Identification of Transcription Factor/Gene Axis in Colon Cancer Using a Methylome Approach
Colon cancer is one of the most commonly diagnosed cancers worldwide. Both environmental and molecular characters can influence its development. DNA methylation has been heralded as a promising marker for use in cancer prevention, diagnosis, and treatment. It has been shown to facilitate cancer prog...
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doaj-afb930fcade141bf90a28af3cd9368952020-11-25T03:46:01ZengFrontiers Media S.A.Frontiers in Genetics1664-80212020-07-011110.3389/fgene.2020.00864552998Identification of Transcription Factor/Gene Axis in Colon Cancer Using a Methylome ApproachJiayu Zhang0Bo Li1Kexin Shen2Huaiyu Zhang3ZiJian Gong4Huaqing Shi5Yang Jiang6Department of Gastrointestinal Colorectal and Anal Surgery, The Third Hospital of Jilin University, Changchun, ChinaDepartment of Gastrointestinal Colorectal and Anal Surgery, China-Japan Union Hospital of Jilin University, Changchun, ChinaDepartment of Gastrointestinal and Colorectal Surgery, China-Japan Union Hospital of Jilin University, Changchun, ChinaDepartment of Gastrointestinal and Colorectal Surgery, China-Japan Union Hospital of Jilin University, Changchun, ChinaGeneral Surgery Department, People’s Hospital of Dulbert Mongolian Autonomous County, Daqing, ChinaDepartment of Gastrointestinal and Colorectal Surgery, China-Japan Union Hospital of Jilin University, Changchun, ChinaDepartment of Gastrointestinal and Colorectal Surgery, China-Japan Union Hospital of Jilin University, Changchun, ChinaColon cancer is one of the most commonly diagnosed cancers worldwide. Both environmental and molecular characters can influence its development. DNA methylation has been heralded as a promising marker for use in cancer prevention, diagnosis, and treatment. It has been shown to facilitate cancer progression through multiple mechanisms. Changes in DNA methylation can inhibit or promote the binding of transcription factors (TFs) and further disturb gene regulation. Detection of DNA methylation-mediated regulatory events in colon cancer are critical for mining novel biomarkers. Here, we explore the influence of CpG sites located at promoter regions of differentially expressed genes and identify methylation–gene relationships using expression–methylation quantitative trait loci. We find that promoter methylation sites mainly negatively regulate the corresponding genes. We also identify candidate TFs that can bind to these sites in a sequence-dependent manner. By integrating transcriptome and methylome profiles, we construct a TF–CpG–gene regulatory network for colon cancer, which is used to determine the roles of TFs and methylation in the transcription process. Finally, based on TF–CpG–gene relationships, we design a framework to evaluate patient prognosis, which shows that one TF–CpG–gene triplet is significantly associated with patient survival rate and represents a potential novel biomarker for use in colon cancer prognosis and treatment.https://www.frontiersin.org/article/10.3389/fgene.2020.00864/fullcolon cancertranscription factormotifDNA methylationsurvival |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jiayu Zhang Bo Li Kexin Shen Huaiyu Zhang ZiJian Gong Huaqing Shi Yang Jiang |
spellingShingle |
Jiayu Zhang Bo Li Kexin Shen Huaiyu Zhang ZiJian Gong Huaqing Shi Yang Jiang Identification of Transcription Factor/Gene Axis in Colon Cancer Using a Methylome Approach Frontiers in Genetics colon cancer transcription factor motif DNA methylation survival |
author_facet |
Jiayu Zhang Bo Li Kexin Shen Huaiyu Zhang ZiJian Gong Huaqing Shi Yang Jiang |
author_sort |
Jiayu Zhang |
title |
Identification of Transcription Factor/Gene Axis in Colon Cancer Using a Methylome Approach |
title_short |
Identification of Transcription Factor/Gene Axis in Colon Cancer Using a Methylome Approach |
title_full |
Identification of Transcription Factor/Gene Axis in Colon Cancer Using a Methylome Approach |
title_fullStr |
Identification of Transcription Factor/Gene Axis in Colon Cancer Using a Methylome Approach |
title_full_unstemmed |
Identification of Transcription Factor/Gene Axis in Colon Cancer Using a Methylome Approach |
title_sort |
identification of transcription factor/gene axis in colon cancer using a methylome approach |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Genetics |
issn |
1664-8021 |
publishDate |
2020-07-01 |
description |
Colon cancer is one of the most commonly diagnosed cancers worldwide. Both environmental and molecular characters can influence its development. DNA methylation has been heralded as a promising marker for use in cancer prevention, diagnosis, and treatment. It has been shown to facilitate cancer progression through multiple mechanisms. Changes in DNA methylation can inhibit or promote the binding of transcription factors (TFs) and further disturb gene regulation. Detection of DNA methylation-mediated regulatory events in colon cancer are critical for mining novel biomarkers. Here, we explore the influence of CpG sites located at promoter regions of differentially expressed genes and identify methylation–gene relationships using expression–methylation quantitative trait loci. We find that promoter methylation sites mainly negatively regulate the corresponding genes. We also identify candidate TFs that can bind to these sites in a sequence-dependent manner. By integrating transcriptome and methylome profiles, we construct a TF–CpG–gene regulatory network for colon cancer, which is used to determine the roles of TFs and methylation in the transcription process. Finally, based on TF–CpG–gene relationships, we design a framework to evaluate patient prognosis, which shows that one TF–CpG–gene triplet is significantly associated with patient survival rate and represents a potential novel biomarker for use in colon cancer prognosis and treatment. |
topic |
colon cancer transcription factor motif DNA methylation survival |
url |
https://www.frontiersin.org/article/10.3389/fgene.2020.00864/full |
work_keys_str_mv |
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