Can this Claude Code skill help with gene essentiality analysis?

Yes, it provides specific patterns for performing single-gene deletion studies to identify which genes are critical for microbial growth.

What is COBRApy used for in metabolic modeling?

COBRApy is used for constraints-based reconstruction and analysis of metabolic networks, allowing researchers to predict how organisms respond to environmental changes or genetic modifications.

Does it support Flux Variability Analysis (FVA)?

Yes, it includes advanced patterns for finding the minimum and maximum possible flux for each reaction in a metabolic model.

How does the skill handle model modifications?

The skill enforces the use of context managers ('with model:') to ensure that temporary modifications to reactions or bounds do not permanently alter the base model.

COBRApy Metabolic Modeling

Name: COBRApy Metabolic Modeling
Author: tondevrel

bytondevrel

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Data Science & ML

Models and analyzes large-scale metabolic networks in microorganisms using constraints-based reconstruction and flux balance analysis.

This skill equips Claude with specialized knowledge for COBRApy, the standard Python framework for constraint-based reconstruction and analysis of biological networks. It enables the simulation of cellular metabolism to predict growth rates, identify essential genes, and design metabolic engineering strategies like knockouts or additions. By providing implementation patterns for Flux Balance Analysis (FBA) and Flux Variability Analysis (FVA), this skill helps researchers and bioinformaticians transform complex metabolic data into computable, predictive models of cellular behavior.

Key Features

01Gene-Protein-Reaction (GPR) mapping and knockouts

02Flux Balance Analysis (FBA) optimization

03Metabolic model validation and boundary setting

041 GitHub stars

05Automated growth rate and essentiality simulations

06Flux Variability Analysis (FVA) for range prediction

Use Cases

01Designing GMO metabolic pathways for industrial biotechnology production

02Predicting microbial growth rates under various nutrient or oxygen conditions

03Identifying essential genes for drug target discovery or strain stability

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add tondevrel/scientific-agent-skills cobrapy

For use in Claude.ai and ChatGPT

Download Skill