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

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.

Publication Details

Journal
Refubium (Universitätsbibliothek der Freien Universität Berlin)
Published
2025-01-01
DOI
https://doi.org/10.17169/refubium-47036
Primary Topic
Epigenetics and DNA Methylation
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

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

Refubium (Universitätsbibliothek der Freien Universität Berlin)
Epigenetics and DNA Methylation
article

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

article en

Abstract

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.

Refubium (Universitätsbibliothek der Freien Universität Berlin)
European Commission, Deutsche Forschungsgemeinschaft, Bundesministerium für Bildung und Forschung, NERC Biomolecular Analysis Facility, Natural Environment Research Council, FP7 People: Marie-Curie Actions
Life in Land
Openalex Percentile: Top 52%
Epigenetics and DNA Methylation
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

FAIRification of the DMRichR pipeline: advancing epigenetic research on environmental and evolutionary model organisms · Refubium (Universitätsbibliothek der Freien Universität Berlin) (2025) | TGRS Research Map | TGRS