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International journal of health sciences. 2025 Mar-Apr;19(2):4-16. Q22.12025

Detection of Novel hub-methylated differentially expressed genes in pregnant women with gestational diabetes mellitus via WGCNA of epigenome-wide and transcriptome-wide profiling

通过表观基因组范围和转录组范围分析鉴定妊娠糖尿病孕妇的新枢纽甲基化差异表达基因 翻译改进

Hamdan Z Hamdan  1

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  • 1 Department of Pathology, College of Medicine, Qassim University, Buraidah, Saudi Arabia.
  • PMID: 40046791

    摘要 Ai翻译

    Objectives: Gestational diabetes mellitus (GDM) is a prevalent metabolic disorder that adversely affects pregnant women and their growing fetuses. Evidence suggests that genetic and epigenetic modifications, such as DNA methylation, may contribute to the disease phenotype. This study aimed to identify GDM-related hub-methylated genes involved in GDM pathogenesis.

    Methods: RNA-seq transcriptomic-wide data (GSE203346) and microarray epigenomic-wide data (GSE106099) were obtained from the Gene Expression Omnibus. Weighted Gene Co-expression Network Analysis (WGCNA) and differential gene expression (DEGs) analysis were performed on the RNA-seq data using the "R" packages "WGCNA" and "DESeq2," respectively. Differentially methylated genes (DMGs) were identified using the "limma" package.

    Results: WGCNA identified 18 modules, with only two modules [MEyellow r = -0.32; P = 0.042 and MEmagenta r = -0.32; P = 0.041] showing significant inverse correlations with GDM and one module [MEblue r = 0.35; P = 0.026], showing a direct correlation. Following intersecting the hub genes from WGCNA, DEGs and DMGs, six hub genes were identified as hypomethylated and highly expressed (UCKL1, SHANK2, GDPD5, CMYA5, ESRRG, NOS3), while two genes (DPYSL3 and FTH1) were hypermethylated and showed low expression. Gene set enrichment analysis revealed that the GDM-related hub DMGs were mainly enriched in pathways related to ferroptosis, VEGF signaling, and arginine and proline metabolism.

    Conclusion: This multi-omics study identified eight novel GDM-related hub DMGs in placental tissue from GDM cases, suggesting their potential involvement in GDM pathogenesis. Further study is needed.

    Keywords: DNA-methylation; RNA-seq; epigenetics; gene expression; gestational diabetes mellitus; weighted gene co-expression network analysis.

    Keywords:gestational diabetes mellitus; genome-wide profiling; transcriptome-wide profiling; hub-methylated genes; differentially expressed genes

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    期刊名:International journal of health sciences-ijhs

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    ISSN:1658-3639

    e-ISSN:1658-7774

    IF/分区:2.1/Q2

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    Detection of Novel hub-methylated differentially expressed genes in pregnant women with gestational diabetes mellitus via WGCNA of epigenome-wide and transcriptome-wide profiling