Comparative pan-cancer DNA methylation analysis reveals cancer common and specific patterns | |
Yang, Xiaofei2; Gao, Lin2; Zhang, Shihua1 | |
刊名 | BRIEFINGS IN BIOINFORMATICS |
2017-09-01 | |
卷号 | 18期号:5页码:761-773 |
关键词 | cancer genomics DNA-methylation pan-cancer study bioinformatics |
ISSN号 | 1467-5463 |
DOI | 10.1093/bib/bbw063 |
英文摘要 | Abnormal DNA methylation is an important epigenetic regulator involving tumorigenesis. Deciphering cancer common and specific DNA methylation patterns is essential for us to understand the mechanisms of tumor development. The Cancer Genome Atlas (TCGA) project provides a large number of samples of different cancers that enable a pan-cancer study of DNA methylation possible. Here we investigate cancer common and specific DNA methylation patterns among 5480 DNA methylation profiles of 15 cancer types from TCGA. We first define differentially methylated CpG sites (DMCs) in each cancer and then identify 5450 hyper- and 4433 hypomethylated pan-cancer DMCs (PDMCs). Intriguingly, three adjacent hyperme-thylated PDMC constitute an enhancer region, which potentially regulates two tumor suppressor genes BVES and PRDM1 negatively. Moreover, we identify six distinct motif clusters, which are enriched in hyper- or hypomethylated PDMCs and are associated with several well-known cancer hallmarks. We also observe that PDMCs relate to distinct transcriptional groups. Additionally, 55 hypermethylated and 7 hypomethylated PDMCs are significantly associated with patient survival. Lastly, we find that cancer-specific DMCs are enriched in known cancer genes and cell-type-specific super-enhancers. In summary, this study provides a comprehensive investigation and reveals meaningful cancer common and specific DNA methylation patterns. |
资助项目 | National Natural Science Foundation of China[61379092] ; National Natural Science Foundation of China[61422309] ; National Natural Science Foundation of China[61532014] ; National Natural Science Foundation of China[91530113] ; National Natural Science Foundation of China[61432010] ; Strategic Priority Research Program of the Chinese Academy of Sciences (CAS)[XDB13040600] ; Outstanding Young Scientist Program of CAS ; Fundamental Research Funds for the Central Universities[BDZ021404] ; Key Laboratory of Random Complex Structures and Data Science at CAS |
WOS研究方向 | Biochemistry & Molecular Biology ; Mathematical & Computational Biology |
语种 | 英语 |
出版者 | OXFORD UNIV PRESS |
WOS记录号 | WOS:000411516400005 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/26671] |
专题 | 应用数学研究所 |
通讯作者 | Gao, Lin; Zhang, Shihua |
作者单位 | 1.Chinese Acad Sci, Acad Math & Syst Sci, Natl Ctr Math & Interdisciplinary Sci, Beijing 100190, Peoples R China 2.Xidian Univ, Xian, Shaanxi, Peoples R China |
推荐引用方式 GB/T 7714 | Yang, Xiaofei,Gao, Lin,Zhang, Shihua. Comparative pan-cancer DNA methylation analysis reveals cancer common and specific patterns[J]. BRIEFINGS IN BIOINFORMATICS,2017,18(5):761-773. |
APA | Yang, Xiaofei,Gao, Lin,&Zhang, Shihua.(2017).Comparative pan-cancer DNA methylation analysis reveals cancer common and specific patterns.BRIEFINGS IN BIOINFORMATICS,18(5),761-773. |
MLA | Yang, Xiaofei,et al."Comparative pan-cancer DNA methylation analysis reveals cancer common and specific patterns".BRIEFINGS IN BIOINFORMATICS 18.5(2017):761-773. |
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