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González-Morelo KJ, Galán-Vásquez E, Melis F, Pérez-Rueda E, Garrido D. Structure of co-expression networks of Bifidobacterium species in response to human milk oligosaccharides. Front Mol Biosci 2023; 10:1040721. [PMID: 36776740 PMCID: PMC9908966 DOI: 10.3389/fmolb.2023.1040721] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Accepted: 01/12/2023] [Indexed: 01/27/2023] Open
Abstract
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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Affiliation(s)
- Kevin J. González-Morelo
- Department of Chemical and Bioprocess Engineering, School of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Edgardo Galán-Vásquez
- Departamento de Ingeniería de Sistemas Computacionales y Automatización, Instituto de Investigación en Matemáticas Aplicadas y en Sistemas. Universidad Nacional Autónoma de México, Ciudad Universitaria, México City, México
| | - Felipe Melis
- Department of Chemical and Bioprocess Engineering, School of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Ernesto Pérez-Rueda
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Unidad Académica Yucatán, Mérida, Mexico
| | - Daniel Garrido
- Department of Chemical and Bioprocess Engineering, School of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile,*Correspondence: Daniel Garrido,
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Eussen SRBM, Mank M, Kottler R, Hoffmann XK, Behne A, Rapp E, Stahl B, Mearin ML, Koletzko B. Presence and Levels of Galactosyllactoses and Other Oligosaccharides in Human Milk and Their Variation during Lactation and According to Maternal Phenotype. Nutrients 2021; 13:2324. [PMID: 34371833 DOI: 10.3390/nu13072324] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Revised: 07/01/2021] [Accepted: 07/02/2021] [Indexed: 12/14/2022] Open
Abstract
Among the human milk oligosaccharides (HMOS), the galactosyllactoses (GLs) are only limitedly studied. This study aims to describe the presence and relative levels of HMOS, including GLs, in human milk (HM) according to maternal Secretor and Lewis (SeLe) phenotype and lactation stage. Relative levels of 19 HMOS were measured in 715 HM samples collected in the first 4 months postpartum from 371 donors participating in the PreventCD study. From a subset of 24 Dutch women (171 HM samples), samples were collected monthly up to 12 months postpartum and were additionally analyzed for relative and absolute levels of β6′-GL, β3′-GL and α3′-GL. Maternal SeLe phenotype or HM group was assigned based on the presence of specific fucosylated HMOS. Most HMOS, including β6′- and β3′-GL, were present in the vast majority (≥75%) of HM samples, whereas others (e.g., LNDFH II, 2′-F-LNH and α3′-GL) only occurred in a low number (<25%) of samples. Clear differences were observed between the presence and relative levels of the HMOS according to the maternal phenotype and lactation stage. Absolute concentrations of β6′-GL and β3′-GL were higher in HM group IV samples compared to samples of the other three HM groups. β3′-GL was also higher in HM group II samples compared to HM group I samples. β3′-GL and β6′-GL were stable over lactation stages. In conclusion, presence and levels of HMOS vary according to HM group and lactation stage. Not all HMOS behave similarly: some HMOS depend strongly on maternal phenotype and/or lactation stage, whereas others do not. β3′-GL and β6′-GL were present in low concentrations in over 75% of the analyzed HM samples and showed differences between HM groups, but not between the lactation stages.
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van den Elsen LWJ, Tims S, Jones AM, Stewart A, Stahl B, Garssen J, Knol J, Forbes-Blom EE, Van't Land B. Prebiotic oligosaccharides in early life alter gut microbiome development in male mice while supporting influenza vaccination responses. Benef Microbes 2019; 10:279-291. [PMID: 30773928 DOI: 10.3920/bm2018.0098] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Beneficial modulation of the gut microbiota is an attractive therapeutic approach to improve the efficacy of vaccine-induced immunity. In this study, mice were supplemented with the prebiotic milk oligosaccharide 2'-fucosyllactose (2'FL) as well as a complex mixture of immune modulatory prebiotic short-chain galacto-oligosaccharides and long-chain fructo-oligosaccharides (scGOS/lcFOS) from different stages in early life. Adult mice were vaccinated with trivalent influenza vaccine (TIV) and both development of the gut microbiota and antibody-mediated vaccine responses were followed over time. Within the control group, female mice demonstrated a larger antibody response to TIV vaccination than male mice, which was accompanied by enhanced cytokine production by splenocytes and a higher percentage of plasma cells in skin draining lymph nodes. In addition, the prebiotic diet improved vaccine-specific antibody responses in male mice. Introduction of prebiotics into the diet modulated the gut microbiota composition and at the genus level several bacterial groups showed a significant interaction effect which potentially contributed to the immunological effects observed. This study provides insight in the effect of scGOS/lcFOS/2'FL in influenza vaccination antibody production.
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Affiliation(s)
- L W J van den Elsen
- 1 Malaghan Institute of Medical Research, Gate 7 Victoria University, Kelburn Parade, Wellington 6012, New Zealand
| | - S Tims
- 1 Malaghan Institute of Medical Research, Gate 7 Victoria University, Kelburn Parade, Wellington 6012, New Zealand
| | - A M Jones
- 1 Malaghan Institute of Medical Research, Gate 7 Victoria University, Kelburn Parade, Wellington 6012, New Zealand
| | - A Stewart
- 1 Malaghan Institute of Medical Research, Gate 7 Victoria University, Kelburn Parade, Wellington 6012, New Zealand
| | - B Stahl
- 2 Danone Nutricia Research, Departments of Immunology/Microbiology/Human Milk Research, Uppsalalaan 12, 3584 CT Utrecht, the Netherlands
| | - J Garssen
- 2 Danone Nutricia Research, Departments of Immunology/Microbiology/Human Milk Research, Uppsalalaan 12, 3584 CT Utrecht, the Netherlands.,3 Utrecht University, Faculty of Science, Department of Pharmaceutical Sciences, Division of Pharmacology, Universiteitsweg 99, 3584 CG Utrecht, the Netherlands
| | - J Knol
- 2 Danone Nutricia Research, Departments of Immunology/Microbiology/Human Milk Research, Uppsalalaan 12, 3584 CT Utrecht, the Netherlands.,4 Wageningen University & Research, 6708 PB Wageningen, the Netherlands
| | - E E Forbes-Blom
- 1 Malaghan Institute of Medical Research, Gate 7 Victoria University, Kelburn Parade, Wellington 6012, New Zealand
| | - B Van't Land
- 2 Danone Nutricia Research, Departments of Immunology/Microbiology/Human Milk Research, Uppsalalaan 12, 3584 CT Utrecht, the Netherlands.,5 University Medical Center Utrecht, The Wilhelmina Children's Hospital, Laboratory of Translational Immunology, Heidelberglaan 100, 3584 CX Utrecht, the Netherlands
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