Perform constraint-based metabolic modeling and analysis with the COBRApy Python library.
npx skills add https://github.com/Rowtion/Bioclaw --skill cobrapy-rowtion
Please help me install this Agent Skill. Skill: cobrapy Source: https://github.com/Rowtion/Bioclaw/tree/main/scientific-skills/cobrapy Command: npx skills add https://github.com/Rowtion/Bioclaw --skill cobrapy-rowtion
This Skill provides a powerful Python toolkit for building, simulating, and analyzing constraint-based metabolic models, enabling in-depth systems biology research.
Use the cobrapy skill to load the 'ecoli' model and run a simulation.
High-intent search queries and answers about installing and using this skill.
Flux balance analysis simulates metabolic fluxes to predict cellular growth rates. You can load a model and run FBA to calculate the optimal flux distribution under given constraints.
Yes, simulating gene knockouts predicts phenotypic behaviors by analyzing genetic modifications. This evaluates how specific mutations affect microbial growth and metabolism.
Constraint-based metabolic models can be loaded and saved in SBML, JSON, and YAML formats. This enables seamless integration with standard systems biology model repositories.
Flux variability analysis determines the range of possible flux values for metabolic reactions. FVA helps identify alternative optimal pathways and network flexibility.
Media design and optimization allows you to design minimal media and optimize nutrient uptake. This identifies essential nutrients required for microbial growth in silico.
Exploring the feasible metabolic flux space uses flux sampling to characterize possible steady-state flux distributions. This provides insights into cellular metabolism beyond single optimal solutions.
TurnaboutHeroPerform ML modeling, causal inference, and time-series analysis with scikit-learn and statsmodels.
dralkhAnalyze constraint-based metabolic models with COBRApy for flux and knockout predictions.
nahisahoAnalyze isotope-tracing data to quantify metabolic fluxes via EMU modeling.
zongtingweiAutomate flux balance analysis and metabolic modeling with cobrapy for Python-based workflows.
