Cargando…

Analysis of 5-Methylcytosine Regulators and DNA Methylation-Driven Genes in Colon Cancer

Background: Epigenetic-driven events are important molecular mechanisms of carcinogenesis. The 5-methylcytosine (5mC) regulators play important roles in the methylation-driven gene expression. However, the effect of the 5mC regulators on the oncogenic pathways in colon cancer (CC) remains unclear. A...

Descripción completa

Detalles Bibliográficos
Autores principales: Du, Cheng, Liu, XinLi, Li, Mingwei, Zhao, Yi, Li, Jie, Wen, Zhikang, Liu, Min, Yang, Meina, Fu, Boshi, Wei, Minjie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8842075/
https://www.ncbi.nlm.nih.gov/pubmed/35174154
http://dx.doi.org/10.3389/fcell.2021.657092
_version_ 1784650981771837440
author Du, Cheng
Liu, XinLi
Li, Mingwei
Zhao, Yi
Li, Jie
Wen, Zhikang
Liu, Min
Yang, Meina
Fu, Boshi
Wei, Minjie
author_facet Du, Cheng
Liu, XinLi
Li, Mingwei
Zhao, Yi
Li, Jie
Wen, Zhikang
Liu, Min
Yang, Meina
Fu, Boshi
Wei, Minjie
author_sort Du, Cheng
collection PubMed
description Background: Epigenetic-driven events are important molecular mechanisms of carcinogenesis. The 5-methylcytosine (5mC) regulators play important roles in the methylation-driven gene expression. However, the effect of the 5mC regulators on the oncogenic pathways in colon cancer (CC) remains unclear. Also, the clinical value of such epigenetic-driven events needs further research. Methods: The transcriptome and matching epigenetic data were obtained from The Cancer Genome Atlas dataset. The gene set variation analysis identified the oncogenic pathways adjusted by 5mC regulators. The “edgeR” and “methylmix” package identified the differential expression genes of DNA methylation-driven genes. The correlation between 5mC regulators or transcription factors and shortlisted genes was investigated by calculating the Spearman's rank correlation coefficient. Among them, the genes related to diagnosis were screened out based on differential gene expression in extracellular vesicles (EVs) by the “limma” package and histology by immunohistochemistry. Then, a risk signature was constructed by fitting the generalized linear model and validated by the receiver operating characteristic curve. Results: MYC targets pathway and phosphatidylinositol-3-kinase–AKT–mammalian target of rapamycin signaling pathway were identified as the hallmark-related pathways associated with 5mC regulators. Also, the P53 pathway was subject to the influence of regulators' expression. A five methylation-driven gene signature (FIRRE, MYBL2, TGFBI, AXIN2, and SLC35D3) was developed as the biomarker for CC diagnosis. Meanwhile, those genes positively related to 5mC regulators and interacted with their relevant or transcription factors. Conclusion: In general, 5mC regulators are positively related to each other and DNA methylation-driven genes, with the relationship of multiple active and inhibitory pathways related to cancer. Meanwhile, the signature (FIRRE, MYBL2, TGFBI, AXIN2, and SLC35D3) can prefigure prospective diagnosis in CC.
format Online
Article
Text
id pubmed-8842075
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-88420752022-02-15 Analysis of 5-Methylcytosine Regulators and DNA Methylation-Driven Genes in Colon Cancer Du, Cheng Liu, XinLi Li, Mingwei Zhao, Yi Li, Jie Wen, Zhikang Liu, Min Yang, Meina Fu, Boshi Wei, Minjie Front Cell Dev Biol Cell and Developmental Biology Background: Epigenetic-driven events are important molecular mechanisms of carcinogenesis. The 5-methylcytosine (5mC) regulators play important roles in the methylation-driven gene expression. However, the effect of the 5mC regulators on the oncogenic pathways in colon cancer (CC) remains unclear. Also, the clinical value of such epigenetic-driven events needs further research. Methods: The transcriptome and matching epigenetic data were obtained from The Cancer Genome Atlas dataset. The gene set variation analysis identified the oncogenic pathways adjusted by 5mC regulators. The “edgeR” and “methylmix” package identified the differential expression genes of DNA methylation-driven genes. The correlation between 5mC regulators or transcription factors and shortlisted genes was investigated by calculating the Spearman's rank correlation coefficient. Among them, the genes related to diagnosis were screened out based on differential gene expression in extracellular vesicles (EVs) by the “limma” package and histology by immunohistochemistry. Then, a risk signature was constructed by fitting the generalized linear model and validated by the receiver operating characteristic curve. Results: MYC targets pathway and phosphatidylinositol-3-kinase–AKT–mammalian target of rapamycin signaling pathway were identified as the hallmark-related pathways associated with 5mC regulators. Also, the P53 pathway was subject to the influence of regulators' expression. A five methylation-driven gene signature (FIRRE, MYBL2, TGFBI, AXIN2, and SLC35D3) was developed as the biomarker for CC diagnosis. Meanwhile, those genes positively related to 5mC regulators and interacted with their relevant or transcription factors. Conclusion: In general, 5mC regulators are positively related to each other and DNA methylation-driven genes, with the relationship of multiple active and inhibitory pathways related to cancer. Meanwhile, the signature (FIRRE, MYBL2, TGFBI, AXIN2, and SLC35D3) can prefigure prospective diagnosis in CC. Frontiers Media S.A. 2022-01-31 /pmc/articles/PMC8842075/ /pubmed/35174154 http://dx.doi.org/10.3389/fcell.2021.657092 Text en Copyright © 2022 Du, Liu, Li, Zhao, Li, Wen, Liu, Yang, Fu and Wei. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Cell and Developmental Biology
Du, Cheng
Liu, XinLi
Li, Mingwei
Zhao, Yi
Li, Jie
Wen, Zhikang
Liu, Min
Yang, Meina
Fu, Boshi
Wei, Minjie
Analysis of 5-Methylcytosine Regulators and DNA Methylation-Driven Genes in Colon Cancer
title Analysis of 5-Methylcytosine Regulators and DNA Methylation-Driven Genes in Colon Cancer
title_full Analysis of 5-Methylcytosine Regulators and DNA Methylation-Driven Genes in Colon Cancer
title_fullStr Analysis of 5-Methylcytosine Regulators and DNA Methylation-Driven Genes in Colon Cancer
title_full_unstemmed Analysis of 5-Methylcytosine Regulators and DNA Methylation-Driven Genes in Colon Cancer
title_short Analysis of 5-Methylcytosine Regulators and DNA Methylation-Driven Genes in Colon Cancer
title_sort analysis of 5-methylcytosine regulators and dna methylation-driven genes in colon cancer
topic Cell and Developmental Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8842075/
https://www.ncbi.nlm.nih.gov/pubmed/35174154
http://dx.doi.org/10.3389/fcell.2021.657092
work_keys_str_mv AT ducheng analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer
AT liuxinli analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer
AT limingwei analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer
AT zhaoyi analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer
AT lijie analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer
AT wenzhikang analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer
AT liumin analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer
AT yangmeina analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer
AT fuboshi analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer
AT weiminjie analysisof5methylcytosineregulatorsanddnamethylationdrivengenesincoloncancer