Cargando…
MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation
DNA methylation is a crucial epigenetic modification involved in multiple biological processes and diseases. Current approaches for measuring genome-wide DNA methylation via bisulfite sequencing (BS-seq) include whole-genome bisulfite sequencing (WGBS), reduced representation bisulfite sequencing (R...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Nature Singapore
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823188/ https://www.ncbi.nlm.nih.gov/pubmed/36607439 http://dx.doi.org/10.1186/s40529-022-00366-5 |
_version_ | 1784866100505214976 |
---|---|
author | Lu, Rita Jui-Hsien Lin, Pei-Yu Yen, Ming-Ren Wu, Bing-Heng Chen, Pao-Yang |
author_facet | Lu, Rita Jui-Hsien Lin, Pei-Yu Yen, Ming-Ren Wu, Bing-Heng Chen, Pao-Yang |
author_sort | Lu, Rita Jui-Hsien |
collection | PubMed |
description | DNA methylation is a crucial epigenetic modification involved in multiple biological processes and diseases. Current approaches for measuring genome-wide DNA methylation via bisulfite sequencing (BS-seq) include whole-genome bisulfite sequencing (WGBS), reduced representation bisulfite sequencing (RRBS), and enzymatic methyl-seq (EM-seq). The computational analysis tools available for BS-seq data include customized aligners for mapping bisulfite-converted reads and computational pipelines for downstream data analysis. Current post-alignment methylation tools are specialized for the interpretation of CG methylation, which is known to dominate mammalian genomes, however, non-CG methylation (CHG and CHH, where H refers to A, C, or T) is commonly observed in plants and fungi and is closely associated with gene regulation, transposon silencing, and plant development. Thus, we have developed a MethylC-analyzer to analyze and visualize post-alignment WGBS, RRBS, and EM-seq data focusing on CG. The tool is able to also analyze non-CG sites to enhance deciphering genomes of plants and fungi. By processing aligned data and gene location files, MethylC-analyzer generates a genome-wide view of methylation levels and methylation in user-specified genomic regions. The meta-plot, for example, allows the investigation of DNA methylation within specific genomic elements. Moreover, our tool identifies differentially methylated regions (DMRs) and investigates the enrichment of genomic features associated with variable methylation. MethylC-analyzer functionality is not limited to specific genomes, and we demonstrated its performance on both plant and human BS-seq data. MethylC-analyzer is a Python- and R-based program designed to perform comprehensive downstream analyses of methylation data, providing an intuitive analysis platform for scientists unfamiliar with DNA methylation analysis. It is available as either a standalone version for command-line uses or a graphical user interface (GUI) and is publicly accessible at https://github.com/RitataLU/MethylC-analyzer. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40529-022-00366-5. |
format | Online Article Text |
id | pubmed-9823188 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Nature Singapore |
record_format | MEDLINE/PubMed |
spelling | pubmed-98231882023-01-08 MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation Lu, Rita Jui-Hsien Lin, Pei-Yu Yen, Ming-Ren Wu, Bing-Heng Chen, Pao-Yang Bot Stud Database Article DNA methylation is a crucial epigenetic modification involved in multiple biological processes and diseases. Current approaches for measuring genome-wide DNA methylation via bisulfite sequencing (BS-seq) include whole-genome bisulfite sequencing (WGBS), reduced representation bisulfite sequencing (RRBS), and enzymatic methyl-seq (EM-seq). The computational analysis tools available for BS-seq data include customized aligners for mapping bisulfite-converted reads and computational pipelines for downstream data analysis. Current post-alignment methylation tools are specialized for the interpretation of CG methylation, which is known to dominate mammalian genomes, however, non-CG methylation (CHG and CHH, where H refers to A, C, or T) is commonly observed in plants and fungi and is closely associated with gene regulation, transposon silencing, and plant development. Thus, we have developed a MethylC-analyzer to analyze and visualize post-alignment WGBS, RRBS, and EM-seq data focusing on CG. The tool is able to also analyze non-CG sites to enhance deciphering genomes of plants and fungi. By processing aligned data and gene location files, MethylC-analyzer generates a genome-wide view of methylation levels and methylation in user-specified genomic regions. The meta-plot, for example, allows the investigation of DNA methylation within specific genomic elements. Moreover, our tool identifies differentially methylated regions (DMRs) and investigates the enrichment of genomic features associated with variable methylation. MethylC-analyzer functionality is not limited to specific genomes, and we demonstrated its performance on both plant and human BS-seq data. MethylC-analyzer is a Python- and R-based program designed to perform comprehensive downstream analyses of methylation data, providing an intuitive analysis platform for scientists unfamiliar with DNA methylation analysis. It is available as either a standalone version for command-line uses or a graphical user interface (GUI) and is publicly accessible at https://github.com/RitataLU/MethylC-analyzer. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40529-022-00366-5. Springer Nature Singapore 2023-01-06 /pmc/articles/PMC9823188/ /pubmed/36607439 http://dx.doi.org/10.1186/s40529-022-00366-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Database Article Lu, Rita Jui-Hsien Lin, Pei-Yu Yen, Ming-Ren Wu, Bing-Heng Chen, Pao-Yang MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation |
title | MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation |
title_full | MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation |
title_fullStr | MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation |
title_full_unstemmed | MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation |
title_short | MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation |
title_sort | methylc-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide dna methylation |
topic | Database Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823188/ https://www.ncbi.nlm.nih.gov/pubmed/36607439 http://dx.doi.org/10.1186/s40529-022-00366-5 |
work_keys_str_mv | AT luritajuihsien methylcanalyzeracomprehensivedownstreampipelinefortheanalysisofgenomewidednamethylation AT linpeiyu methylcanalyzeracomprehensivedownstreampipelinefortheanalysisofgenomewidednamethylation AT yenmingren methylcanalyzeracomprehensivedownstreampipelinefortheanalysisofgenomewidednamethylation AT wubingheng methylcanalyzeracomprehensivedownstreampipelinefortheanalysisofgenomewidednamethylation AT chenpaoyang methylcanalyzeracomprehensivedownstreampipelinefortheanalysisofgenomewidednamethylation |