Briefings in Bioinformatics · 2023 · 50 citations · 56 references
Life SciencesBioinformaticsGeneticsComparative GenomicsEpigeneticsGenomicsComparative EpigeneticsComparative EpigenomicsDna Methylation ProfilingEpigenomic Data AnalysisEpigenomic ProfilingComparative Data AnalysisComparative Dna MethylationComparative Methylome AnalysisEpigenome DynamicsEpigenomic AnalysisGenome-wide Epigenetic ProfilingGenome-wide Methylation AnalysisGenome-wide Methylation Profiling
The arrival of the Infinium DNA methylation BeadChips for mice and other nonhuman mammalian species has outpaced the development of the informatics that supports their use for epigenetics study in model organisms. Here, we present informatics infrastructure and methods to allow easy DNA methylation analysis on multiple species, including domesticated animals and inbred laboratory mice (in SeSAMe version 1.16.0+). First, we developed a data-driven analysis pipeline covering species inference, genome-specific data preprocessing and regression modeling. We targeted genomes of 310 species and 37 inbred mouse strains and showed that genome-specific preprocessing prevents artifacts and yields more accurate measurements than generic pipelines. Second, we uncovered the dynamics of the epigenome evolution in different genomic territories and tissue types through comparative analysis. We identified a catalog of inbred mouse strain-specific methylation differences, some of which are linked to the strains' immune, metabolic and neurological phenotypes. By streamlining DNA methylation array analysis for undesigned genomes, our methods extend epigenome research to broad species contexts.
56
BEDTools: a flexible suite of utilities for comparing genomic features
Aaron R. Quinlan, Ira M. Hall · Bioinformatics · 2010 · 30.4K citations · Full text
GENCODE reference annotation for the human and mouse genomes
Adam Frankish, Mark Diekhans, Anne-Maud Ferreira et al. · Nucleic Acids Research · 2018 · 3.5K citations · Full text
A comparative encyclopedia of DNA elements in the mouse genome
Feng Yue, Yong Cheng, Alessandra Breschi et al. · Nature · 2014 · 1.9K citations · Full text
Genome-Wide Evolutionary Analysis of Eukaryotic DNA Methylation
Assaf Zemach, Ivy E. McDaniel, Pedro Silva et al. · Science · 2010 · 1.9K citations