Diagnostic signature composed of seven genes in HIF-1 signaling pathway for preeclampsia

被引:6
|
作者
Yang, Xun [1 ]
Yu, Ling [1 ]
Ding, Yiling [1 ]
Yang, Mengyuan [1 ]
机构
[1] Cent South Univ, Xiangya Hosp 2, Dept Obstet & Gynecol, Changsha 410011, Hunan, Peoples R China
关键词
Placenta; Microarray; Integrated analysis; Consensus clustering; Logistic regression model; Immune cell infiltration; T-CELLS; DYSFUNCTION; EXPRESSION; TOLERANCE;
D O I
10.1186/s12884-023-05559-9
中图分类号
R71 [妇产科学];
学科分类号
100211 ;
摘要
PurposeIn this study, we explored the relationship of genes in HIF-1 signaling pathway with preeclampsia and establish a logistic regression model for diagnose preeclampsia using bioinformatics analysis.MethodTwo microarray datasets GSE75010 and GSE35574 were downloaded from the Gene Expression Omnibus database, which was using for differential expression analysis. DEGs were performed the Gene Ontology (GO) analysis, Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis and Gene set enrichment analysis (GSEA). Then we performed unsupervised consensus clustering analysis using genes in HIF-1 signaling pathway, and clinical features and immune cell infiltration were compared between these clusters, as well as the least absolute shrinkage and selection operator (LASSO) method to screened out key genes to constructed logistic regression model, and receiver operating characteristic (ROC) curve was plotted to evaluate the accuracy of the model.Results57 DEGs were identified, of which GO, KEGG and analysis GSEA showed DEGs were mostly involved in HIF-1 signaling pathway. Two subtypes were identified of preeclampsia and 7 genes in HIF1-signaling pathway were screened out to establish the logistic regression model for discrimination preeclampsia from controls, of which the AUC are 0.923 and 0.845 in training and validation datasets respectively.ConclusionSeven genes (including MKNK1, ARNT, FLT1, SERPINE1, ENO3, LDHA, BCL2) were screen out to build potential diagnostic model of preeclampsia.
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页数:8
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