MethylC-analyzer:用于全基因组DNA甲基化分析的综合下游管道。

IF 3.4 3区 生物学 Q1 Agricultural and Biological Sciences
Rita Jui-Hsien Lu, Pei-Yu Lin, Ming-Ren Yen, Bing-Heng Wu, Pao-Yang Chen
{"title":"MethylC-analyzer:用于全基因组DNA甲基化分析的综合下游管道。","authors":"Rita Jui-Hsien Lu,&nbsp;Pei-Yu Lin,&nbsp;Ming-Ren Yen,&nbsp;Bing-Heng Wu,&nbsp;Pao-Yang Chen","doi":"10.1186/s40529-022-00366-5","DOIUrl":null,"url":null,"abstract":"<p><p>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 .</p>","PeriodicalId":9185,"journal":{"name":"Botanical Studies","volume":null,"pages":null},"PeriodicalIF":3.4000,"publicationDate":"2023-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823188/pdf/","citationCount":"1","resultStr":"{\"title\":\"MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation.\",\"authors\":\"Rita Jui-Hsien Lu,&nbsp;Pei-Yu Lin,&nbsp;Ming-Ren Yen,&nbsp;Bing-Heng Wu,&nbsp;Pao-Yang Chen\",\"doi\":\"10.1186/s40529-022-00366-5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>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 .</p>\",\"PeriodicalId\":9185,\"journal\":{\"name\":\"Botanical Studies\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":3.4000,\"publicationDate\":\"2023-01-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823188/pdf/\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Botanical Studies\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.1186/s40529-022-00366-5\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"Agricultural and Biological Sciences\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Botanical Studies","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s40529-022-00366-5","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Agricultural and Biological Sciences","Score":null,"Total":0}
引用次数: 1

摘要

DNA甲基化是一种重要的表观遗传修饰,涉及多种生物过程和疾病。目前通过亚硫酸酯测序(BS-seq)测量全基因组DNA甲基化的方法包括全基因组亚硫酸酯测序(WGBS)、还原亚硫酸酯测序(RRBS)和酶促甲基化测序(EM-seq)。可用于BS-seq数据的计算分析工具包括用于绘制亚硫酸转换读数的定制校准器和用于下游数据分析的计算管道。目前的比对后甲基化工具专门用于解释CG甲基化,已知CG甲基化在哺乳动物基因组中占主导地位,然而,非CG甲基化(CHG和CHH,其中H指A, C或T)通常在植物和真菌中观察到,并且与基因调控,转座子沉默和植物发育密切相关。因此,我们开发了一种甲基c分析仪来分析和可视化定位后的WGBS, RRBS和EM-seq数据,重点是CG。该工具还能够分析非cg位点,以增强对植物和真菌基因组的破译。通过处理对齐数据和基因定位文件,MethylC-analyzer生成用户指定基因组区域甲基化水平和甲基化的全基因组视图。例如,元图允许对特定基因组元素中的DNA甲基化进行调查。此外,我们的工具识别差异甲基化区域(DMRs),并研究与可变甲基化相关的基因组特征的富集。甲基c分析仪的功能并不局限于特定的基因组,我们证明了它在植物和人类BS-seq数据上的性能。MethylC-analyzer是一个基于Python和r的程序,旨在执行甲基化数据的全面下游分析,为不熟悉DNA甲基化分析的科学家提供直观的分析平台。它既可以作为命令行使用的独立版本,也可以作为图形用户界面(GUI)使用,并且可以在https://github.com/RitataLU/MethylC-analyzer上公开访问。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation.

MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation.

MethylC-analyzer: a comprehensive downstream pipeline for the analysis of genome-wide DNA methylation.

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 (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 .

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Botanical Studies
Botanical Studies 生物-植物科学
CiteScore
5.50
自引率
2.90%
发文量
32
审稿时长
2.4 months
期刊介绍: Botanical Studies is an open access journal that encompasses all aspects of botany, including but not limited to taxonomy, morphology, development, genetics, evolution, reproduction, systematics, and biodiversity of all plant groups, algae, and fungi. The journal is affiliated with the Institute of Plant and Microbial Biology, Academia Sinica, Taiwan.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信