Integrative network toxicology and transcriptomic analyses identify DCP1B and HAS2 as key prognostic biomarkers in formaldehyde-associated Wilms tumor.
Gui Jun Li, Sheng Zhang, Li Na Chang, Zhong Xian Li, Yang Yang Duan, Qi Liu
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引用次数: 0
Abstract
Background and objectivesWilms tumor, a common childhood malignancy, has been hypothesized to be associated with environmental factors such as formaldehyde exposure. As a potential endocrine disruptor with reported pro-proliferative effects, the molecular mechanism underlying the role of formaldehyde in Wilms tumor remains unclear. This study systematically investigated the mechanisms linking formaldehyde exposure to Wilms tumor using network toxicology and transcriptomic analysis.MethodsTranscriptomic data were obtained from The Cancer Genome Atlas and Gene Expression Omnibus databases, whereas formaldehyde-related targets were predicted using the Search Tool for Interactions of Chemicals and Comparative Toxicogenomics databases. Candidate genes were screened through differential expression (|log2FC| > 2.5, p < 0.05) and weighted gene coexpression network analyses. Prognostic key genes were identified using univariate and Lasso-Cox regression, with nomogram construction and survival analysis. Single-cell RNA sequencing data (GSE223373) were further analyzed to characterize cellular heterogeneity and the cell-type-specific expression patterns of the identified key genes.ResultsSeventy-nine candidate genes associated with Wilms tumor were identified using multidimensional intersection analysis. These genes were significantly involved in pathways such as microRNAs in cancer and the cell cycle. Univariate Cox and Lasso-Cox regression analyses identified DCP1B and HAS2 as key genes closely associated with the prognosis of patients with Wilms tumor. Kaplan-Meier survival analysis demonstrated that higher expressions of DCP1B and HAS2 were significantly associated with better overall survival in these patients. The nomogram model constructed based on the two key genes demonstrated excellent calibration (area under the curve > 0.8) and clinical applicability. Network analysis identified NEAT1, the hsa-let-7 microRNA, and transcription factors such as PDX1 and E2F1 were as core regulatory nodes. Single-cell analysis demonstrated pronounced stromal expansion within Wilms tumor specimens and further revealed that DCP1B was preferentially enriched in tumor epithelial cells, whereas HAS2 exhibited a stromal-skewed distribution, predominantly within mesangial cells.ConclusionsDCP1B and HAS2 were identified as key prognostic genes for Wilms tumor. These findings suggest that formaldehyde exposure is associated with Wilms tumor pathogenesis through the potential involvement of cancer-associated microRNA pathways and cell cycle signaling, which could contribute to dysregulated cell proliferation and apoptosis.
背景与目的肾母细胞瘤是一种常见的儿童恶性肿瘤,被认为与甲醛暴露等环境因素有关。甲醛作为一种潜在的内分泌干扰物,具有促增殖作用,但其在Wilms肿瘤中的分子机制尚不清楚。本研究利用网络毒理学和转录组学分析系统地探讨了甲醛暴露与Wilms肿瘤的联系机制。方法转录组学数据来自The Cancer Genome Atlas和Gene Expression Omnibus数据库,而甲醛相关靶点则使用Search Tool for Interactions of Chemicals和Comparative Toxicogenomics数据库进行预测。通过差异表达筛选候选基因(|log2FC| > 2.5, p DCP1B和HAS2)作为与Wilms肿瘤患者预后密切相关的关键基因。Kaplan-Meier生存分析显示,DCP1B和HAS2的高表达与这些患者的总生存率显著相关。基于两个关键基因构建的模态图模型具有良好的校正效果(曲线下面积> 0.8)和临床适用性。网络分析发现NEAT1、hsa-let-7 microRNA以及PDX1、E2F1等转录因子是核心调控节点。单细胞分析表明,在Wilms肿瘤标本中存在明显的基质扩增,并进一步揭示DCP1B优先富集于肿瘤上皮细胞,而HAS2表现出基质偏态分布,主要分布在系膜细胞中。结论sdcp1b和HAS2是肾母细胞瘤的关键预后基因。这些发现表明,甲醛暴露与Wilms肿瘤的发病机制有关,可能通过参与癌症相关的microRNA通路和细胞周期信号传导,从而导致细胞增殖和凋亡失调。
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