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Molecular subtypes based on DNA methylation predict prognosis in lung squamous cell carcinoma

机译:基于DNA甲基化的分子亚型预测肺鳞状细胞癌预后

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Abstract Background Due to tumor heterogeneity, the diagnosis, treatment, and prognosis of patients with lung squamous cell carcinoma (LUSC) are difficult. DNA methylation is an important regulator of gene expression, which may help the diagnosis and therapy of patients with LUSC. Methods In this study, we collected the clinical information of LUSC patients in the Cancer Genome Atlas (TCGA) database and the relevant methylated sequences of the University of California Santa Cruz (UCSC) database to construct methylated subtypes and performed prognostic analysis. Results Nine hundred sixty-five potential independent prognosis methylation sites were finally identified and the genes were identified. Based on consensus clustering analysis, seven subtypes were identified by using 965 CpG sites and corresponding survival curves were plotted. The prognostic analysis model was constructed according to the methylation sites’ information of the subtype with the best prognosis. Internal and external verifications were used to evaluate the prediction model. Conclusions Models based on differences in DNA methylation levels may help to classify the molecular subtypes of LUSC patients, and provide more individualized treatment recommendations and prognostic assessments for different clinical subtypes. GNAS, FZD2, FZD10 are the core three genes that may be related to the prognosis of LUSC patients.
机译:摘要背景由于肿瘤异质性,肺鳞状细胞癌(LUSC)患者的诊断,治疗和预后是困难的。 DNA甲基化是基因表达的一个重要调节因子,这可能有助于诊断和治疗LUSC患者。方法在这项研究中,我们在癌症基因组Atlas(TCGA)数据库(TCGA)数据库(UCSC)数据库大学的相关甲基化序列中收集了LUSC患者的临床信息,以构建甲基化亚型并进行预后分析。结果九百六十五次潜在的独立预后甲基化位点并鉴定了基因。基于共识聚类分析,通过使用965个CPG位点鉴定出七种亚型,并绘制了相应的存活曲线。预后分析模型由亚型亚型的甲基化位点的信息构成,具有最佳预后。内部和外部验证用于评估预测模型。结论基于DNA甲基化水平差异的模型可能有助于对LUSC患者的分子亚型进行分类,并为不同的临床亚型提供更个性化的治疗建议和预后评估。 GNA,FZD2,FZD10是核心三种基因,可能与LUSC患者的预后有关。

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