Nucleic Acids Research · 2022 · 29 citations · 134 references
Life SciencesGeneticsMolecular BiologyGene ExpressionGenomicsTranscriptional RegulationDna Methylation ProfilingEpigenomic Data AnalysisGene Regulatory ElementsPromoter RegulationRegulatory GenomicsDifferential Methylation AnalysisDistal Regulatory ElementsGene-function AssociationsTranscription Factor Families
Epigenome-wide association studies often detect many differentially methylated sites, and many are located in distal regulatory regions. To further prioritize these significant sites, there is a critical need to better understand the functional impact of CpG methylation. Recent studies demonstrated that CpG methylation-dependent transcriptional regulation is a widespread phenomenon. Here, we present MethReg, an R/Bioconductor package that analyzes matched DNA methylation and gene expression data, along with external transcription factor (TF) binding information, to evaluate, prioritize and annotate CpG sites with high regulatory potential. At these CpG sites, TF-target gene associations are often only present in a subset of samples with high (or low) methylation levels, so they can be missed by analyses that use all samples. Using colorectal cancer and Alzheimer's disease datasets, we show MethReg significantly enhances our understanding of the regulatory roles of DNA methylation in complex diseases.
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Tissue-based map of the human proteome
Mathias Uhlén, Linn Fagerberg, Björn M. Hallström et al. · Science · 2015 · 15.9K citations · Full text
Comprehensive molecular characterization of human colon and rectal cancer
The accessible chromatin landscape of the human genome
Robert E. Thurman, Eric Rynes, Richard Humbert et al. · Nature · 2012 · 2.9K citations · Full text