FAIRification of the DMRichR pipeline: advancing epigenetic research on environmental and evolutionary model organisms.

IF 2.4 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY
Bioinformatics advances Pub Date : 2025-02-06 eCollection Date: 2025-01-01 DOI:10.1093/bioadv/vbaf024
Wassim Salam, Marcin W Wojewodzic, Dagmar Frisch
{"title":"FAIRification of the DMRichR pipeline: advancing epigenetic research on environmental and evolutionary model organisms.","authors":"Wassim Salam, Marcin W Wojewodzic, Dagmar Frisch","doi":"10.1093/bioadv/vbaf024","DOIUrl":null,"url":null,"abstract":"<p><strong>Summary: </strong>Bioinformatics tools often prioritize humans or human-related model organisms, overlooking the requirements of environmentally relevant species, which limits their use in ecological research. This gap is particularly challenging when implementing existing software, as inadequate documentation can delay the innovative use of environmental models for modern risk assessment of chemicals that can cause aberration in methylation patterns. The establishment of fairness in ecological and evolutionary studies is already constrained by more limited resources in these fields of study, and an additional imbalance in tool availability further hinders comprehensive ecological research.To address these gaps, we adapted the DMRichR package, a tool for epigenetic analysis, for use with custom, non-model genomes. As an example, we here use the crustacean <i>Daphnia</i>, a keystone grazer in aquatic ecosystems. This adaptation involved the modification of specific code, computing three new species-specific packages (BSgenome, TxDb, and org.db), and computing a CpG islands track using the makeCGI package. Additional adjustments to the DMRichR package were also necessary to ensure proper functionality. The developed workflow can now be applied not only to different <i>Daphnia</i> species that were previously unsupported but also to any other species for which an annotated reference genome is available.</p><p><strong>Availability and implementation: </strong>Code and data are available at https://github.com/wassimsalam01/DMRichR-FAIRification and at https://github.com/folkehelseinstituttet/DMRichR-FAIRification as well as DOI 10.5281/zenodo.13366959. This work is open-source software available under the GNU Affero General Public License (AGPL) version 3.0.</p>","PeriodicalId":72368,"journal":{"name":"Bioinformatics advances","volume":"5 1","pages":"vbaf024"},"PeriodicalIF":2.4000,"publicationDate":"2025-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11879348/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Bioinformatics advances","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1093/bioadv/vbaf024","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"MATHEMATICAL & COMPUTATIONAL BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Summary: Bioinformatics tools often prioritize humans or human-related model organisms, overlooking the requirements of environmentally relevant species, which limits their use in ecological research. This gap is particularly challenging when implementing existing software, as inadequate documentation can delay the innovative use of environmental models for modern risk assessment of chemicals that can cause aberration in methylation patterns. The establishment of fairness in ecological and evolutionary studies is already constrained by more limited resources in these fields of study, and an additional imbalance in tool availability further hinders comprehensive ecological research.To address these gaps, we adapted the DMRichR package, a tool for epigenetic analysis, for use with custom, non-model genomes. As an example, we here use the crustacean Daphnia, a keystone grazer in aquatic ecosystems. This adaptation involved the modification of specific code, computing three new species-specific packages (BSgenome, TxDb, and org.db), and computing a CpG islands track using the makeCGI package. Additional adjustments to the DMRichR package were also necessary to ensure proper functionality. The developed workflow can now be applied not only to different Daphnia species that were previously unsupported but also to any other species for which an annotated reference genome is available.

Availability and implementation: Code and data are available at https://github.com/wassimsalam01/DMRichR-FAIRification and at https://github.com/folkehelseinstituttet/DMRichR-FAIRification as well as DOI 10.5281/zenodo.13366959. This work is open-source software available under the GNU Affero General Public License (AGPL) version 3.0.

DMRichR管道的标准化:推进环境和进化模式生物的表观遗传学研究。
摘要:生物信息学工具往往优先考虑人类或与人类相关的模式生物,而忽略了与环境相关的物种的需求,这限制了它们在生态学研究中的应用。在实施现有软件时,这一差距尤其具有挑战性,因为不充分的文档可能会延迟对可能导致甲基化模式畸变的化学品进行现代风险评估的环境模型的创新使用。生态和进化研究公平性的建立已经受到这些研究领域资源有限的限制,而工具可用性的额外不平衡进一步阻碍了全面的生态研究。为了解决这些差距,我们调整了DMRichR包,一种用于表观遗传分析的工具,用于定制的非模型基因组。作为一个例子,我们这里用甲壳类水蚤作为例子,水蚤是水生生态系统中的重要食草动物。这种适应包括对特定代码的修改,计算三个新的物种特异性包(BSgenome、TxDb和org.db),并使用makeCGI包计算CpG岛屿轨迹。还需要对DMRichR包进行额外调整,以确保其适当功能。开发的工作流程现在不仅可以应用于以前不支持的不同水蚤物种,还可以应用于任何其他可获得注释参考基因组的物种。可用性和实现:代码和数据可在https://github.com/wassimsalam01/DMRichR-FAIRification和https://github.com/folkehelseinstituttet/DMRichR-FAIRification以及DOI 10.5281/zenodo.13366959上获得。本作品是基于GNU Affero通用公共许可证(AGPL) 3.0版本的开源软件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
1.60
自引率
0.00%
发文量
0
×
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