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Microbiome Multiscale Modeling Project

The Microbiome Multiscale Modeling Project is a research-focused endeavor aimed at building a multiscale understanding of microbiome through the development and refinement of metabolic analysis techniques. Our focus is on a system-level understanding, using computational models to shed light on the complex processes that define the interactions within microbial communities. The project employs the Vivarium framework, a tool designed to support the construction and simulation of complex biological systems model.

Project Outline:

Flux Balance Analysis (FBA)

We began the project with the implementation of Flux Balance Analysis (FBA) for Escherichia coli, a well-studied model organism. FBA is a mathematical procedure used for simulating the metabolism of biological organisms.

Jupyter Notebook for FBA

Dynamic Flux Balance Analysis (dFBA)

Building on our initial implementation, we implemented to Dynamic Flux Balance Analysis (dFBA). dFBA is a time-resolved extension of FBA, capable of modeling the flux at each time-step. This advancement enables us to capture and analyze the time-dependent behavior of the E. coli's metabolism within the simulated environment.

Jupyter Notebook for dFBA