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Cell type-specific genome scans of DNA methylation divergence indicate an important role for transposable elements
In population genomics, genetic diversity measures play an important role in genome scans for divergent sites. In population epigenomics, comparable tools are rare although the epigenome can vary at several levels of organization. We propose a model-free, information-theoretic approach, the Jensen-S...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7359245/ https://www.ncbi.nlm.nih.gov/pubmed/32660534 http://dx.doi.org/10.1186/s13059-020-02068-2 |
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author | Kartal, Önder Schmid, Marc W. Grossniklaus, Ueli |
author_facet | Kartal, Önder Schmid, Marc W. Grossniklaus, Ueli |
author_sort | Kartal, Önder |
collection | PubMed |
description | In population genomics, genetic diversity measures play an important role in genome scans for divergent sites. In population epigenomics, comparable tools are rare although the epigenome can vary at several levels of organization. We propose a model-free, information-theoretic approach, the Jensen-Shannon divergence (JSD), as a flexible diversity index for epigenomic diversity. Here, we demonstrate how JSD uncovers the relationship between genomic features and cell type-specific methylome diversity in Arabidopsis thaliana. However, JSD is applicable to any epigenetic mark and any collection of individuals, tissues, or cells, for example to assess the heterogeneity in healthy organs and tumors. |
format | Online Article Text |
id | pubmed-7359245 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-73592452020-07-17 Cell type-specific genome scans of DNA methylation divergence indicate an important role for transposable elements Kartal, Önder Schmid, Marc W. Grossniklaus, Ueli Genome Biol Method In population genomics, genetic diversity measures play an important role in genome scans for divergent sites. In population epigenomics, comparable tools are rare although the epigenome can vary at several levels of organization. We propose a model-free, information-theoretic approach, the Jensen-Shannon divergence (JSD), as a flexible diversity index for epigenomic diversity. Here, we demonstrate how JSD uncovers the relationship between genomic features and cell type-specific methylome diversity in Arabidopsis thaliana. However, JSD is applicable to any epigenetic mark and any collection of individuals, tissues, or cells, for example to assess the heterogeneity in healthy organs and tumors. BioMed Central 2020-07-13 /pmc/articles/PMC7359245/ /pubmed/32660534 http://dx.doi.org/10.1186/s13059-020-02068-2 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. 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 in a credit line to the data. |
spellingShingle | Method Kartal, Önder Schmid, Marc W. Grossniklaus, Ueli Cell type-specific genome scans of DNA methylation divergence indicate an important role for transposable elements |
title | Cell type-specific genome scans of DNA methylation divergence indicate an important role for transposable elements |
title_full | Cell type-specific genome scans of DNA methylation divergence indicate an important role for transposable elements |
title_fullStr | Cell type-specific genome scans of DNA methylation divergence indicate an important role for transposable elements |
title_full_unstemmed | Cell type-specific genome scans of DNA methylation divergence indicate an important role for transposable elements |
title_short | Cell type-specific genome scans of DNA methylation divergence indicate an important role for transposable elements |
title_sort | cell type-specific genome scans of dna methylation divergence indicate an important role for transposable elements |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7359245/ https://www.ncbi.nlm.nih.gov/pubmed/32660534 http://dx.doi.org/10.1186/s13059-020-02068-2 |
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