Cargando…

Identification of Discriminating Metabolic Pathways and Metabolites in Human PBMCs Stimulated by Various Pathogenic Agents

Immunity and cellular metabolism are tightly interconnected but it is not clear whether different pathogens elicit specific metabolic responses. To address this issue, we studied differential metabolic regulation in peripheral blood mononuclear cells (PBMCs) of healthy volunteers challenged by Candi...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Xiang, Mardinoglu, Adil, Joosten, Leo A. B., Kuivenhoven, Jan A., Li, Yang, Netea, Mihai G., Groen, Albert K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5835230/
https://www.ncbi.nlm.nih.gov/pubmed/29535640
http://dx.doi.org/10.3389/fphys.2018.00139
_version_ 1783303775240323072
author Zhang, Xiang
Mardinoglu, Adil
Joosten, Leo A. B.
Kuivenhoven, Jan A.
Li, Yang
Netea, Mihai G.
Groen, Albert K.
author_facet Zhang, Xiang
Mardinoglu, Adil
Joosten, Leo A. B.
Kuivenhoven, Jan A.
Li, Yang
Netea, Mihai G.
Groen, Albert K.
author_sort Zhang, Xiang
collection PubMed
description Immunity and cellular metabolism are tightly interconnected but it is not clear whether different pathogens elicit specific metabolic responses. To address this issue, we studied differential metabolic regulation in peripheral blood mononuclear cells (PBMCs) of healthy volunteers challenged by Candida albicans, Borrelia burgdorferi, lipopolysaccharide, and Mycobacterium tuberculosis in vitro. By integrating gene expression data of stimulated PBMCs of healthy individuals with the KEGG pathways, we identified both common and pathogen-specific regulated pathways depending on the time of incubation. At 4 h of incubation, pathogenic agents inhibited expression of genes involved in both the glycolysis and oxidative phosphorylation pathways. In contrast, at 24 h of incubation, particularly glycolysis was enhanced while genes involved in oxidative phosphorylation remained unaltered in the PBMCs. In general, differential gene expression was less pronounced at 4 h compared to 24 h of incubation. KEGG pathway analysis allowed differentiation between effects induced by Candida and bacterial stimuli. Application of genome-scale metabolic model further generated a Candida-specific set of 103 reporter metabolites (e.g., desmosterol) that might serve as biomarkers discriminating Candida-stimulated PBMCs from bacteria-stimuated PBMCs. Our analysis also identified a set of 49 metabolites that allowed discrimination between the effects of Borrelia burgdorferi, lipopolysaccharide and Mycobacterium tuberculosis. We conclude that analysis of pathogen-induced effects on PBMCs by a combination of KEGG pathways and genome-scale metabolic model provides deep insight in the metabolic changes coupled to host defense.
format Online
Article
Text
id pubmed-5835230
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-58352302018-03-13 Identification of Discriminating Metabolic Pathways and Metabolites in Human PBMCs Stimulated by Various Pathogenic Agents Zhang, Xiang Mardinoglu, Adil Joosten, Leo A. B. Kuivenhoven, Jan A. Li, Yang Netea, Mihai G. Groen, Albert K. Front Physiol Physiology Immunity and cellular metabolism are tightly interconnected but it is not clear whether different pathogens elicit specific metabolic responses. To address this issue, we studied differential metabolic regulation in peripheral blood mononuclear cells (PBMCs) of healthy volunteers challenged by Candida albicans, Borrelia burgdorferi, lipopolysaccharide, and Mycobacterium tuberculosis in vitro. By integrating gene expression data of stimulated PBMCs of healthy individuals with the KEGG pathways, we identified both common and pathogen-specific regulated pathways depending on the time of incubation. At 4 h of incubation, pathogenic agents inhibited expression of genes involved in both the glycolysis and oxidative phosphorylation pathways. In contrast, at 24 h of incubation, particularly glycolysis was enhanced while genes involved in oxidative phosphorylation remained unaltered in the PBMCs. In general, differential gene expression was less pronounced at 4 h compared to 24 h of incubation. KEGG pathway analysis allowed differentiation between effects induced by Candida and bacterial stimuli. Application of genome-scale metabolic model further generated a Candida-specific set of 103 reporter metabolites (e.g., desmosterol) that might serve as biomarkers discriminating Candida-stimulated PBMCs from bacteria-stimuated PBMCs. Our analysis also identified a set of 49 metabolites that allowed discrimination between the effects of Borrelia burgdorferi, lipopolysaccharide and Mycobacterium tuberculosis. We conclude that analysis of pathogen-induced effects on PBMCs by a combination of KEGG pathways and genome-scale metabolic model provides deep insight in the metabolic changes coupled to host defense. Frontiers Media S.A. 2018-02-27 /pmc/articles/PMC5835230/ /pubmed/29535640 http://dx.doi.org/10.3389/fphys.2018.00139 Text en Copyright © 2018 Zhang, Mardinoglu, Joosten, Kuivenhoven, Li, Netea and Groen. 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 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 Physiology
Zhang, Xiang
Mardinoglu, Adil
Joosten, Leo A. B.
Kuivenhoven, Jan A.
Li, Yang
Netea, Mihai G.
Groen, Albert K.
Identification of Discriminating Metabolic Pathways and Metabolites in Human PBMCs Stimulated by Various Pathogenic Agents
title Identification of Discriminating Metabolic Pathways and Metabolites in Human PBMCs Stimulated by Various Pathogenic Agents
title_full Identification of Discriminating Metabolic Pathways and Metabolites in Human PBMCs Stimulated by Various Pathogenic Agents
title_fullStr Identification of Discriminating Metabolic Pathways and Metabolites in Human PBMCs Stimulated by Various Pathogenic Agents
title_full_unstemmed Identification of Discriminating Metabolic Pathways and Metabolites in Human PBMCs Stimulated by Various Pathogenic Agents
title_short Identification of Discriminating Metabolic Pathways and Metabolites in Human PBMCs Stimulated by Various Pathogenic Agents
title_sort identification of discriminating metabolic pathways and metabolites in human pbmcs stimulated by various pathogenic agents
topic Physiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5835230/
https://www.ncbi.nlm.nih.gov/pubmed/29535640
http://dx.doi.org/10.3389/fphys.2018.00139
work_keys_str_mv AT zhangxiang identificationofdiscriminatingmetabolicpathwaysandmetabolitesinhumanpbmcsstimulatedbyvariouspathogenicagents
AT mardinogluadil identificationofdiscriminatingmetabolicpathwaysandmetabolitesinhumanpbmcsstimulatedbyvariouspathogenicagents
AT joostenleoab identificationofdiscriminatingmetabolicpathwaysandmetabolitesinhumanpbmcsstimulatedbyvariouspathogenicagents
AT kuivenhovenjana identificationofdiscriminatingmetabolicpathwaysandmetabolitesinhumanpbmcsstimulatedbyvariouspathogenicagents
AT liyang identificationofdiscriminatingmetabolicpathwaysandmetabolitesinhumanpbmcsstimulatedbyvariouspathogenicagents
AT neteamihaig identificationofdiscriminatingmetabolicpathwaysandmetabolitesinhumanpbmcsstimulatedbyvariouspathogenicagents
AT groenalbertk identificationofdiscriminatingmetabolicpathwaysandmetabolitesinhumanpbmcsstimulatedbyvariouspathogenicagents