Cargando…

Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness

Bacterial microbiota play a critical role in mediating local and systemic immunity, and shifts in these microbial communities have been linked to impaired outcomes in critical illness. Emerging data indicate that other intestinal organisms, including bacteriophages, viruses of eukaryotes, fungi, and...

Descripción completa

Detalles Bibliográficos
Autores principales: Haak, Bastiaan W., Argelaguet, Ricard, Kinsella, Cormac M., Kullberg, Robert F. J., Lankelma, Jacqueline M., Deijs, Martin, Klein, Michelle, Jebbink, Maarten F., Hugenholtz, Floor, Kostidis, Sarantos, Giera, Martin, Hakvoort, Theodorus B. M., de Jonge, Wouter J., Schultz, Marcus J., van Gool, Tom, van der Poll, Tom, de Vos, Willem M., van der Hoek, Lia M., Wiersinga, W. Joost
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Society for Microbiology 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8546997/
https://www.ncbi.nlm.nih.gov/pubmed/33727397
http://dx.doi.org/10.1128/mSystems.01148-20
_version_ 1784590299525283840
author Haak, Bastiaan W.
Argelaguet, Ricard
Kinsella, Cormac M.
Kullberg, Robert F. J.
Lankelma, Jacqueline M.
Deijs, Martin
Klein, Michelle
Jebbink, Maarten F.
Hugenholtz, Floor
Kostidis, Sarantos
Giera, Martin
Hakvoort, Theodorus B. M.
de Jonge, Wouter J.
Schultz, Marcus J.
van Gool, Tom
van der Poll, Tom
de Vos, Willem M.
van der Hoek, Lia M.
Wiersinga, W. Joost
author_facet Haak, Bastiaan W.
Argelaguet, Ricard
Kinsella, Cormac M.
Kullberg, Robert F. J.
Lankelma, Jacqueline M.
Deijs, Martin
Klein, Michelle
Jebbink, Maarten F.
Hugenholtz, Floor
Kostidis, Sarantos
Giera, Martin
Hakvoort, Theodorus B. M.
de Jonge, Wouter J.
Schultz, Marcus J.
van Gool, Tom
van der Poll, Tom
de Vos, Willem M.
van der Hoek, Lia M.
Wiersinga, W. Joost
author_sort Haak, Bastiaan W.
collection PubMed
description Bacterial microbiota play a critical role in mediating local and systemic immunity, and shifts in these microbial communities have been linked to impaired outcomes in critical illness. Emerging data indicate that other intestinal organisms, including bacteriophages, viruses of eukaryotes, fungi, and protozoa, are closely interlinked with the bacterial microbiota and their host, yet their collective role during antibiotic perturbation and critical illness remains to be elucidated. We employed multi-omics factor analysis (MOFA) to systematically integrate the bacterial (16S rRNA), fungal (intergenic transcribed spacer 1 rRNA), and viral (virus discovery next-generation sequencing) components of the intestinal microbiota of 33 critically ill patients with and without sepsis and 13 healthy volunteers. In addition, we quantified the absolute abundances of bacteria and fungi using 16S and 18S rRNA PCRs and characterized the short-chain fatty acids (SCFAs) butyrate, acetate, and propionate using nuclear magnetic resonance spectroscopy. We observe that a loss of the anaerobic intestinal environment is directly correlated with an overgrowth of aerobic pathobionts and their corresponding bacteriophages as well as an absolute enrichment of opportunistic yeasts capable of causing invasive disease. We also observed a strong depletion of SCFAs in both disease states, which was associated with an increased absolute abundance of fungi with respect to bacteria. Therefore, these findings illustrate the complexity of transkingdom changes following disruption of the intestinal bacterial microbiome. IMPORTANCE While numerous studies have characterized antibiotic-induced disruptions of the bacterial microbiome, few studies describe how these disruptions impact the composition of other kingdoms such as viruses, fungi, and protozoa. To address this knowledge gap, we employed MOFA to systematically integrate viral, fungal, and bacterial sequence data from critically ill patients (with and without sepsis) and healthy volunteers, both prior to and following exposure to broad-spectrum antibiotics. In doing so, we show that modulation of the bacterial component of the microbiome has implications extending beyond this kingdom alone, enabling the overgrowth of potentially invasive fungi and viruses. While numerous preclinical studies have described similar findings in vitro, we confirm these observations in humans using an integrative analytic approach. These findings underscore the potential value of multi-omics data integration tools in interrogating how different components of the microbiota contribute to disease states. In addition, our findings suggest that there is value in further studying potential adjunctive therapies using anaerobic bacteria or SCFAs to reduce fungal expansion after antibiotic exposure, which could ultimately lead to improved outcomes in the intensive care unit (ICU).
format Online
Article
Text
id pubmed-8546997
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher American Society for Microbiology
record_format MEDLINE/PubMed
spelling pubmed-85469972021-10-27 Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness Haak, Bastiaan W. Argelaguet, Ricard Kinsella, Cormac M. Kullberg, Robert F. J. Lankelma, Jacqueline M. Deijs, Martin Klein, Michelle Jebbink, Maarten F. Hugenholtz, Floor Kostidis, Sarantos Giera, Martin Hakvoort, Theodorus B. M. de Jonge, Wouter J. Schultz, Marcus J. van Gool, Tom van der Poll, Tom de Vos, Willem M. van der Hoek, Lia M. Wiersinga, W. Joost mSystems Research Article Bacterial microbiota play a critical role in mediating local and systemic immunity, and shifts in these microbial communities have been linked to impaired outcomes in critical illness. Emerging data indicate that other intestinal organisms, including bacteriophages, viruses of eukaryotes, fungi, and protozoa, are closely interlinked with the bacterial microbiota and their host, yet their collective role during antibiotic perturbation and critical illness remains to be elucidated. We employed multi-omics factor analysis (MOFA) to systematically integrate the bacterial (16S rRNA), fungal (intergenic transcribed spacer 1 rRNA), and viral (virus discovery next-generation sequencing) components of the intestinal microbiota of 33 critically ill patients with and without sepsis and 13 healthy volunteers. In addition, we quantified the absolute abundances of bacteria and fungi using 16S and 18S rRNA PCRs and characterized the short-chain fatty acids (SCFAs) butyrate, acetate, and propionate using nuclear magnetic resonance spectroscopy. We observe that a loss of the anaerobic intestinal environment is directly correlated with an overgrowth of aerobic pathobionts and their corresponding bacteriophages as well as an absolute enrichment of opportunistic yeasts capable of causing invasive disease. We also observed a strong depletion of SCFAs in both disease states, which was associated with an increased absolute abundance of fungi with respect to bacteria. Therefore, these findings illustrate the complexity of transkingdom changes following disruption of the intestinal bacterial microbiome. IMPORTANCE While numerous studies have characterized antibiotic-induced disruptions of the bacterial microbiome, few studies describe how these disruptions impact the composition of other kingdoms such as viruses, fungi, and protozoa. To address this knowledge gap, we employed MOFA to systematically integrate viral, fungal, and bacterial sequence data from critically ill patients (with and without sepsis) and healthy volunteers, both prior to and following exposure to broad-spectrum antibiotics. In doing so, we show that modulation of the bacterial component of the microbiome has implications extending beyond this kingdom alone, enabling the overgrowth of potentially invasive fungi and viruses. While numerous preclinical studies have described similar findings in vitro, we confirm these observations in humans using an integrative analytic approach. These findings underscore the potential value of multi-omics data integration tools in interrogating how different components of the microbiota contribute to disease states. In addition, our findings suggest that there is value in further studying potential adjunctive therapies using anaerobic bacteria or SCFAs to reduce fungal expansion after antibiotic exposure, which could ultimately lead to improved outcomes in the intensive care unit (ICU). American Society for Microbiology 2021-03-16 /pmc/articles/PMC8546997/ /pubmed/33727397 http://dx.doi.org/10.1128/mSystems.01148-20 Text en Copyright © 2021 Haak et al. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Research Article
Haak, Bastiaan W.
Argelaguet, Ricard
Kinsella, Cormac M.
Kullberg, Robert F. J.
Lankelma, Jacqueline M.
Deijs, Martin
Klein, Michelle
Jebbink, Maarten F.
Hugenholtz, Floor
Kostidis, Sarantos
Giera, Martin
Hakvoort, Theodorus B. M.
de Jonge, Wouter J.
Schultz, Marcus J.
van Gool, Tom
van der Poll, Tom
de Vos, Willem M.
van der Hoek, Lia M.
Wiersinga, W. Joost
Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness
title Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness
title_full Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness
title_fullStr Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness
title_full_unstemmed Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness
title_short Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness
title_sort integrative transkingdom analysis of the gut microbiome in antibiotic perturbation and critical illness
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8546997/
https://www.ncbi.nlm.nih.gov/pubmed/33727397
http://dx.doi.org/10.1128/mSystems.01148-20
work_keys_str_mv AT haakbastiaanw integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT argelaguetricard integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT kinsellacormacm integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT kullbergrobertfj integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT lankelmajacquelinem integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT deijsmartin integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT kleinmichelle integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT jebbinkmaartenf integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT hugenholtzfloor integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT kostidissarantos integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT gieramartin integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT hakvoorttheodorusbm integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT dejongewouterj integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT schultzmarcusj integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT vangooltom integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT vanderpolltom integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT devoswillemm integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT vanderhoekliam integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness
AT wiersingawjoost integrativetranskingdomanalysisofthegutmicrobiomeinantibioticperturbationandcriticalillness