{"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.