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RegEnrich gene regulator enrichment analysis reveals a key role of the ETS transcription factor family in interferon signaling

Changes in a few key transcriptional regulators can lead to different biological states. Extracting the key gene regulators governing a biological state allows us to gain mechanistic insights. Most current tools perform pathway/GO enrichment analysis to identify key genes and regulators but tend to...

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Autores principales: Tao, Weiyang, Radstake, Timothy R. D. J., Pandit, Aridaman
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8752721/
https://www.ncbi.nlm.nih.gov/pubmed/35017649
http://dx.doi.org/10.1038/s42003-021-02991-5
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author Tao, Weiyang
Radstake, Timothy R. D. J.
Pandit, Aridaman
author_facet Tao, Weiyang
Radstake, Timothy R. D. J.
Pandit, Aridaman
author_sort Tao, Weiyang
collection PubMed
description Changes in a few key transcriptional regulators can lead to different biological states. Extracting the key gene regulators governing a biological state allows us to gain mechanistic insights. Most current tools perform pathway/GO enrichment analysis to identify key genes and regulators but tend to overlook the gene/protein regulatory interactions. Here we present RegEnrich, an open-source Bioconductor R package, which combines differential expression analysis, data-driven gene regulatory network inference, enrichment analysis, and gene regulator ranking to identify key regulators using gene/protein expression profiling data. By benchmarking using multiple gene expression datasets of gene silencing studies, we found that RegEnrich using the GSEA method to rank the regulators performed the best. Further, RegEnrich was applied to 21 publicly available datasets on in vitro interferon-stimulation of different cell types. Collectively, RegEnrich can accurately identify key gene regulators from the cells under different biological states, which can be valuable in mechanistically studying cell differentiation, cell response to drug stimulation, disease development, and ultimately drug development.
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spelling pubmed-87527212022-01-20 RegEnrich gene regulator enrichment analysis reveals a key role of the ETS transcription factor family in interferon signaling Tao, Weiyang Radstake, Timothy R. D. J. Pandit, Aridaman Commun Biol Article Changes in a few key transcriptional regulators can lead to different biological states. Extracting the key gene regulators governing a biological state allows us to gain mechanistic insights. Most current tools perform pathway/GO enrichment analysis to identify key genes and regulators but tend to overlook the gene/protein regulatory interactions. Here we present RegEnrich, an open-source Bioconductor R package, which combines differential expression analysis, data-driven gene regulatory network inference, enrichment analysis, and gene regulator ranking to identify key regulators using gene/protein expression profiling data. By benchmarking using multiple gene expression datasets of gene silencing studies, we found that RegEnrich using the GSEA method to rank the regulators performed the best. Further, RegEnrich was applied to 21 publicly available datasets on in vitro interferon-stimulation of different cell types. Collectively, RegEnrich can accurately identify key gene regulators from the cells under different biological states, which can be valuable in mechanistically studying cell differentiation, cell response to drug stimulation, disease development, and ultimately drug development. Nature Publishing Group UK 2022-01-11 /pmc/articles/PMC8752721/ /pubmed/35017649 http://dx.doi.org/10.1038/s42003-021-02991-5 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Tao, Weiyang
Radstake, Timothy R. D. J.
Pandit, Aridaman
RegEnrich gene regulator enrichment analysis reveals a key role of the ETS transcription factor family in interferon signaling
title RegEnrich gene regulator enrichment analysis reveals a key role of the ETS transcription factor family in interferon signaling
title_full RegEnrich gene regulator enrichment analysis reveals a key role of the ETS transcription factor family in interferon signaling
title_fullStr RegEnrich gene regulator enrichment analysis reveals a key role of the ETS transcription factor family in interferon signaling
title_full_unstemmed RegEnrich gene regulator enrichment analysis reveals a key role of the ETS transcription factor family in interferon signaling
title_short RegEnrich gene regulator enrichment analysis reveals a key role of the ETS transcription factor family in interferon signaling
title_sort regenrich gene regulator enrichment analysis reveals a key role of the ets transcription factor family in interferon signaling
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8752721/
https://www.ncbi.nlm.nih.gov/pubmed/35017649
http://dx.doi.org/10.1038/s42003-021-02991-5
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