Perform constraint-based metabolic modeling with COBRApy workflows and APIs.
npx skills add https://github.com/jiaxiaojunQAQ/SkillJect --skill cobrapy
Please help me install this Agent Skill. Skill: cobrapy Source: https://github.com/jiaxiaojunQAQ/SkillJect/tree/main/data/skills_sample/cobrapy Command: npx skills add https://github.com/jiaxiaojunQAQ/SkillJect --skill cobrapy
COBRApy helps researchers model, analyze, and optimize metabolic networks by providing a robust Python interface for building and interrogating constraint-based models, enabling reproducible computational experiments in systems biology.
Load a COBRApy model and run an FBA to predict growth and explore flux distributions.
High-intent search queries and answers about installing and using this skill.
Flux balance analysis (FBA) predicts growth and flux distributions in genome-scale metabolic models by solving optimization problems. COBRApy workflows load models and run FBA to identify optimal metabolic flux states.
Gene knockouts in metabolic networks are simulated by constraining specific reaction bounds to zero. This Skill supports single and double gene knockout simulations to evaluate their impact on growth and production.
Flux variability analysis (FVA) explores the feasible flux space of metabolic models by calculating minimum and maximum flux values. It is needed when interrogating alternative optimal solutions in systems biology.
Loading and analyzing metabolic models in Python uses COBRApy APIs to import common data formats. This enables reproducible computational experiments for constraint-based analysis in systems biology.
Gapfilling and production envelope generation are supported to interrogate feasible metabolic states. Gapfilling identifies missing network reactions, while production envelopes map phenotypic changes across environmental conditions.
Constraint-based metabolic modeling assumes steady-state conditions and requires accurate network stoichiometry. It does not capture dynamic kinetic changes or regulatory interactions outside the stoichiometric matrix.
pur3v4d3rPerform constraint-based metabolic modeling and FBA/FVA analyses in Python.
K-Dense-AIPlan and execute constraint-based metabolic modeling on genome-scale networks.
nahisahoAnalyze isotope-tracing data to quantify metabolic fluxes via EMU modeling.
jimmc414Simulate metabolic networks and analyze fluxes with COBRApy.
