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基于DNA甲基化和RNA测序的综合分析揭示了WT1基因在乳腺癌PAM50亚型中的上调及其潜在机制。

Comprehensive analysis based on DNA methylation and RNA-seq reveals hypermethylation of the up-regulated WT1 gene with potential mechanisms in PAM50 subtypes of breast cancer.

作者信息

Ren Chongyang, Tang Xiaojiang, Lan Haitao

机构信息

Department of Breast Cancer, Guangdong Provincial People's Hospital & Guangdong Academy of Medical Sciences, Guangzhou, Guangdong, China.

Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shanxi, China.

出版信息

PeerJ. 2021 May 4;9:e11377. doi: 10.7717/peerj.11377. eCollection 2021.

Abstract

BACKGROUND

Breast cancer (BC), one of the most widespread cancers worldwide, caused the deaths of more than 600,000 women in 2018, accounting for about 15% of all cancer-associated deaths in women that year. In this study, we aimed to discover potential prognostic biomarkers and explore their molecular mechanisms in different BC subtypes using DNA methylation and RNA-seq.

METHODS

We downloaded the DNA methylation datasets and the RNA expression profiles of primary tissues of the four BC molecular subtypes (luminal A, luminal B, basal-like, and HER2-enriched), as well as the survival information from The Cancer Genome Atlas (TCGA). The highly expressed and hypermethylated genes across all the four subtypes were screened. We examined the methylation sites and the downstream co-expressed genes of the selected genes and validated their prognostic value using a different dataset (GSE20685). For selected transcription factors, the downstream genes were predicted based on the Gene Transcription Regulation Database (GTRD). The tumor microenvironment was also evaluated based on the TCGA dataset.

RESULTS

We found that Wilms tumor gene 1 (), a transcription factor, was highly expressed and hypermethylated in all the four BC subtypes. All the methylation sites exhibited hypermethylation. The methylation levels of the TSS200 and 1stExon regions were negatively correlated with expression in two BC subtypes, while that of the gene body region was positively associated with expression in three BC subtypes. Patients with low expression had better overall survival (OS). Five genes including , , , , and were predicted as the downstream genes of . Those five genes were dysregulated in the four BC subtypes. Patients with a favorable 6-gene signature (low expression of and its five predicted downstream genes) exhibited better OS than that with an unfavorable 6-gene signature. We also found a correlation between and tamoxifen using STITCH. Higher infiltration rates of CD8 T cells, plasma cells, and monocytes were found in the lower quartile group and the favorable 6-gene signature group. In conclusion, we demonstrated that is hypermethylated and up-regulated in the four BC molecular subtypes and a 6-gene signature may predict BC prognosis.

摘要

背景

乳腺癌(BC)是全球最常见的癌症之一,2018年导致超过60万女性死亡,约占当年女性所有癌症相关死亡人数的15%。在本研究中,我们旨在利用DNA甲基化和RNA测序发现潜在的预后生物标志物,并探索其在不同BC亚型中的分子机制。

方法

我们下载了四种BC分子亚型(腔面A型、腔面B型、基底样型和HER2富集型)原发组织的DNA甲基化数据集和RNA表达谱,以及来自癌症基因组图谱(TCGA)的生存信息。筛选出在所有四种亚型中高表达和高甲基化的基因。我们检查了所选基因的甲基化位点和下游共表达基因,并使用不同的数据集(GSE20685)验证了它们的预后价值。对于所选的转录因子,基于基因转录调控数据库(GTRD)预测其下游基因。还基于TCGA数据集评估了肿瘤微环境。

结果

我们发现转录因子威尔姆斯瘤基因1(WT1)在所有四种BC亚型中均高表达且高甲基化。所有10个甲基化位点均表现为高甲基化。TSS200和第1外显子区域的甲基化水平与两种BC亚型中的WT1表达呈负相关,而基因体区域的甲基化水平与三种BC亚型中的WT1表达呈正相关。WT1低表达的患者总生存期(OS)较好。包括DUSP1、SPRY2、SOCS1、PTEN和TP53在内的五个基因被预测为WT1的下游基因。这五个基因在四种BC亚型中表达失调。具有良好6基因特征(WT1及其五个预测的下游基因低表达)的患者的OS优于具有不良6基因特征的患者。我们还使用STITCH发现WT1与他莫昔芬之间存在相关性。在WT1低四分位数组和良好6基因特征组中发现CD8 T细胞、浆细胞和单核细胞的浸润率较高。总之,我们证明WT1在四种BC分子亚型中甲基化并上调,并且一个6基因特征可能预测BC的预后。

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