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ELMER v.2: An R/Bioconductor package to reconstruct gene regulatory networks from DNA methylation and transcriptome profiles

View ORCID ProfileTiago Chedraoui Silva, View ORCID ProfileSimon G. Coetzee, Lijing Yao, Nicole Gull, View ORCID ProfileDennis J. Hazelett, View ORCID ProfileHoutan Noushmehr, De-Chen Lin, View ORCID ProfileBenjamin P. Berman
doi: https://doi.org/10.1101/148726
Tiago Chedraoui Silva
Cedars-Sinai Medical Center;
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Simon G. Coetzee
Cedars-Sinai Medical Center;
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Lijing Yao
Roche Sequencing Solutions;
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Nicole Gull
Cedars-Sinai Medical Center;
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Dennis J. Hazelett
Cedars-Sinai Medical Center;
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Houtan Noushmehr
Henry Ford Hospital
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De-Chen Lin
Cedars-Sinai Medical Center;
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Benjamin P. Berman
Cedars-Sinai Medical Center;
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  • For correspondence: benjamin.berman@csmc.edu
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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 this approach can identify GRNs associated with many new Master Regulators including KLF5 in breast cancer. Availability: ELMER v.2 is available as an R/Bioconductor package at http://bioconductor.org/ packages/ELMER/

Footnotes

  • Main text has been shortened to a 5 page summary, followed by a more comprehensive description in the Supplementary Methods and Notes section.

Copyright 
The copyright holder for this preprint is the author/funder. It is made available under a CC-BY 4.0 International license.
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  • Posted June 11, 2018.

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ELMER v.2: An R/Bioconductor package to reconstruct gene regulatory networks from DNA methylation and transcriptome profiles
Tiago Chedraoui Silva, Simon G. Coetzee, Lijing Yao, Nicole Gull, Dennis J. Hazelett, Houtan Noushmehr, De-Chen Lin, Benjamin P. Berman
bioRxiv 148726; doi: https://doi.org/10.1101/148726
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ELMER v.2: An R/Bioconductor package to reconstruct gene regulatory networks from DNA methylation and transcriptome profiles
Tiago Chedraoui Silva, Simon G. Coetzee, Lijing Yao, Nicole Gull, Dennis J. Hazelett, Houtan Noushmehr, De-Chen Lin, Benjamin P. Berman
bioRxiv 148726; doi: https://doi.org/10.1101/148726

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