Cargando…
ME-Class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine
Since the discovery of 5-hydroxymethylcytosine (5hmC) as a prominent DNA modification found in mammalian genomes, an emergent question has been what role this mark plays in gene regulation. 5hmC is hypothesized to function as an intermediate in the demethylation of 5-methylcytosine (5mC) and in the...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6412249/ https://www.ncbi.nlm.nih.gov/pubmed/30649543 http://dx.doi.org/10.1093/nar/gkz001 |
_version_ | 1783402561392345088 |
---|---|
author | Schlosberg, Christopher E Wu, Dennis Y Gabel, Harrison W Edwards, John R |
author_facet | Schlosberg, Christopher E Wu, Dennis Y Gabel, Harrison W Edwards, John R |
author_sort | Schlosberg, Christopher E |
collection | PubMed |
description | Since the discovery of 5-hydroxymethylcytosine (5hmC) as a prominent DNA modification found in mammalian genomes, an emergent question has been what role this mark plays in gene regulation. 5hmC is hypothesized to function as an intermediate in the demethylation of 5-methylcytosine (5mC) and in the reactivation of silenced promoters and enhancers. Further, weak positive correlations are observed between gene body 5hmC and gene expression. We previously demonstrated that ME-Class is an effective tool to understand relationships between whole-genome bisulfite sequencing data and expression. In this work, we present ME-Class2, a machine-learning based tool to perform integrative 5mCG, 5hmCG and expression analysis. Using ME-Class2 we analyze whole-genome single-base resolution 5mCG and 5hmCG datasets from 20 primary tissue and cell samples to reveal relationships between 5hmCG and expression. Our analysis indicates that conversion of 5mCG to 5hmCG within 2 kb of the transcription start site associates with distinct functions depending on the summed level of 5mCG + 5hmCG. Unchanged levels of 5mCG + 5hmCG (conversion from 5mCG to stable 5hmCG) associate with repression. Meanwhile, decreases in 5mCG + 5hmCG (5hmCG-mediated demethylation) associate with gene activation. Our results demonstrate that ME-Class2 will prove invaluable to interpret genome-wide 5mC and 5hmC datasets and guide mechanistic studies into the function of 5hmCG. |
format | Online Article Text |
id | pubmed-6412249 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-64122492019-03-18 ME-Class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine Schlosberg, Christopher E Wu, Dennis Y Gabel, Harrison W Edwards, John R Nucleic Acids Res Methods Online Since the discovery of 5-hydroxymethylcytosine (5hmC) as a prominent DNA modification found in mammalian genomes, an emergent question has been what role this mark plays in gene regulation. 5hmC is hypothesized to function as an intermediate in the demethylation of 5-methylcytosine (5mC) and in the reactivation of silenced promoters and enhancers. Further, weak positive correlations are observed between gene body 5hmC and gene expression. We previously demonstrated that ME-Class is an effective tool to understand relationships between whole-genome bisulfite sequencing data and expression. In this work, we present ME-Class2, a machine-learning based tool to perform integrative 5mCG, 5hmCG and expression analysis. Using ME-Class2 we analyze whole-genome single-base resolution 5mCG and 5hmCG datasets from 20 primary tissue and cell samples to reveal relationships between 5hmCG and expression. Our analysis indicates that conversion of 5mCG to 5hmCG within 2 kb of the transcription start site associates with distinct functions depending on the summed level of 5mCG + 5hmCG. Unchanged levels of 5mCG + 5hmCG (conversion from 5mCG to stable 5hmCG) associate with repression. Meanwhile, decreases in 5mCG + 5hmCG (5hmCG-mediated demethylation) associate with gene activation. Our results demonstrate that ME-Class2 will prove invaluable to interpret genome-wide 5mC and 5hmC datasets and guide mechanistic studies into the function of 5hmCG. Oxford University Press 2019-03-18 2019-01-16 /pmc/articles/PMC6412249/ /pubmed/30649543 http://dx.doi.org/10.1093/nar/gkz001 Text en © The Author(s) 2019. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Methods Online Schlosberg, Christopher E Wu, Dennis Y Gabel, Harrison W Edwards, John R ME-Class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine |
title | ME-Class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine |
title_full | ME-Class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine |
title_fullStr | ME-Class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine |
title_full_unstemmed | ME-Class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine |
title_short | ME-Class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine |
title_sort | me-class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6412249/ https://www.ncbi.nlm.nih.gov/pubmed/30649543 http://dx.doi.org/10.1093/nar/gkz001 |
work_keys_str_mv | AT schlosbergchristophere meclass2revealscontextdependentregulatoryrolesfor5hydroxymethylcytosine AT wudennisy meclass2revealscontextdependentregulatoryrolesfor5hydroxymethylcytosine AT gabelharrisonw meclass2revealscontextdependentregulatoryrolesfor5hydroxymethylcytosine AT edwardsjohnr meclass2revealscontextdependentregulatoryrolesfor5hydroxymethylcytosine |