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首页> 外文期刊>International journal of oncology >Identifying molecular subtypes in human colon cancer using gene expression and DNA methylation microarray data
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Identifying molecular subtypes in human colon cancer using gene expression and DNA methylation microarray data

机译:使用基因表达和DNA甲基化微阵列数据鉴定人结肠癌的分子亚型

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摘要

Identifying colon cancer subtypes based on molecular signatures may allow for a more rational, patient-specific approach to therapy in the future. Classifications using gene expression data have been attempted before with little concordance between the different studies carried out. In this study we aimed to uncover subtypes of colon cancer that have distinct biological characteristics and identify a set of novel biomarkers which could best reflect the clinical and/or biological characteristics of each subtype. Clustering analysis and discriminant analysis were utilized to discover the subtypes in two different molecular levels on 153 colon cancer samples from The Cancer Genome Atlas (TCGA) Data Portal. At gene expression level, we identified two major subtypes, ECL1 (expression cluster?1) and ECL2 (expression cluster?2) and a list of signature genes. Due to the heterogeneity of colon cancer, the subtype ECL1 can be further subdivided into three nested subclasses, and HOTAIR were found upregulated in subclass?2. At DNA methylation level, we uncovered three major subtypes, MCL1 (methylation cluster?1), MCL2 (methylation cluster 2) and MCL3 (methylation cluster?3). We found only three subtypes of CpG island methylator phenotype (CIMP) in colon cancer instead of the four subtypes in the previous reports, and we found no sufficient evidence to subdivide MCL3 into two distinct subgroups.
机译:根据分子特征识别结肠癌亚型可能会在将来提供一种更合理,针对患者的治疗方法。以前尝试过使用基因表达数据进行分类,但所进行的不同研究之间几乎没有一致性。在这项研究中,我们旨在发现具有独特生物学特征的结肠癌亚型,并鉴定出一组最能反映每种亚型的临床和/或生物学特征的新型生物标志物。利用聚类分析和判别分析在癌症基因组图谱(TCGA)数据门户网站的153个结肠癌样本中发现了两种不同分子水平的亚型。在基因表达水平上,我们确定了两个主要的亚型,ECL1(表达簇1)和ECL2(表达簇2)以及一个特征基因列表。由于结肠癌的异质性,可以将亚型ECL1进一步细分为三个嵌套亚类,发现HOTAIR在亚类2中上调。在DNA甲基化水平上,我们发现了三种主要的亚型:MCL1(甲基化簇1),MCL2(甲基化簇2)和MCL3(甲基化簇3)。我们在结肠癌中只发现了CpG岛甲基化子表型(CIMP)的三个亚型,而不是先前报道中的四个亚型,并且我们没有找到足够的证据将MCL3细分为两个不同的亚组。

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