Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

Consistency across multi-omics layers in a drug-perturbed gut microbial community

View ORCID ProfileSander Wuyts, View ORCID ProfileRenato Alves, View ORCID ProfileMaria Zimmermann-Kogadeeva, View ORCID ProfileSuguru Nishijima, Sonja Blasche, Marja Driessen, View ORCID ProfilePhilipp E. Geyer, Rajna Hercog, View ORCID ProfileEce Kartal, View ORCID ProfileLisa Maier, View ORCID ProfileJohannes B. Müller, View ORCID ProfileSarela Garcia Santamarina, View ORCID ProfileThomas Sebastian B. Schmidt, View ORCID ProfileDaniel C. Sevin, Anja Telzerow, View ORCID ProfilePeter V. Treit, View ORCID ProfileTobias Wenzel, View ORCID ProfileAthanasios Typas, View ORCID ProfileKiran R. Patil, View ORCID ProfileMatthias Mann, View ORCID ProfileMichael Kuhn, View ORCID ProfilePeer Bork
doi: https://doi.org/10.1101/2023.01.03.519475
Sander Wuyts
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Sander Wuyts
Renato Alves
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Renato Alves
Maria Zimmermann-Kogadeeva
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Maria Zimmermann-Kogadeeva
Suguru Nishijima
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Suguru Nishijima
Sonja Blasche
1European Molecular Biology Laboratory, Heidelberg, Germany
2Medical Research Council Toxicology Unit, Cambridge, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Marja Driessen
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Philipp E. Geyer
3Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Philipp E. Geyer
Rajna Hercog
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ece Kartal
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Ece Kartal
Lisa Maier
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Lisa Maier
Johannes B. Müller
3Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Johannes B. Müller
Sarela Garcia Santamarina
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Sarela Garcia Santamarina
Thomas Sebastian B. Schmidt
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Thomas Sebastian B. Schmidt
Daniel C. Sevin
4Cellzome, GlaxoSmithKline R&D, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Daniel C. Sevin
Anja Telzerow
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Peter V. Treit
3Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Peter V. Treit
Tobias Wenzel
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Tobias Wenzel
Athanasios Typas
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Athanasios Typas
Kiran R. Patil
1European Molecular Biology Laboratory, Heidelberg, Germany
2Medical Research Council Toxicology Unit, Cambridge, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Kiran R. Patil
Matthias Mann
3Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
5Proteomics Program, NNF Center for Protein Research, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Matthias Mann
Michael Kuhn
1European Molecular Biology Laboratory, Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Michael Kuhn
  • For correspondence: mkuhn@embl.de peer.bork@embl.org
Peer Bork
1European Molecular Biology Laboratory, Heidelberg, Germany
6Max Delbrück Centre for Molecular Medicine, Berlin, Germany
7Yonsei Frontier Lab (YFL), Yonsei University, Seoul, South Korea
8Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Peer Bork
  • For correspondence: mkuhn@embl.de peer.bork@embl.org
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Supplementary material
  • Preview PDF
Loading

Abstract

Multi-omics analyses are increasingly employed in microbiome studies to obtain a holistic view of molecular changes occurring within microbial communities exposed to different conditions. However, it is not always clear to what extent each omics data type contributes to our understanding of the community dynamics and whether they are concordant with each other. Here we map the molecular response of a synthetic community of 32 human gut bacteria to three non-antibiotic drugs by using five omics layers, namely 16S rRNA gene profiling, metagenomics, metatranscriptomics, metaproteomics, and metabolomics. Using this controlled setting, we find that all omics methods with species resolution in their readouts are highly consistent in estimating relative species abundances across conditions. Furthermore, different omics methods complement each other in their ability to capture functional changes in response to the drug perturbations. For example, while nearly all omics data types captured that the antipsychotic drug chlorpromazine selectively inhibits Bacteroidota representatives in the community, the metatranscriptome and metaproteome suggested that the drug induces stress responses related to protein quality control and metabolomics revealed a decrease in polysaccharide uptake, likely caused by Bacteroidota depletion. Taken together, our study provides insights into how multi-omics datasets can be utilised to reveal complex molecular responses to external perturbations in microbial communities.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
Back to top
PreviousNext
Posted January 03, 2023.
Download PDF

Supplementary Material

Email

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Enter multiple addresses on separate lines or separate them with commas.
Consistency across multi-omics layers in a drug-perturbed gut microbial community
(Your Name) has forwarded a page to you from bioRxiv
(Your Name) thought you would like to see this page from the bioRxiv website.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Share
Consistency across multi-omics layers in a drug-perturbed gut microbial community
Sander Wuyts, Renato Alves, Maria Zimmermann-Kogadeeva, Suguru Nishijima, Sonja Blasche, Marja Driessen, Philipp E. Geyer, Rajna Hercog, Ece Kartal, Lisa Maier, Johannes B. Müller, Sarela Garcia Santamarina, Thomas Sebastian B. Schmidt, Daniel C. Sevin, Anja Telzerow, Peter V. Treit, Tobias Wenzel, Athanasios Typas, Kiran R. Patil, Matthias Mann, Michael Kuhn, Peer Bork
bioRxiv 2023.01.03.519475; doi: https://doi.org/10.1101/2023.01.03.519475
Reddit logo Twitter logo Facebook logo LinkedIn logo Mendeley logo
Citation Tools
Consistency across multi-omics layers in a drug-perturbed gut microbial community
Sander Wuyts, Renato Alves, Maria Zimmermann-Kogadeeva, Suguru Nishijima, Sonja Blasche, Marja Driessen, Philipp E. Geyer, Rajna Hercog, Ece Kartal, Lisa Maier, Johannes B. Müller, Sarela Garcia Santamarina, Thomas Sebastian B. Schmidt, Daniel C. Sevin, Anja Telzerow, Peter V. Treit, Tobias Wenzel, Athanasios Typas, Kiran R. Patil, Matthias Mann, Michael Kuhn, Peer Bork
bioRxiv 2023.01.03.519475; doi: https://doi.org/10.1101/2023.01.03.519475

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Subject Area

  • Microbiology
Subject Areas
All Articles
  • Animal Behavior and Cognition (4685)
  • Biochemistry (10362)
  • Bioengineering (7682)
  • Bioinformatics (26341)
  • Biophysics (13534)
  • Cancer Biology (10692)
  • Cell Biology (15445)
  • Clinical Trials (138)
  • Developmental Biology (8501)
  • Ecology (12824)
  • Epidemiology (2067)
  • Evolutionary Biology (16867)
  • Genetics (11401)
  • Genomics (15484)
  • Immunology (10619)
  • Microbiology (25225)
  • Molecular Biology (10225)
  • Neuroscience (54481)
  • Paleontology (402)
  • Pathology (1669)
  • Pharmacology and Toxicology (2897)
  • Physiology (4345)
  • Plant Biology (9252)
  • Scientific Communication and Education (1586)
  • Synthetic Biology (2558)
  • Systems Biology (6781)
  • Zoology (1466)