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Co-expression Networks Identify DHX15 RNA Helicase as a B Cell Regulatory Factor
Genome-wide co-expression analysis is often used for annotating novel gene functions from high-dimensional data. Here, we developed an R package with a Shiny visualization app that creates immuno-networks from RNAseq data using a combination of Weighted Gene Co-expression Network Analysis (WGCNA), x...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6915936/ https://www.ncbi.nlm.nih.gov/pubmed/31921164 http://dx.doi.org/10.3389/fimmu.2019.02903 |
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author | Detanico, Thiago Virgen-Slane, Richard Steen-Fuentes, Seth Lin, Wai W. Rhode-Kurnow, Antje Chappell, Elizabeth Correa, Ricardo G. DiCandido, Michael J. Mbow, M. Lamine Li, Jun Ware, Carl F. |
author_facet | Detanico, Thiago Virgen-Slane, Richard Steen-Fuentes, Seth Lin, Wai W. Rhode-Kurnow, Antje Chappell, Elizabeth Correa, Ricardo G. DiCandido, Michael J. Mbow, M. Lamine Li, Jun Ware, Carl F. |
author_sort | Detanico, Thiago |
collection | PubMed |
description | Genome-wide co-expression analysis is often used for annotating novel gene functions from high-dimensional data. Here, we developed an R package with a Shiny visualization app that creates immuno-networks from RNAseq data using a combination of Weighted Gene Co-expression Network Analysis (WGCNA), xCell immune cell signatures, and Bayesian Network Learning. Using a large publicly available RNAseq dataset we generated a Gene Module-Immune Cell (GMIC) network that predicted causal relationships between DEAH-box RNA helicase (DHX)15 and genes associated with humoral immunity, suggesting that DHX15 may regulate B cell fate. Deletion of DHX15 in mouse B cells led to impaired lymphocyte development, reduced peripheral B cell numbers, and dysregulated expression of genes linked to antibody-mediated immune responses similar to the genes predicted by the GMIC network. Moreover, antigen immunization of mice demonstrated that optimal primary IgG1 responses required DHX15. Intrinsic expression of DHX15 was necessary for proliferation and survival of activated of B cells. Altogether, these results support the use of co-expression networks to elucidate fundamental biological processes. |
format | Online Article Text |
id | pubmed-6915936 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-69159362020-01-09 Co-expression Networks Identify DHX15 RNA Helicase as a B Cell Regulatory Factor Detanico, Thiago Virgen-Slane, Richard Steen-Fuentes, Seth Lin, Wai W. Rhode-Kurnow, Antje Chappell, Elizabeth Correa, Ricardo G. DiCandido, Michael J. Mbow, M. Lamine Li, Jun Ware, Carl F. Front Immunol Immunology Genome-wide co-expression analysis is often used for annotating novel gene functions from high-dimensional data. Here, we developed an R package with a Shiny visualization app that creates immuno-networks from RNAseq data using a combination of Weighted Gene Co-expression Network Analysis (WGCNA), xCell immune cell signatures, and Bayesian Network Learning. Using a large publicly available RNAseq dataset we generated a Gene Module-Immune Cell (GMIC) network that predicted causal relationships between DEAH-box RNA helicase (DHX)15 and genes associated with humoral immunity, suggesting that DHX15 may regulate B cell fate. Deletion of DHX15 in mouse B cells led to impaired lymphocyte development, reduced peripheral B cell numbers, and dysregulated expression of genes linked to antibody-mediated immune responses similar to the genes predicted by the GMIC network. Moreover, antigen immunization of mice demonstrated that optimal primary IgG1 responses required DHX15. Intrinsic expression of DHX15 was necessary for proliferation and survival of activated of B cells. Altogether, these results support the use of co-expression networks to elucidate fundamental biological processes. Frontiers Media S.A. 2019-12-10 /pmc/articles/PMC6915936/ /pubmed/31921164 http://dx.doi.org/10.3389/fimmu.2019.02903 Text en Copyright © 2019 Detanico, Virgen-Slane, Steen-Fuentes, Lin, Rhode-Kurnow, Chappell, Correa, DiCandido, Mbow, Li and Ware. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Detanico, Thiago Virgen-Slane, Richard Steen-Fuentes, Seth Lin, Wai W. Rhode-Kurnow, Antje Chappell, Elizabeth Correa, Ricardo G. DiCandido, Michael J. Mbow, M. Lamine Li, Jun Ware, Carl F. Co-expression Networks Identify DHX15 RNA Helicase as a B Cell Regulatory Factor |
title | Co-expression Networks Identify DHX15 RNA Helicase as a B Cell Regulatory Factor |
title_full | Co-expression Networks Identify DHX15 RNA Helicase as a B Cell Regulatory Factor |
title_fullStr | Co-expression Networks Identify DHX15 RNA Helicase as a B Cell Regulatory Factor |
title_full_unstemmed | Co-expression Networks Identify DHX15 RNA Helicase as a B Cell Regulatory Factor |
title_short | Co-expression Networks Identify DHX15 RNA Helicase as a B Cell Regulatory Factor |
title_sort | co-expression networks identify dhx15 rna helicase as a b cell regulatory factor |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6915936/ https://www.ncbi.nlm.nih.gov/pubmed/31921164 http://dx.doi.org/10.3389/fimmu.2019.02903 |
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