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Structure of co-expression networks of Bifidobacterium species in response to human milk oligosaccharides

Biological systems respond to environmental perturbations and a large diversity of compounds through gene interactions, and these genetic factors comprise complex networks. Experimental information from transcriptomic studies has allowed the identification of gene networks that contribute to our und...

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Autores principales: González-Morelo, Kevin J., Galán-Vásquez, Edgardo, Melis, Felipe, Pérez-Rueda, Ernesto, Garrido, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9908966/
https://www.ncbi.nlm.nih.gov/pubmed/36776740
http://dx.doi.org/10.3389/fmolb.2023.1040721
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author González-Morelo, Kevin J.
Galán-Vásquez, Edgardo
Melis, Felipe
Pérez-Rueda, Ernesto
Garrido, Daniel
author_facet González-Morelo, Kevin J.
Galán-Vásquez, Edgardo
Melis, Felipe
Pérez-Rueda, Ernesto
Garrido, Daniel
author_sort González-Morelo, Kevin J.
collection PubMed
description Biological systems respond to environmental perturbations and a large diversity of compounds through gene interactions, and these genetic factors comprise complex networks. Experimental information from transcriptomic studies has allowed the identification of gene networks that contribute to our understanding of microbial adaptations. In this study, we analyzed the gene co-expression networks of three Bifidobacterium species in response to different types of human milk oligosaccharides (HMO) using weighted gene co-expression analysis (WGCNA). RNA-seq data obtained from Geo Datasets were obtained for Bifidobacterium longum subsp. Infantis, Bifidobacterium bifidum and Bifidobacterium longum subsp. Longum. Between 10 and 20 co-expressing modules were obtained for each dataset. HMO-associated genes appeared in the modules with more genes for B. infantis and B. bifidum, in contrast with B. longum. Hub genes were identified in each module, and in general they participated in conserved essential processes. Certain modules were differentially enriched with LacI-like transcription factors, and others with certain metabolic pathways such as the biosynthesis of secondary metabolites. The three Bifidobacterium transcriptomes showed distinct regulation patterns for HMO utilization. HMO-associated genes in B. infantis co-expressed in two modules according to their participation in galactose or N-Acetylglucosamine utilization. Instead, B. bifidum showed a less structured co-expression of genes participating in HMO utilization. Finally, this category of genes in B. longum clustered in a small module, indicating a lack of co-expression with main cell processes and suggesting a recent acquisition. This study highlights distinct co-expression architectures in these bifidobacterial genomes during HMO consumption, and contributes to understanding gene regulation and co-expression in these species of the gut microbiome.
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spelling pubmed-99089662023-02-10 Structure of co-expression networks of Bifidobacterium species in response to human milk oligosaccharides González-Morelo, Kevin J. Galán-Vásquez, Edgardo Melis, Felipe Pérez-Rueda, Ernesto Garrido, Daniel Front Mol Biosci Molecular Biosciences Biological systems respond to environmental perturbations and a large diversity of compounds through gene interactions, and these genetic factors comprise complex networks. Experimental information from transcriptomic studies has allowed the identification of gene networks that contribute to our understanding of microbial adaptations. In this study, we analyzed the gene co-expression networks of three Bifidobacterium species in response to different types of human milk oligosaccharides (HMO) using weighted gene co-expression analysis (WGCNA). RNA-seq data obtained from Geo Datasets were obtained for Bifidobacterium longum subsp. Infantis, Bifidobacterium bifidum and Bifidobacterium longum subsp. Longum. Between 10 and 20 co-expressing modules were obtained for each dataset. HMO-associated genes appeared in the modules with more genes for B. infantis and B. bifidum, in contrast with B. longum. Hub genes were identified in each module, and in general they participated in conserved essential processes. Certain modules were differentially enriched with LacI-like transcription factors, and others with certain metabolic pathways such as the biosynthesis of secondary metabolites. The three Bifidobacterium transcriptomes showed distinct regulation patterns for HMO utilization. HMO-associated genes in B. infantis co-expressed in two modules according to their participation in galactose or N-Acetylglucosamine utilization. Instead, B. bifidum showed a less structured co-expression of genes participating in HMO utilization. Finally, this category of genes in B. longum clustered in a small module, indicating a lack of co-expression with main cell processes and suggesting a recent acquisition. This study highlights distinct co-expression architectures in these bifidobacterial genomes during HMO consumption, and contributes to understanding gene regulation and co-expression in these species of the gut microbiome. Frontiers Media S.A. 2023-01-26 /pmc/articles/PMC9908966/ /pubmed/36776740 http://dx.doi.org/10.3389/fmolb.2023.1040721 Text en Copyright © 2023 González-Morelo, Galán-Vásquez, Melis, Pérez-Rueda and Garrido. 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 Molecular Biosciences
González-Morelo, Kevin J.
Galán-Vásquez, Edgardo
Melis, Felipe
Pérez-Rueda, Ernesto
Garrido, Daniel
Structure of co-expression networks of Bifidobacterium species in response to human milk oligosaccharides
title Structure of co-expression networks of Bifidobacterium species in response to human milk oligosaccharides
title_full Structure of co-expression networks of Bifidobacterium species in response to human milk oligosaccharides
title_fullStr Structure of co-expression networks of Bifidobacterium species in response to human milk oligosaccharides
title_full_unstemmed Structure of co-expression networks of Bifidobacterium species in response to human milk oligosaccharides
title_short Structure of co-expression networks of Bifidobacterium species in response to human milk oligosaccharides
title_sort structure of co-expression networks of bifidobacterium species in response to human milk oligosaccharides
topic Molecular Biosciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9908966/
https://www.ncbi.nlm.nih.gov/pubmed/36776740
http://dx.doi.org/10.3389/fmolb.2023.1040721
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