Department of Thoracic Surgery, Thoracic Cancer Center, The Sixth Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.
Department of Thoracic Surgery, Zhanjiang Central People's Hospital, Chikan District, Zhanjiang City, Guangdong Province, China.
Dis Markers. 2022 May 28;2022:9389372. doi: 10.1155/2022/9389372. eCollection 2022.
DNA methylation heterogeneity is a type of tumor heterogeneity in the tumor microenvironment, but studies on the identification of the molecular heterogeneity of the lung adenocarcinoma genome with respect to DNA methylation sites and their roles in lung cancer progression and prognosis are scarce.
Prognosis-associated DNA methylation subtypes were filtered by the Cox proportional hazards model and then established by unsupervised cluster analysis. Association analysis of these subtypes with clinical features and functional analysis of annotated genes potentially affected by methylation sites were performed. The robustness of the model was further tested by a Bayesian network classifier.
Over 7 thousand methylation sites were associated with lung adenocarcinoma prognosis. We identified seven molecular methylation subtypes, including 630 methylation sites. The subtypes yielded the most stable results for differentiating methylation profiles, prognosis, and gene expression patterns. The annotated genes potentially affected by these methylation sites are enriched in biological processes such as morphogenesis and cell adhesion, but their individual impact on the tumor microenvironment and prognosis is multifaceted. . We revealed that DNA methylation heterogeneity could be clustered and associated with the clinical features and prognosis of lung adenocarcinoma, which could lead to the development of a novel molecular tool for clinical evaluation.
DNA 甲基化异质性是肿瘤微环境中肿瘤异质性的一种类型,但关于 DNA 甲基化位点在肺腺癌基因组中分子异质性的识别及其在肺癌进展和预后中的作用的研究还很少。
通过 Cox 比例风险模型筛选与预后相关的 DNA 甲基化亚型,然后通过无监督聚类分析建立。对这些亚型与临床特征的关联分析和潜在受甲基化位点影响的注释基因的功能分析。进一步通过贝叶斯网络分类器测试模型的稳健性。
超过 7000 个甲基化位点与肺腺癌的预后相关。我们鉴定了 7 种分子甲基化亚型,包括 630 个甲基化位点。这些亚型在区分甲基化谱、预后和基因表达模式方面产生了最稳定的结果。这些甲基化位点潜在影响的注释基因在形态发生和细胞黏附等生物学过程中富集,但它们对肿瘤微环境和预后的个体影响是多方面的。我们揭示了 DNA 甲基化异质性可以聚类并与肺腺癌的临床特征和预后相关,这可能导致开发新的分子工具用于临床评估。