A multiscale spatiotemporal model including a switch from aerobic to anaerobic metabolism reproduces succession in the early infant gut microbiota
David M. VersluisiD, Ruud SchoemakeriD, Ellen LooijesteijniD, Daniël Muysken, Prescilla V. Jeurink, Marcel Paques, Jan M.W. GeurtsiD, Roeland M. H. MerksiD
Abstract
The human intestinal microbiota starts to form immediately after birth, and is important for the health of the host. During the first days facultatively anaerobic bacterial species generally dominate, such as Enterobacteriaceae. These are succeeded by strictly anaerobic species, particularly Bifidobacterium species. An early transition to Bifidobacterium species is associated with health benefits: for example, Bifidobacterium species repress growth of pathogenic competitors and modulate the immune response. Succession to Bifidobacterium is thought to be due to consumption of intracolonic oxygen present in newborns by facultative anaerobes, including Enterobacteriaceae. To study if oxygen depletion suffices for the transition to Bifidobacterium species, here we introduce a multiscale mathematical model that considers metabolism, spatial bacterial population dynamics and cross-feeding. Using publicly available metabolic network data from the AGORA collection, the model simulates ab initio the competition of strictly and facultatively anaerobic species in a gut-like environment under the influence of lactose and oxygen. The model predicts that individual differences in intracolonic oxygen in newborn infants can explain the observed individual variation in succession to anaerobic species, in particular Bifidobacterium species. Bifidobacterium species become dominant in the model by using the bifid shunt, which allows Bifidobacterium to switch to sub-optimal yield metabolism with fast growth at high lactose concentrations as predicted here using flux-balance analysis. The computational model thus allows us to test the internal plausibility of hypotheses for bacterial colonization and succession in the infant colon. IMPORTANCEThe composition of the infant microbiota has a great impact on infant health, but its controlling factors are still incompletely understood. The frequently dominant anaerobic Bifidobacterium species benefit health, e.g., because they can keep harmful competitors under control and modulate the intestinal immune response. Controlling factors could include nutritional composition and intestinal mucus composition, as well as environmental factors, such as antibiotics. We introduce a modeling framework of a metabolically realistic intestinal microbial ecology in which hypothetical scenarios can be tested and compared. We present simulations that suggest that greater levels of intra-intestinal oxygenation more strongly delay the dominance of Bifidobacterium species, explaining the observed variety of microbial composition and demonstrating the use of the model for hypothesis generation. The framework allows us to test a variety of controlling factors, including intestinal mixing and transit time. Future versions will also include detailed modeling of oligosaccharide and mucin metabolism.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 21
- FWCI
- 1.22
- Field percentile
- top 22%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Cross-feeding between Bifidobacterium infantis and Anaerostipes caccae on lactose and human milk oligosaccharides
L. W. Chia, M. Mank, … J. Knol·bioRxiv·Jun 2, 2018
- 2'-Fucosyllactose helps butyrate producers outgrow competitors in infant gut microbiota simulations
David M. Versluis, Ruud Schoemaker, … Roeland M. H. Merks·iSciencePeer-reviewed·Feb 3, 2024
- First-Year Dynamics of the Anaerobic Microbiome and Archaeome in Infants Oral and Gastrointestinal Systems
Charlotte Neumann, Rokhsareh Mohammadzadeh, … Christine Moissl‐Eichinger·mSystemsPeer-reviewed·Dec 23, 2024
- Feeding-mode-defined microbial communities modulate prebiotic responses and alters colonic motility in early life
Markus Schwalbe, Arjen Nauta, … Sahar El Aidy·bioRxiv·May 29, 2026
- Infant diet promotes Bifidobacterium community cooperation within a single ecosystem
M. A. Lawson, I. J. O'Neill, … L. J. Hall·bioRxiv·Jul 23, 2019
- Emergence of microbial diversity due to cross-feeding interactions in a spatial model of gut microbial metabolism
Milan J.A. van Hoek, Roeland M.H. Merks·bioRxiv·Jun 20, 2016