Systems Biology

Version Compatibility

Reference examples assume recent stable releases of the preferred tools, especially cobrapy and the other tools listed below.

Before using code or command patterns, verify installed versions match the environment:

• Python: python -c "import <module>; print(<module>.__version__)"
• CLI: <tool> --version
• If signatures differ, inspect the installed help or API and adapt the pattern instead of retrying unchanged.

Overview

Workflow for constraint-based metabolic modeling, context-specific models, gene essentiality, and systems-level interpretation.

When To Use This Skill