Dependency of the Cancer-Specific Transcriptional Regulation Circuitry on the Promoter DNA Methylome
Summary: Dynamic dysregulation of the promoter DNA methylome is a signature of cancer. However, comprehensive understandings about how the DNA methylome is incorporated in the transcriptional regulation circuitry and involved in regulating the gene expression abnormality in cancers are still missing...
Main Authors: | , , , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Elsevier
2019-03-01
|
Series: | Cell Reports |
Online Access: | http://www.sciencedirect.com/science/article/pii/S2211124719302700 |
id |
doaj-19a7c929fe0b47e1a17f16c516adb344 |
---|---|
record_format |
Article |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Yu Liu Yang Liu Rongyao Huang Wanlu Song Jiawei Wang Zhengtao Xiao Shengcheng Dong Yang Yang Xuerui Yang |
spellingShingle |
Yu Liu Yang Liu Rongyao Huang Wanlu Song Jiawei Wang Zhengtao Xiao Shengcheng Dong Yang Yang Xuerui Yang Dependency of the Cancer-Specific Transcriptional Regulation Circuitry on the Promoter DNA Methylome Cell Reports |
author_facet |
Yu Liu Yang Liu Rongyao Huang Wanlu Song Jiawei Wang Zhengtao Xiao Shengcheng Dong Yang Yang Xuerui Yang |
author_sort |
Yu Liu |
title |
Dependency of the Cancer-Specific Transcriptional Regulation Circuitry on the Promoter DNA Methylome |
title_short |
Dependency of the Cancer-Specific Transcriptional Regulation Circuitry on the Promoter DNA Methylome |
title_full |
Dependency of the Cancer-Specific Transcriptional Regulation Circuitry on the Promoter DNA Methylome |
title_fullStr |
Dependency of the Cancer-Specific Transcriptional Regulation Circuitry on the Promoter DNA Methylome |
title_full_unstemmed |
Dependency of the Cancer-Specific Transcriptional Regulation Circuitry on the Promoter DNA Methylome |
title_sort |
dependency of the cancer-specific transcriptional regulation circuitry on the promoter dna methylome |
publisher |
Elsevier |
series |
Cell Reports |
issn |
2211-1247 |
publishDate |
2019-03-01 |
description |
Summary: Dynamic dysregulation of the promoter DNA methylome is a signature of cancer. However, comprehensive understandings about how the DNA methylome is incorporated in the transcriptional regulation circuitry and involved in regulating the gene expression abnormality in cancers are still missing. We introduce an integrative analysis pipeline based on mutual information theory and tailored for the multi-omics profiling data in The Cancer Genome Atlas (TCGA) to systematically find dependencies of transcriptional regulation circuits on promoter CpG methylation profiles for each of 21 cancer types. By coupling transcription factors with CpG sites, this cancer type-specific transcriptional regulation circuitry recovers a significant layer of expression regulation for many cancer-related genes. The coupled CpG sites and transcription factors also serve as markers for classifications of cancer subtypes with different prognoses, suggesting physiological relevance of such regulation machinery recapitulated here. Our results therefore generate a resource for further studies of the epigenetic scheme in gene expression dysregulations in cancers. : Using an analysis pipeline based on information theory and tailored for cancer multi-omics data in TCGA, Yu et al. conducted genome-wide surveys of DNA promoter methylome in modulating transcriptional regulation circuits in cancers. Results serve as a resource for dissecting gene expression dysregulation in cancer. Keywords: DNA methylation, CpG dinucleotides, cancer type-specificity, transcriptional regulation, gene expression regulation, genome-wide analysis, transcriptional regulation network, conditional mutual information, pan-cancer analysis, MeTRN |
url |
http://www.sciencedirect.com/science/article/pii/S2211124719302700 |
work_keys_str_mv |
AT yuliu dependencyofthecancerspecifictranscriptionalregulationcircuitryonthepromoterdnamethylome AT yangliu dependencyofthecancerspecifictranscriptionalregulationcircuitryonthepromoterdnamethylome AT rongyaohuang dependencyofthecancerspecifictranscriptionalregulationcircuitryonthepromoterdnamethylome AT wanlusong dependencyofthecancerspecifictranscriptionalregulationcircuitryonthepromoterdnamethylome AT jiaweiwang dependencyofthecancerspecifictranscriptionalregulationcircuitryonthepromoterdnamethylome AT zhengtaoxiao dependencyofthecancerspecifictranscriptionalregulationcircuitryonthepromoterdnamethylome AT shengchengdong dependencyofthecancerspecifictranscriptionalregulationcircuitryonthepromoterdnamethylome AT yangyang dependencyofthecancerspecifictranscriptionalregulationcircuitryonthepromoterdnamethylome AT xueruiyang dependencyofthecancerspecifictranscriptionalregulationcircuitryonthepromoterdnamethylome |
_version_ |
1725950307685367808 |
spelling |
doaj-19a7c929fe0b47e1a17f16c516adb3442020-11-24T21:34:07ZengElsevierCell Reports2211-12472019-03-01261234613474.e5Dependency of the Cancer-Specific Transcriptional Regulation Circuitry on the Promoter DNA MethylomeYu Liu0Yang Liu1Rongyao Huang2Wanlu Song3Jiawei Wang4Zhengtao Xiao5Shengcheng Dong6Yang Yang7Xuerui Yang8MOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing 100084, China; Tsinghua-Peking Joint Center for Life Sciences, Beijing 100084, China; Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China; School of Life Sciences, Tsinghua University, Beijing 100084, ChinaMOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing 100084, China; Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China; School of Life Sciences, Tsinghua University, Beijing 100084, China; Joint Graduate Program of Peking-Tsinghua-National Institute of Biological Science, Tsinghua University, Beijing 100084, ChinaMOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing 100084, China; Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China; School of Life Sciences, Tsinghua University, Beijing 100084, ChinaMOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing 100084, China; Tsinghua-Peking Joint Center for Life Sciences, Beijing 100084, China; Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China; School of Life Sciences, Tsinghua University, Beijing 100084, ChinaMOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing 100084, China; Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China; School of Life Sciences, Tsinghua University, Beijing 100084, ChinaMOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing 100084, China; Tsinghua-Peking Joint Center for Life Sciences, Beijing 100084, China; Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China; School of Life Sciences, Tsinghua University, Beijing 100084, ChinaMOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing 100084, China; Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China; School of Life Sciences, Tsinghua University, Beijing 100084, ChinaMOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing 100084, China; Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China; School of Life Sciences, Tsinghua University, Beijing 100084, ChinaMOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing 100084, China; Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China; School of Life Sciences, Tsinghua University, Beijing 100084, China; Corresponding authorSummary: Dynamic dysregulation of the promoter DNA methylome is a signature of cancer. However, comprehensive understandings about how the DNA methylome is incorporated in the transcriptional regulation circuitry and involved in regulating the gene expression abnormality in cancers are still missing. We introduce an integrative analysis pipeline based on mutual information theory and tailored for the multi-omics profiling data in The Cancer Genome Atlas (TCGA) to systematically find dependencies of transcriptional regulation circuits on promoter CpG methylation profiles for each of 21 cancer types. By coupling transcription factors with CpG sites, this cancer type-specific transcriptional regulation circuitry recovers a significant layer of expression regulation for many cancer-related genes. The coupled CpG sites and transcription factors also serve as markers for classifications of cancer subtypes with different prognoses, suggesting physiological relevance of such regulation machinery recapitulated here. Our results therefore generate a resource for further studies of the epigenetic scheme in gene expression dysregulations in cancers. : Using an analysis pipeline based on information theory and tailored for cancer multi-omics data in TCGA, Yu et al. conducted genome-wide surveys of DNA promoter methylome in modulating transcriptional regulation circuits in cancers. Results serve as a resource for dissecting gene expression dysregulation in cancer. Keywords: DNA methylation, CpG dinucleotides, cancer type-specificity, transcriptional regulation, gene expression regulation, genome-wide analysis, transcriptional regulation network, conditional mutual information, pan-cancer analysis, MeTRNhttp://www.sciencedirect.com/science/article/pii/S2211124719302700 |