Weiwei Peng, Muhammad Haider, Salam Adil Ahmed, Rong Wang, Naeem Ul Haq, Muhammad Sohaib Aslam, Majid Alhomrani, Ahmad A Alghamdi, Abdullah A Alqasem, Jamil A Samkari, Ahmed M Basri, Muhammad Jamil
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Cell culture of five Wilms tumor cell lines and normal controls was performed to validate gene expression. Functional assays including proliferation, colony formation, and wound healing assays were conducted to assess the impact of SLC12A3 and GSTM3 overexpression. Immune infiltration analysis was carried out using ssGSEA.</p><p><strong>Results: </strong>We identified SLC12A3, CLCNKB, REN, and GSTM3 as hub genes with significant down-regulation across Wilms tumor cell lines and normal controls. Immune infiltration analysis revealed that the expression of these genes was associated with altered levels of immune cell populations, such as activated dendritic cells, CD8+ T cells, macrophages, and NK cells. GSTM3 overexpression enhanced the inflammatory response and reduced DNA damage, indicated by lower γ-H2AX expression. Functional assays showed that induction of SLC12A3 and GSTM3 overexpression significantly inhibited cell proliferation, colony formation, and migration.</p><p><strong>Conclusion: </strong>SLC12A3, CLCNKB, REN, and GSTM3 hub genes play key roles in regulating cellular functions and the immune microenvironment in Wilms tumors. Therefore, these genes could serve as potential biomarker and therapeutic targets in Wilms tumor patients.</p>","PeriodicalId":7731,"journal":{"name":"American journal of translational research","volume":"17 8","pages":"5896-5913"},"PeriodicalIF":1.6000,"publicationDate":"2025-08-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12432689/pdf/","citationCount":"0","resultStr":"{\"title\":\"Decoding hub gene networks and miRNA interplay in Wilms tumor pathogenesis and therapeutic sensitivity.\",\"authors\":\"Weiwei Peng, Muhammad Haider, Salam Adil Ahmed, Rong Wang, Naeem Ul Haq, Muhammad Sohaib Aslam, Majid Alhomrani, Ahmad A Alghamdi, Abdullah A Alqasem, Jamil A Samkari, Ahmed M Basri, Muhammad Jamil\",\"doi\":\"10.62347/SLUH3891\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objectives: </strong>This study aims to explore the expression and functional significance of hub genes in Wilms tumors and their potential as diagnostic biomarkers and therapeutic targets.</p><p><strong>Methods: </strong>Gene expression data from Wilms tumors and normal control samples were obtained from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) were identified using the limma package in R, followed by Venn diagram analysis to identify common DEGs. STRING and Cytoscape were employed to construct a protein-protein interaction (PPI) network and identify hub genes. Cell culture of five Wilms tumor cell lines and normal controls was performed to validate gene expression. Functional assays including proliferation, colony formation, and wound healing assays were conducted to assess the impact of SLC12A3 and GSTM3 overexpression. Immune infiltration analysis was carried out using ssGSEA.</p><p><strong>Results: </strong>We identified SLC12A3, CLCNKB, REN, and GSTM3 as hub genes with significant down-regulation across Wilms tumor cell lines and normal controls. Immune infiltration analysis revealed that the expression of these genes was associated with altered levels of immune cell populations, such as activated dendritic cells, CD8+ T cells, macrophages, and NK cells. GSTM3 overexpression enhanced the inflammatory response and reduced DNA damage, indicated by lower γ-H2AX expression. Functional assays showed that induction of SLC12A3 and GSTM3 overexpression significantly inhibited cell proliferation, colony formation, and migration.</p><p><strong>Conclusion: </strong>SLC12A3, CLCNKB, REN, and GSTM3 hub genes play key roles in regulating cellular functions and the immune microenvironment in Wilms tumors. 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引用次数: 0
摘要
目的:本研究旨在探讨中枢基因在Wilms肿瘤中的表达和功能意义,以及它们作为诊断生物标志物和治疗靶点的潜力。方法:从Gene expression Omnibus (GEO)数据库中获取Wilms肿瘤和正常对照的基因表达数据。差异表达基因(differential expression genes, deg)用R中的limma包进行鉴定,然后用维恩图分析鉴定共同的deg。利用STRING和Cytoscape构建蛋白相互作用(PPI)网络并鉴定中心基因。对5株Wilms肿瘤细胞系和正常对照进行细胞培养,验证基因表达。功能实验包括增殖、菌落形成和伤口愈合实验,以评估SLC12A3和GSTM3过表达的影响。采用ssGSEA进行免疫浸润分析。结果:我们发现SLC12A3、CLCNKB、REN和GSTM3是在Wilms肿瘤细胞系和正常对照中显著下调的枢纽基因。免疫浸润分析显示,这些基因的表达与免疫细胞群水平的改变有关,如活化的树突状细胞、CD8+ T细胞、巨噬细胞和NK细胞。GSTM3过表达增强炎症反应,减轻DNA损伤,表现为γ-H2AX表达降低。功能分析显示,诱导SLC12A3和GSTM3过表达可显著抑制细胞增殖、集落形成和迁移。结论:SLC12A3、CLCNKB、REN和GSTM3枢纽基因在调节Wilms肿瘤细胞功能和免疫微环境中发挥关键作用。因此,这些基因可以作为Wilms肿瘤患者潜在的生物标志物和治疗靶点。
Decoding hub gene networks and miRNA interplay in Wilms tumor pathogenesis and therapeutic sensitivity.
Objectives: This study aims to explore the expression and functional significance of hub genes in Wilms tumors and their potential as diagnostic biomarkers and therapeutic targets.
Methods: Gene expression data from Wilms tumors and normal control samples were obtained from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) were identified using the limma package in R, followed by Venn diagram analysis to identify common DEGs. STRING and Cytoscape were employed to construct a protein-protein interaction (PPI) network and identify hub genes. Cell culture of five Wilms tumor cell lines and normal controls was performed to validate gene expression. Functional assays including proliferation, colony formation, and wound healing assays were conducted to assess the impact of SLC12A3 and GSTM3 overexpression. Immune infiltration analysis was carried out using ssGSEA.
Results: We identified SLC12A3, CLCNKB, REN, and GSTM3 as hub genes with significant down-regulation across Wilms tumor cell lines and normal controls. Immune infiltration analysis revealed that the expression of these genes was associated with altered levels of immune cell populations, such as activated dendritic cells, CD8+ T cells, macrophages, and NK cells. GSTM3 overexpression enhanced the inflammatory response and reduced DNA damage, indicated by lower γ-H2AX expression. Functional assays showed that induction of SLC12A3 and GSTM3 overexpression significantly inhibited cell proliferation, colony formation, and migration.
Conclusion: SLC12A3, CLCNKB, REN, and GSTM3 hub genes play key roles in regulating cellular functions and the immune microenvironment in Wilms tumors. Therefore, these genes could serve as potential biomarker and therapeutic targets in Wilms tumor patients.