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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
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