TY - JOUR
T1 - A Multiscale Spatiotemporal Model Including a Switch from Aerobic to Anaerobic Metabolism Reproduces Succession in the Early Infant Gut Microbiota
AU - Versluis, David M
AU - Schoemaker, Ruud
AU - Looijesteijn, Ellen
AU - Muysken, Daniël
AU - Jeurink, Prescilla V
AU - Paques, Marcel
AU - Geurts, Jan M W
AU - Merks, Roeland M H
N1 - Funding Information:
This study was financially supported by FrieslandCampina. R.S., E.L., P.V.J., M.P., and J.M.W.G. are currently or were previously employed by FrieslandCampina. The work was carried out in part on the Dutch national e-infrastructure with the support of SURF Cooperative. This work was performed in part using the ALICE compute resources provided by Leiden University.
Funding Information:
*Present address: Daniël Muysken, Vrije Universiteit Amsterdam, Center for Integrative Bioinformatics, Amsterdam, The Netherlands. The authors declare a conflict of interest. This study was financially supported by FrieslandCampina. R.S., E.L., P.V.J., M.P. and J.M.W.G. are currently or were previously employed by FrieslandCampina. Received 13 May 2022 Accepted 2 August 2022 Published 1 September 2022
Publisher Copyright:
© 2022 Versluis et al.
PY - 2022/9
Y1 - 2022/9
N2 - 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 introduced 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 became dominant in the model by their use of the bifid shunt, which allows Bifidobacterium to switch to suboptimal 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.
AB - 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 introduced 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 became dominant in the model by their use of the bifid shunt, which allows Bifidobacterium to switch to suboptimal 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.
KW - infant microbiota
KW - microbial ecology
KW - flux balance analysis
UR - http://www.scopus.com/inward/record.url?scp=85140982284&partnerID=8YFLogxK
U2 - 10.1128/msystems.00446-22
DO - 10.1128/msystems.00446-22
M3 - Article
C2 - 36047700
SN - 2379-5077
VL - 7
SP - 1
EP - 24
JO - mSystems
JF - mSystems
IS - 5
M1 - e0044622
ER -