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Sparse conserved under-methylated CpGs are associated with high-order chromatin structure
BACKGROUND: Whole-genome bisulfite sequencing (WGBS) is the gold standard for studying landscape DNA methylation. Current computational methods for WGBS are mainly designed for gene regulatory regions with multiple under-methylated CpGs (UMCs), such as promoters and enhancers. RESULTS: To reliably p...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5580327/ https://www.ncbi.nlm.nih.gov/pubmed/28859663 http://dx.doi.org/10.1186/s13059-017-1296-x |
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author | Lin, Xueqiu Su, Jianzhong Chen, Kaifu Rodriguez, Benjamin Li, Wei |
author_facet | Lin, Xueqiu Su, Jianzhong Chen, Kaifu Rodriguez, Benjamin Li, Wei |
author_sort | Lin, Xueqiu |
collection | PubMed |
description | BACKGROUND: Whole-genome bisulfite sequencing (WGBS) is the gold standard for studying landscape DNA methylation. Current computational methods for WGBS are mainly designed for gene regulatory regions with multiple under-methylated CpGs (UMCs), such as promoters and enhancers. RESULTS: To reliably predict the functional importance of single isolated UMCs across the genome, which is usually not achievable using traditional methods, we develop a multi-sample-based method. We identified 9421 sparse conserved under-methylated CpGs (scUMCs) from 31 high-quality methylomes, which are enriched in distal interacting anchor regions co-occupied by multiple chromatin-loop factors and are flanked by highly methylated CpGs. Moreover, cell lineage-specific scUMCs are associated with essential developmental genes, regulators of cell differentiation, and chromatin remodeling enzymes. Dynamic methylation levels of scUMCs correlate with the intensity of chromatin interactions and binding of looping factors as well as patterns of gene expression. CONCLUSIONS: We introduce an innovative computational method for the identification of scUMCs, which are novel epigenetic features associated with high-order chromatin structure, opening new directions in the study of the inter-relationships between DNA methylation and chromatin structure. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-017-1296-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5580327 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-55803272017-09-07 Sparse conserved under-methylated CpGs are associated with high-order chromatin structure Lin, Xueqiu Su, Jianzhong Chen, Kaifu Rodriguez, Benjamin Li, Wei Genome Biol Research BACKGROUND: Whole-genome bisulfite sequencing (WGBS) is the gold standard for studying landscape DNA methylation. Current computational methods for WGBS are mainly designed for gene regulatory regions with multiple under-methylated CpGs (UMCs), such as promoters and enhancers. RESULTS: To reliably predict the functional importance of single isolated UMCs across the genome, which is usually not achievable using traditional methods, we develop a multi-sample-based method. We identified 9421 sparse conserved under-methylated CpGs (scUMCs) from 31 high-quality methylomes, which are enriched in distal interacting anchor regions co-occupied by multiple chromatin-loop factors and are flanked by highly methylated CpGs. Moreover, cell lineage-specific scUMCs are associated with essential developmental genes, regulators of cell differentiation, and chromatin remodeling enzymes. Dynamic methylation levels of scUMCs correlate with the intensity of chromatin interactions and binding of looping factors as well as patterns of gene expression. CONCLUSIONS: We introduce an innovative computational method for the identification of scUMCs, which are novel epigenetic features associated with high-order chromatin structure, opening new directions in the study of the inter-relationships between DNA methylation and chromatin structure. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-017-1296-x) contains supplementary material, which is available to authorized users. BioMed Central 2017-08-31 /pmc/articles/PMC5580327/ /pubmed/28859663 http://dx.doi.org/10.1186/s13059-017-1296-x Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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 Lin, Xueqiu Su, Jianzhong Chen, Kaifu Rodriguez, Benjamin Li, Wei Sparse conserved under-methylated CpGs are associated with high-order chromatin structure |
title | Sparse conserved under-methylated CpGs are associated with high-order chromatin structure |
title_full | Sparse conserved under-methylated CpGs are associated with high-order chromatin structure |
title_fullStr | Sparse conserved under-methylated CpGs are associated with high-order chromatin structure |
title_full_unstemmed | Sparse conserved under-methylated CpGs are associated with high-order chromatin structure |
title_short | Sparse conserved under-methylated CpGs are associated with high-order chromatin structure |
title_sort | sparse conserved under-methylated cpgs are associated with high-order chromatin structure |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5580327/ https://www.ncbi.nlm.nih.gov/pubmed/28859663 http://dx.doi.org/10.1186/s13059-017-1296-x |
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