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Construction and analysis of gene co-expression network in the pathogenic fungus Ustilago maydis

INTRODUCTION: Biological systems respond to environmental disturbances and a wide range of compounds through complex gene interaction networks. The enormous growth of experimental information obtained using large-scale genomic techniques such as microarrays and RNA sequencing led to the construction...

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Autores principales: Soberanes-Gutiérrez, Cinthia V., Castillo-Jiménez, Alfredo, Pérez-Rueda, Ernesto, Galán-Vásquez, Edgardo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767968/
https://www.ncbi.nlm.nih.gov/pubmed/36569046
http://dx.doi.org/10.3389/fmicb.2022.1048694
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author Soberanes-Gutiérrez, Cinthia V.
Castillo-Jiménez, Alfredo
Pérez-Rueda, Ernesto
Galán-Vásquez, Edgardo
author_facet Soberanes-Gutiérrez, Cinthia V.
Castillo-Jiménez, Alfredo
Pérez-Rueda, Ernesto
Galán-Vásquez, Edgardo
author_sort Soberanes-Gutiérrez, Cinthia V.
collection PubMed
description INTRODUCTION: Biological systems respond to environmental disturbances and a wide range of compounds through complex gene interaction networks. The enormous growth of experimental information obtained using large-scale genomic techniques such as microarrays and RNA sequencing led to the construction of a wide variety of gene co-expression networks in recent years. These networks allow the discovery of clusters of co-expressed genes that potentially work in the same process linking them to biological processes often of interest to industrial, medicinal, and academic research. METHODS: In this study, we built the gene co-expression network of Ustilago maydis from the gene expression data of 168 samples belonging to 19 series, which correspond to the GPL3681 platform deposited in the NCBI using WGCNA software. This network was analyzed to identify clusters of co-expressed genes, gene hubs and Gene Ontology terms. Additionally, we identified relevant modules through a hypergeometric approach based on a predicted set of transcription factors and virulence genes. RESULTS AND DISCUSSION: We identified 13 modules in the gene co-expression network of U. maydis. The TFs enriched in the modules of interest belong to the superfamilies of Nucleic acid-binding proteins, Winged helix DNA-binding, and Zn2/Cys6 DNA-binding. On the other hand, the modules enriched with virulence genes were classified into diseases related to corn smut, Invasive candidiasis, among others. Finally, a large number of hypothetical, a large number of hypothetical genes were identified as highly co-expressed with virulence genes, making them possible experimental targets.
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spelling pubmed-97679682022-12-22 Construction and analysis of gene co-expression network in the pathogenic fungus Ustilago maydis Soberanes-Gutiérrez, Cinthia V. Castillo-Jiménez, Alfredo Pérez-Rueda, Ernesto Galán-Vásquez, Edgardo Front Microbiol Microbiology INTRODUCTION: Biological systems respond to environmental disturbances and a wide range of compounds through complex gene interaction networks. The enormous growth of experimental information obtained using large-scale genomic techniques such as microarrays and RNA sequencing led to the construction of a wide variety of gene co-expression networks in recent years. These networks allow the discovery of clusters of co-expressed genes that potentially work in the same process linking them to biological processes often of interest to industrial, medicinal, and academic research. METHODS: In this study, we built the gene co-expression network of Ustilago maydis from the gene expression data of 168 samples belonging to 19 series, which correspond to the GPL3681 platform deposited in the NCBI using WGCNA software. This network was analyzed to identify clusters of co-expressed genes, gene hubs and Gene Ontology terms. Additionally, we identified relevant modules through a hypergeometric approach based on a predicted set of transcription factors and virulence genes. RESULTS AND DISCUSSION: We identified 13 modules in the gene co-expression network of U. maydis. The TFs enriched in the modules of interest belong to the superfamilies of Nucleic acid-binding proteins, Winged helix DNA-binding, and Zn2/Cys6 DNA-binding. On the other hand, the modules enriched with virulence genes were classified into diseases related to corn smut, Invasive candidiasis, among others. Finally, a large number of hypothetical, a large number of hypothetical genes were identified as highly co-expressed with virulence genes, making them possible experimental targets. Frontiers Media S.A. 2022-12-07 /pmc/articles/PMC9767968/ /pubmed/36569046 http://dx.doi.org/10.3389/fmicb.2022.1048694 Text en Copyright © 2022 Soberanes-Gutiérrez, Castillo-Jiménez, Pérez-Rueda and Galán-Vásquez. https://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 Microbiology
Soberanes-Gutiérrez, Cinthia V.
Castillo-Jiménez, Alfredo
Pérez-Rueda, Ernesto
Galán-Vásquez, Edgardo
Construction and analysis of gene co-expression network in the pathogenic fungus Ustilago maydis
title Construction and analysis of gene co-expression network in the pathogenic fungus Ustilago maydis
title_full Construction and analysis of gene co-expression network in the pathogenic fungus Ustilago maydis
title_fullStr Construction and analysis of gene co-expression network in the pathogenic fungus Ustilago maydis
title_full_unstemmed Construction and analysis of gene co-expression network in the pathogenic fungus Ustilago maydis
title_short Construction and analysis of gene co-expression network in the pathogenic fungus Ustilago maydis
title_sort construction and analysis of gene co-expression network in the pathogenic fungus ustilago maydis
topic Microbiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767968/
https://www.ncbi.nlm.nih.gov/pubmed/36569046
http://dx.doi.org/10.3389/fmicb.2022.1048694
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