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ELMER v.2: an R/Bioconductor package to reconstruct gene regulatory networks from DNA methylation and transcriptome profiles
- Source :
- Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual), Universidade de São Paulo (USP), instacron:USP, Bioinformatics
- Publication Year :
- 2019
-
Abstract
- Motivation DNA methylation has been used to identify functional changes at transcriptional enhancers and other cis-regulatory modules (CRMs) in tumors and other disease tissues. Our R/Bioconductor package ELMER (Enhancer Linking by Methylation/Expression Relationships) provides a systematic approach that reconstructs altered gene regulatory networks (GRNs) by combining enhancer methylation and gene expression data derived from the same sample set. Results We present a completely revised version 2 of ELMER that provides numerous new features including an optional web-based interface and a new Supervised Analysis mode to use pre-defined sample groupings. We show that Supervised mode significantly increases statistical power and identifies additional GRNs and associated Master Regulators, such as SOX11 and KLF5 in Basal-like breast cancer. Availability and implementation ELMER v.2 is available as an R/Bioconductor package at http://bioconductor.org/packages/ELMER/. Supplementary information Supplementary data are available at Bioinformatics online.
- Subjects :
- Statistics and Probability
Computer science
Gene regulatory network
Computational biology
Biology
Primary disease
Biochemistry
Transcriptome
Bioconductor
03 medical and health sciences
0302 clinical medicine
Gene expression
Transcriptome Profiles
Gene Regulatory Networks
Enhancer
Molecular Biology
030304 developmental biology
0303 health sciences
Systems Biology
030302 biochemistry & molecular biology
EXPRESSÃO GÊNICA
Methylation
DNA Methylation
Applications Notes
Computer Science Applications
Computational Mathematics
Computational Theory and Mathematics
030220 oncology & carcinogenesis
DNA methylation
Software
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual), Universidade de São Paulo (USP), instacron:USP, Bioinformatics
- Accession number :
- edsair.doi.dedup.....7924cab559275162acbfcd67588f54dd