bioRxivSystems BiologyPreprint
Model-guided design of the diversity of a synthetic human gut community
Bryce ConnorsiD, Ertmer Sarah, Ryan L. ClarkiD, Jaron C. ThompsoniD, Brian F. PflegeriD, Ophelia S. VenturelliiD
Abstract
Microbial communities have tremendous potential as therapeutics. However, a major bottleneck is manufacturing high-diversity microbial communities with desired species compositions. We develop a two-stage, model-guided framework to produce microbial communities with target species compositions. We apply this method to optimize the diversity of a synthetic human gut community. The first stage exploits media components to enable uniform growth responses of individual species and the second stage uses a design-test-learn cycle with initial species abundance as a control point to manipulate community composition. Our designed culture conditions yield 91% of the maximum possible diversity. Leveraging these data, we construct a dynamic ecological model to guide the design of lower-order communities with desired temporal properties over a longer timescale. In sum, a deeper understanding of how microbial community assembly responds to changes in environmental factors, initial species abundances, and inter-species interactions can enable the predictable design of community dynamics.
- Citations
- 7
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
- Design of synthetic human gut microbiome assembly and function
Ryan L. Clark, Bryce Connors, … Ophelia S. Venturelli·Nature CommunicationsPeer-reviewed·May 31, 2021
- Deciphering microbial interactions in synthetic human gut microbiome communities
Ophelia S. Venturelli, Alex V. Carr, … Adam P. Arkin·Molecular Systems BiologyPeer-reviewed·Jun 1, 2018
- Automated design of synthetic microbial communities
Behzad D Karkaria, Alex J. H. Fedorec, Chris P. Barnes·Nature CommunicationsPeer-reviewed·Jan 28, 2021
- Machine learning-guided design of human gut microbiome dynamics in response to dietary fibers
Bryce Connors, Jaron C. Thompson, Ophelia S. Venturelli·bioRxiv·Mar 3, 2025
- An evolutionary algorithm for designing microbial communities via environmental modification
Alan R. Pacheco, Daniel Segrè·Journal of The Royal Society InterfacePeer-reviewed·Jun 1, 2021
- Emergent Simplicity in Microbial Community Assembly
J. E. Goldford, N. Lu, … A. Sanchez·bioRxiv·Oct 19, 2017