...
首页> 外文期刊>Microarrays >Integrating Colon Cancer Microarray Data: Associating Locus-Specific Methylation Groups to Gene Expression-Based Classifications
【24h】

Integrating Colon Cancer Microarray Data: Associating Locus-Specific Methylation Groups to Gene Expression-Based Classifications

机译:整合结肠癌微阵列数据:将基因座特定的甲基化基团与基于基因表达的分类相关联

获取原文

摘要

Recently, considerable attention has been paid to gene expression-based classifications of colorectal cancers (CRC) and their association with patient prognosis. In addition to changes in gene expression, abnormal DNA-methylation is known to play an important role in cancer onset and development, and colon cancer is no exception to this rule. Large-scale technologies, such as methylation microarray assays and specific sequencing of methylated DNA, have been used to determine whole genome profiles of CpG island methylation in tissue samples. In this article, publicly available microarray-based gene expression and methylation data sets are used to characterize expression subtypes with respect to locus-specific methylation. A major objective was to determine whether integration of these data types improves previously characterized subtypes, or provides evidence for additional subtypes. We used unsupervised clustering techniques to determine methylation-based subgroups, which are subsequently annotated with three published expression-based classifications, comprising from three to six subtypes. Our results showed that, while methylation profiles provide a further basis for segregation of certain (Inflammatory and Goblet-like) finer-grained expression-based subtypes, they also suggest that other finer-grained subtypes are not distinctive and can be considered as a single subtype.
机译:最近,人们已经对基于基因表达的大肠癌(CRC)分类及其与患者预后的关系给予了极大关注。除了改变基因表达外,DNA甲基化异常在癌症的发生和发展中也起着重要作用,结肠癌也不例外。大规模技术,例如甲基化微阵列测定法和甲基化DNA的特异性测序,已被用于确定组织样本中CpG岛甲基化的整个基因组图谱。在本文中,基于基因芯片和基因组数据的公开可获得的数据集用于表征基因座特异性甲基化的表达亚型。一个主要目的是确定这些数据类型的整合是否会改善以前表征的亚型,或为其他亚型提供证据。我们使用无监督的聚类技术来确定基于甲基化的亚组,随后用三个已发布的基于表达的分类(包括从三到六个亚型)进行注释。我们的结果表明,尽管甲基化谱图为某些(发炎和杯状)更细粒度的表达亚型的分离提供了进一步的依据,但它们也表明其他更细粒度的亚型没有区别,可以视为单个亚型。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号