Cargando…
Whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation
BACKGROUND: DNA methylation is an important type of epigenetic modification involved in gene regulation. Although strong DNA methylation at promoters is widely recognized to be associated with transcriptional repression, many aspects of DNA methylation remain not fully understood, including the quan...
Autores principales: | , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2014
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4189148/ https://www.ncbi.nlm.nih.gov/pubmed/25074712 http://dx.doi.org/10.1186/s13059-014-0408-0 |
_version_ | 1782338315717967872 |
---|---|
author | Lou, Shaoke Lee, Heung-Man Qin, Hao Li, Jing-Woei Gao, Zhibo Liu, Xin Chan, Landon L KL Lam, Vincent So, Wing-Yee Wang, Ying Lok, Si Wang, Jun Ma, Ronald CW Tsui, Stephen Kwok-Wing Chan, Juliana CN Chan, Ting-Fung Yip, Kevin Y |
author_facet | Lou, Shaoke Lee, Heung-Man Qin, Hao Li, Jing-Woei Gao, Zhibo Liu, Xin Chan, Landon L KL Lam, Vincent So, Wing-Yee Wang, Ying Lok, Si Wang, Jun Ma, Ronald CW Tsui, Stephen Kwok-Wing Chan, Juliana CN Chan, Ting-Fung Yip, Kevin Y |
author_sort | Lou, Shaoke |
collection | PubMed |
description | BACKGROUND: DNA methylation is an important type of epigenetic modification involved in gene regulation. Although strong DNA methylation at promoters is widely recognized to be associated with transcriptional repression, many aspects of DNA methylation remain not fully understood, including the quantitative relationships between DNA methylation and expression levels, and the individual roles of promoter and gene body methylation. RESULTS: Here we present an integrated analysis of whole-genome bisulfite sequencing and RNA sequencing data from human samples and cell lines. We find that while promoter methylation inversely correlates with gene expression as generally observed, the repressive effect is clear only on genes with a very high DNA methylation level. By means of statistical modeling, we find that DNA methylation is indicative of the expression class of a gene in general, but gene body methylation is a better indicator than promoter methylation. These findings are general in that a model constructed from a sample or cell line could accurately fit the unseen data from another. We further find that promoter and gene body methylation have minimal redundancy, and either one is sufficient to signify low expression. Finally, we obtain increased modeling power by integrating histone modification data with the DNA methylation data, showing that neither type of information fully subsumes the other. CONCLUSION: Our results suggest that DNA methylation outside promoters also plays critical roles in gene regulation. Future studies on gene regulatory mechanisms and disease-associated differential methylation should pay more attention to DNA methylation at gene bodies and other non-promoter regions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-014-0408-0) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4189148 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-41891482014-10-23 Whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation Lou, Shaoke Lee, Heung-Man Qin, Hao Li, Jing-Woei Gao, Zhibo Liu, Xin Chan, Landon L KL Lam, Vincent So, Wing-Yee Wang, Ying Lok, Si Wang, Jun Ma, Ronald CW Tsui, Stephen Kwok-Wing Chan, Juliana CN Chan, Ting-Fung Yip, Kevin Y Genome Biol Research BACKGROUND: DNA methylation is an important type of epigenetic modification involved in gene regulation. Although strong DNA methylation at promoters is widely recognized to be associated with transcriptional repression, many aspects of DNA methylation remain not fully understood, including the quantitative relationships between DNA methylation and expression levels, and the individual roles of promoter and gene body methylation. RESULTS: Here we present an integrated analysis of whole-genome bisulfite sequencing and RNA sequencing data from human samples and cell lines. We find that while promoter methylation inversely correlates with gene expression as generally observed, the repressive effect is clear only on genes with a very high DNA methylation level. By means of statistical modeling, we find that DNA methylation is indicative of the expression class of a gene in general, but gene body methylation is a better indicator than promoter methylation. These findings are general in that a model constructed from a sample or cell line could accurately fit the unseen data from another. We further find that promoter and gene body methylation have minimal redundancy, and either one is sufficient to signify low expression. Finally, we obtain increased modeling power by integrating histone modification data with the DNA methylation data, showing that neither type of information fully subsumes the other. CONCLUSION: Our results suggest that DNA methylation outside promoters also plays critical roles in gene regulation. Future studies on gene regulatory mechanisms and disease-associated differential methylation should pay more attention to DNA methylation at gene bodies and other non-promoter regions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-014-0408-0) contains supplementary material, which is available to authorized users. BioMed Central 2014-07-30 2014 /pmc/articles/PMC4189148/ /pubmed/25074712 http://dx.doi.org/10.1186/s13059-014-0408-0 Text en © Lou et al.; licensee BioMed Central Ltd. 2014 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Lou, Shaoke Lee, Heung-Man Qin, Hao Li, Jing-Woei Gao, Zhibo Liu, Xin Chan, Landon L KL Lam, Vincent So, Wing-Yee Wang, Ying Lok, Si Wang, Jun Ma, Ronald CW Tsui, Stephen Kwok-Wing Chan, Juliana CN Chan, Ting-Fung Yip, Kevin Y Whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation |
title | Whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation |
title_full | Whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation |
title_fullStr | Whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation |
title_full_unstemmed | Whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation |
title_short | Whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation |
title_sort | whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4189148/ https://www.ncbi.nlm.nih.gov/pubmed/25074712 http://dx.doi.org/10.1186/s13059-014-0408-0 |
work_keys_str_mv | AT loushaoke wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT leeheungman wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT qinhao wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT lijingwoei wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT gaozhibo wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT liuxin wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT chanlandonl wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT kllamvincent wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT sowingyee wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT wangying wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT loksi wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT wangjun wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT maronaldcw wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT tsuistephenkwokwing wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT chanjulianacn wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT chantingfung wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation AT yipkeviny wholegenomebisulfitesequencingofmultipleindividualsrevealscomplementaryrolesofpromoterandgenebodymethylationintranscriptionalregulation |