsIntracellular Signaling Peptides and ProteinsMicroRNAsBioinformatics analysisDrug predictionExperimental validationFerroptosisOxidative stressPreeclampsia

Identifiers

PMID39984919
PMCPMC11844108

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.