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Molecular subtypes based on DNA methylation predict prognosis in colon adenocarcinoma patients

机译:基于DNA甲基化的分子亚型可预测结肠腺癌患者的预后

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摘要

Tumor heterogeneity makes early diagnosis and effective treatment of colon adenocarcinoma difficult. As an important regulator of gene expression, DNA methylation can influence tumor heterogeneity. In this study, we explored the prognostic value of subtypes based on DNA methylation status in 424 colon adenocarcinoma samples from the Cancer Genome Atlas database. Differences in DNA methylation levels were associated with differences in T, N, and M category, age, stage, and prognosis. Seven subgroups were identified based on consensus clustering using 356 CpG sites that significantly influenced survival. Finally, a prognostic model was constructed and used to classify samples in a testing dataset into seven DNA methylation subgroups based on the classification results of a training dataset. These specific classifications based on DNA methylation may help account for heterogeneity within previously established molecular subgroups of colon adenocarcinoma and could potentially aid in the development of more effective personalized treatments.
机译:肿瘤异质性使得早期诊断和有效治疗结肠腺癌变得困难。作为基因表达的重要调节剂,DNA甲基化可影响肿瘤的异质性。在这项研究中,我们基于癌症基因组图谱数据库中的424例结肠腺癌样本,探索了基于DNA甲基化状态的亚型的预后价值。 DNA甲基化水平的差异与T,N和M类别,年龄,阶段和预后的差异相关。基于共有聚类分析,使用356个CpG位点确定了七个亚组,这些显着影响生存率。最后,基于训练数据集的分类结果,构建了一个预后模型并将其用于将测试数据集中的样本分为七个DNA甲基化亚组。这些基于DNA甲基化的特定分类可能有助于解决结肠腺癌先前建立的分子亚组内的异质性,并可能有助于开发更有效的个性化治疗方法。

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