Exploring Microbiota Plasticity in the Small Intestine through Spatiotemporal Metabolic Modeling

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Samenvatting

Microbiota plasticity, the ability of microbial communities to adapt to changing environments, is crucial for understanding gut health. We develop a spatiotemporal model to simulate small intestinal microbiota and their interactions with host cells. We begin by constructing a community model of various microbial species using metabolic reconstructions and Flux Balance Analysis (FBA). By optimizing community growth, we investigate species interactions, applying L2-regularization and alternative objective formulations. The next phase incorporates enterocytes into the microbial community model. Utilizing metabolic reconstructions of S. thermophilus, F. prausnitzii, B. caccae, and E. rectale, we simulate interactions under conditions resembling an average Western diet. Our findings highlight significant interactions, including cross-feeding and competition among species. Finally, we expand the model into a spatiotemporal framework, simulating microbial dynamics along the small intestine. These simulations reveal how species abundance varies with distance and time, influenced by community composition and medium conditions.
Despite challenges in parameterization and validation, our model offers insights into the plasticity of small intestinal microbiota and their interactions with enterocytes, enhancing our understanding of gut microbiome dynamics.
Originele taal-2Engels
Titel9th Conference on Constraint-Based Reconstruction and Analysis
SubtitelCOBRA 2024
RedacteurenBernhard Palsson
Plaats van productieSan Diego
UitgeverijAmerican Institute of Chemical Engineers (AIChE)
StatusGeaccepteerd/In druk - 1 okt. 2024
Evenement9th Conference on Constraint-Based Reconstruction and Analysis, COBRA 2024 - San Diego, Verenigde Staten van Amerika
Duur: 24 okt. 202426 okt. 2024

Congres

Congres9th Conference on Constraint-Based Reconstruction and Analysis, COBRA 2024
Verkorte titelCOBRA 2024
Land/RegioVerenigde Staten van Amerika
StadSan Diego
Periode24/10/2426/10/24

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