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MethGET: web-based bioinformatics software for correlating genome-wide DNA methylation and gene expression

BACKGROUND: DNA methylation is a major epigenetic modification involved in regulating gene expression. The effects of DNA methylation on gene expression differ by genomic location and vary across kingdoms, species and environmental conditions. To identify the functional regulatory roles of DNA methy...

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Autores principales: Teng, Chin-Sheng, Wu, Bing-Heng, Yen, Ming-Ren, Chen, Pao-Yang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7257144/
https://www.ncbi.nlm.nih.gov/pubmed/32471342
http://dx.doi.org/10.1186/s12864-020-6722-x
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author Teng, Chin-Sheng
Wu, Bing-Heng
Yen, Ming-Ren
Chen, Pao-Yang
author_facet Teng, Chin-Sheng
Wu, Bing-Heng
Yen, Ming-Ren
Chen, Pao-Yang
author_sort Teng, Chin-Sheng
collection PubMed
description BACKGROUND: DNA methylation is a major epigenetic modification involved in regulating gene expression. The effects of DNA methylation on gene expression differ by genomic location and vary across kingdoms, species and environmental conditions. To identify the functional regulatory roles of DNA methylation, the correlation between DNA methylation changes and alterations in gene expression is crucial. With the advance of next-generation sequencing, genome-wide methylation and gene expression profiling have become feasible. Current bioinformatics tools for investigating such correlation are designed to the assessment of DNA methylation at CG sites. The correlation of non-CG methylation and gene expression is very limited. Some bioinformatics databases allow correlation analysis, but they are limited to specific genomes such as that of humans and do not allow user-provided data. RESULTS: Here, we developed a bioinformatics web tool, MethGET (Methylation and Gene Expression Teller), that is specialized to analyse the association between genome-wide DNA methylation and gene expression. MethGET is the first web tool to which users can supply their own data from any genome. It is also the tool that correlates gene expression with CG, CHG, and CHH methylation based on whole-genome bisulfite sequencing data. MethGET not only reveals the correlation within an individual sample (single-methylome) but also performs comparisons between two groups of samples (multiple-methylomes). For single-methylome analyses, MethGET provides Pearson correlations and ordinal associations to investigate the relationship between DNA methylation and gene expression. It also groups genes with different gene expression levels to view the methylation distribution at specific genomic regions. Multiple-methylome analyses include comparative analyses and heatmap representations between two groups. These functions enable the detailed investigation of the role of DNA methylation in gene regulation. Additionally, we applied MethGET to rice regeneration data and discovered that CHH methylation in the gene body region may play a role in the tissue culture process, which demonstrates the capability of MethGET for use in epigenomic research. CONCLUSIONS: MethGET is a Python software that correlates DNA methylation and gene expression. Its web interface is publicly available at https://paoyang.ipmb.sinica.edu.tw/Software.html. The stand-alone version and source codes are available on GitHub at https://github.com/Jason-Teng/MethGET.
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spelling pubmed-72571442020-06-07 MethGET: web-based bioinformatics software for correlating genome-wide DNA methylation and gene expression Teng, Chin-Sheng Wu, Bing-Heng Yen, Ming-Ren Chen, Pao-Yang BMC Genomics Software BACKGROUND: DNA methylation is a major epigenetic modification involved in regulating gene expression. The effects of DNA methylation on gene expression differ by genomic location and vary across kingdoms, species and environmental conditions. To identify the functional regulatory roles of DNA methylation, the correlation between DNA methylation changes and alterations in gene expression is crucial. With the advance of next-generation sequencing, genome-wide methylation and gene expression profiling have become feasible. Current bioinformatics tools for investigating such correlation are designed to the assessment of DNA methylation at CG sites. The correlation of non-CG methylation and gene expression is very limited. Some bioinformatics databases allow correlation analysis, but they are limited to specific genomes such as that of humans and do not allow user-provided data. RESULTS: Here, we developed a bioinformatics web tool, MethGET (Methylation and Gene Expression Teller), that is specialized to analyse the association between genome-wide DNA methylation and gene expression. MethGET is the first web tool to which users can supply their own data from any genome. It is also the tool that correlates gene expression with CG, CHG, and CHH methylation based on whole-genome bisulfite sequencing data. MethGET not only reveals the correlation within an individual sample (single-methylome) but also performs comparisons between two groups of samples (multiple-methylomes). For single-methylome analyses, MethGET provides Pearson correlations and ordinal associations to investigate the relationship between DNA methylation and gene expression. It also groups genes with different gene expression levels to view the methylation distribution at specific genomic regions. Multiple-methylome analyses include comparative analyses and heatmap representations between two groups. These functions enable the detailed investigation of the role of DNA methylation in gene regulation. Additionally, we applied MethGET to rice regeneration data and discovered that CHH methylation in the gene body region may play a role in the tissue culture process, which demonstrates the capability of MethGET for use in epigenomic research. CONCLUSIONS: MethGET is a Python software that correlates DNA methylation and gene expression. Its web interface is publicly available at https://paoyang.ipmb.sinica.edu.tw/Software.html. The stand-alone version and source codes are available on GitHub at https://github.com/Jason-Teng/MethGET. BioMed Central 2020-05-29 /pmc/articles/PMC7257144/ /pubmed/32471342 http://dx.doi.org/10.1186/s12864-020-6722-x Text en © The Author(s). 2020 Open AccessThis 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 Software
Teng, Chin-Sheng
Wu, Bing-Heng
Yen, Ming-Ren
Chen, Pao-Yang
MethGET: web-based bioinformatics software for correlating genome-wide DNA methylation and gene expression
title MethGET: web-based bioinformatics software for correlating genome-wide DNA methylation and gene expression
title_full MethGET: web-based bioinformatics software for correlating genome-wide DNA methylation and gene expression
title_fullStr MethGET: web-based bioinformatics software for correlating genome-wide DNA methylation and gene expression
title_full_unstemmed MethGET: web-based bioinformatics software for correlating genome-wide DNA methylation and gene expression
title_short MethGET: web-based bioinformatics software for correlating genome-wide DNA methylation and gene expression
title_sort methget: web-based bioinformatics software for correlating genome-wide dna methylation and gene expression
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7257144/
https://www.ncbi.nlm.nih.gov/pubmed/32471342
http://dx.doi.org/10.1186/s12864-020-6722-x
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